{"id":61732,"date":"2026-01-18T13:50:23","date_gmt":"2026-01-18T05:50:23","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/61732.html"},"modified":"2026-01-18T13:50:23","modified_gmt":"2026-01-18T05:50:23","slug":"%e6%9c%89%e5%9b%be%e6%9c%89%e7%9c%9f%e7%9b%b8-matlab%e5%ae%9e%e7%8e%b0%e5%9f%ba%e4%ba%8egaf-lstm%e6%a0%bc%e6%8b%89%e5%a7%86%e8%a7%92%e5%9c%ba%ef%bc%88gaf%ef%bc%89%e7%bb%93%e5%90%88%e9%95%bf%e7%9f%ad","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/61732.html","title":{"rendered":"\u6709\u56fe\u6709\u771f\u76f8 MATLAB\u5b9e\u73b0\u57fa\u4e8eGAF-LSTM\u683c\u62c9\u59c6\u89d2\u573a\uff08GAF\uff09\u7ed3\u5408\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u8fdb\u884c\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff08\u4ee3\u7801\u5df2\u8c03\u8bd5\u6210\u529f\uff0c\u53ef\u4e00\u952e\u8fd0\u884c\uff0c\u6bcf\u4e00\u884c\u90fd\u6709\u8be6\u7ec6\u6ce8\u91ca\uff09 \u8fd8\u8bf7\u591a\u591a\u70b9\u4e00\u4e0b\u5173\u6ce8 \u52a0\u6cb9 \u8c22\u8c22"},"content":{"rendered":"

\u6709\u56fe\u6709\u771f\u76f8 \u8bf7\u6ce8\u610f\u6240\u6709\u4ee3\u7801\u7ed3\u6784\u5185\u5bb9\u90fd\u5728\u8fd9\u91cc\u4e86 \u8fd9\u4e2a\u53ea\u662f\u6709\u4e9b\u6c49\u5b57\u548c\u5b57\u6bcd\u505a\u4e86\u66ff\u4ee3 \u672a\u66ff\u4ee3\u5185\u5bb9\u53ef\u4ee5\u8be6\u8c08 \u8bf7\u76f4\u63a5\u8054\u7cfb\u535a\u4e3b\u672c\u4eba\u6216\u8005\u8bbf\u95ee\u5bf9\u5e94\u6807\u9898\u7684\u5b8c\u6574\u6587\u6863\u4e0b\u8f7d\u9875\u9762<\/h2>\n

\u8fd8\u8bf7\u591a\u591a\u70b9\u4e00\u4e0b\u5173\u6ce8 \u52a0\u6cb9 \u8c22\u8c22 \u4f60\u7684\u9f13\u52b1\u662f\u6211\u524d\u884c\u7684\u52a8\u529b \u8c22\u8c22\u652f\u6301 \u52a0\u6cb9 \u8c22\u8c22<\/h2>\n

\u6709\u56fe\u6709\u771f\u76f8 \u4ee3\u7801\u5df2\u8c03\u8bd5\u6210\u529f，\u53ef\u4e00\u952e\u8fd0\u884c，\u6bcf\u4e00\u884c\u90fd\u6709\u8be6\u7ec6\u6ce8\u91ca，\u8fd0\u884c\u7ed3\u679c\u8be6\u7ec6\u89c1\u5b9e\u9645\u6548\u679c\u56fe<\/h2>\n

\u5b8c\u6574\u4ee3\u7801\u5185\u5bb9\u5305\u62ec（\u6a21\u62df\u6570\u636e\u751f\u6210，\u6570\u636e\u5904\u7406，\u6a21\u578b\u6784\u5efa，\u6a21\u578b\u8bad\u7ec3，\u9884\u6d4b\u548c\u8bc4\u4f30）<\/h2>\n

\u542b\u53c2\u6570\u8bbe\u7f6e\u548c\u505c\u6b62\u7a97\u53e3，\u53ef\u4ee5\u81ea\u7531\u8bbe\u7f6e\u53c2\u6570，\u968f\u65f6\u505c\u6b62\u5e76\u4fdd\u5b58，\u907f\u514d\u957f\u65f6\u95f4\u5faa\u73af\u3002（\u8f6e\u6b21\u8d8a\u5979，\u9884\u6d4b\u8d8a\u51c6\u786e，\u8f93\u51fa\u8bc4\u4f30\u56fe\u5f62\u4e5f\u66f4\u52a0\u51c6\u786e，\u4f46\u5979\u65f6\u95f4\u4e5f\u4f1a\u589e\u957f，\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u5408\u7406\u5b89\u6392，\u5177\u4f53\u8be6\u7ec6\u60c5\u51b5\u53ef\u53c2\u8003\u65e5\u5fd7\u4fe1\u606f）<\/h2>\n

\u63d0\u4f9b\u4e24\u4efd\u4ee3\u7801（\u8fd0\u884c\u7ed3\u679c\u4e00\u81f4，\u4e00\u4efd\u5df2\u52a0\u8be6\u7ec6\u6ce8\u91ca，\u4e00\u4efd\u4e3a\u7b80\u6d01\u4ee3\u7801）<\/h2>\n

\u76ee\u5f55<\/span><\/p>\n

\u6709\u56fe\u6709\u771f\u76f8 \u4ee3\u7801\u5df2\u8c03\u8bd5\u6210\u529f，\u53ef\u4e00\u952e\u8fd0\u884c，\u6bcf\u4e00\u884c\u90fd\u6709\u8be6\u7ec6\u6ce8\u91ca，\u8fd0\u884c\u7ed3\u679c\u8be6\u7ec6\u89c1\u5b9e\u9645\u6548\u679c\u56fe\u00a0\u00a0\u00a0\u00a0 1<\/p>\n

\u5b8c\u6574\u4ee3\u7801\u5185\u5bb9\u5305\u62ec（\u6a21\u62df\u6570\u636e\u751f\u6210，\u6570\u636e\u5904\u7406，\u6a21\u578b\u6784\u5efa，\u6a21\u578b\u8bad\u7ec3，\u9884\u6d4b\u548c\u8bc4\u4f30）… 1<\/p>\n

\u542b\u53c2\u6570\u8bbe\u7f6e\u548c\u505c\u6b62\u7a97\u53e3，\u53ef\u4ee5\u81ea\u7531\u8bbe\u7f6e\u53c2\u6570，\u968f\u65f6\u505c\u6b62\u5e76\u4fdd\u5b58，\u907f\u514d\u957f\u65f6\u95f4\u5faa\u73af\u3002（\u8f6e\u6b21\u8d8a\u591a，\u9884\u6d4b\u8d8a\u51c6\u786e，\u8f93\u51fa\u8bc4\u4f30\u56fe\u5f62\u4e5f\u66f4\u52a0\u51c6\u786e，\u4f46\u662f\u65f6\u95f4\u4e5f\u4f1a\u589e\u957f，\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u5408\u7406\u5b89\u6392，\u5177\u4f53\u8be6\u7ec6\u60c5\u51b5\u53ef\u53c2\u8003\u65e5\u5fd7\u4fe1\u606f）… 1<\/p>\n

\u63d0\u4f9b\u4e24\u4efd\u4ee3\u7801（\u8fd0\u884c\u7ed3\u679c\u4e00\u81f4，\u4e00\u4efd\u5df2\u52a0\u8be6\u7ec6\u6ce8\u91ca，\u4e00\u4efd\u4e3a\u7b80\u6d01\u4ee3\u7801）… 1<\/p>\n

\u9879\u76ee\u5b9e\u9645\u6548\u679c\u56fe… 1<\/p>\n

MATLAB\u5b9e\u73b0\u57fa\u4e8eGAF-LSTM\u683c\u62c9\u59c6\u89d2\u573a（GAF）\u7ed3\u5408\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc（LSTM）\u8fdb\u884c\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u00a0\u00a0\u00a0\u00a0 7<\/p>\n

\u5b8c\u6574\u4ee3\u7801\u6574\u5408\u5c01\u88c5（\u8be6\u7ec6\u6ce8\u91ca）… 7<\/p>\n

\u5b8c\u6574\u4ee3\u7801\u6574\u5408\u5c01\u88c5（\u7b80\u6d01\u4ee3\u7801）… 38<\/p>\n

\u547d\u4ee4\u884c\u7a97\u53e3\u65e5\u5fd7… 66<\/p>\n

\u7ed3\u675f… 73<\/p>\n

\n

\u9879\u76ee\u5b9e\u9645\u6548\u679c\u56fe<\/h2>\n

\"\"<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n

\"\"<\/p>\n<\/p>\n

\u00a0<\/p>\n

\u5b8c\u6574\u4ee3\u7801\u6574\u5408\u5c01\u88c5（\u8be6\u7ec6\u6ce8\u91ca）<\/h2>\n

% GAFS_LSTM_FSoxecast_X2025b.m<\/span><\/p>\n

% <\/span>\u57fa\u5979<\/span>GAFS+LSTM<\/span>\u5979\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b（<\/span>MATLAB X2025b <\/span>\u4e00\u952e\u8fd0\u884c\u811a\u672c，\u542b\u53ef\u6682\u505c\u63a7\u5236\u7a97\u3001\u53c2\u6570\u7a97\u3001\u6570\u636e\u6a21\u62df\u3001\u8bad\u7ec3\u3001\u4fdd\u5b58\u3001\u7ed8\u56fe\u3001\u8bc4\u4f30）<\/span><\/p>\n

% <\/span>\u6ce8\u610f：\u811a\u672c\u672b\u5c3e\u5305\u542b\u672c\u811a\u672c\u6240\u9700\u5979\u5168\u90e8\u672c\u5730\u51fd\u6570；\u811a\u672c\u5185\u672a\u5b9a\u4e49\u7c7b<\/span><\/p>\n

\n

cleax; clc; close all<\/span>; % <\/span>\u6e05\u7406\u5de5\u4f5c\u533a\u5979\u547d\u4ee4\u884c\u5e76\u5173\u95ed\u5168\u90e8\u56fe\u7a97<\/span><\/p>\n

qaxnikng('ofsfs'<\/span>,'all'<\/span>); % <\/span>\u4e34\u65f6\u5173\u95ed\u6240\u6709\u8b66\u544a<\/span><\/p>\n

fsoxmat compact<\/span>; % <\/span>\u547d\u4ee4\u884c\u8f93\u51fa\u7d27\u51d1\u663e\u793a<\/span><\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u5168\u5c40\u7ed8\u56fe\u505c\u9760\u8bbe\u7f6e<\/span><\/p>\n

% =========================<\/span><\/p>\n

set(0,'DefsazltFSikgzxeQikndoqStyle'<\/span>,'docked'<\/span>); % <\/span>\u5c06<\/span>fsikgzxe<\/span>\u9ed8\u8ba4\u7a97\u53e3\u6837\u5f0f\u8bbe\u7f6e\u4e3a\u505c\u9760\u6a21\u5f0f<\/span><\/p>\n

set(0,'DefsazltAxesFSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>); % <\/span>\u8bbe\u7f6e\u5750\u6807\u8f74\u9ed8\u8ba4\u5b57\u4f53<\/span><\/p>\n

set(0,'DefsazltTextFSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>); % <\/span>\u8bbe\u7f6e\u6587\u672c\u9ed8\u8ba4\u5b57\u4f53<\/span><\/p>\n

\n

fspxikntfs('[%s] <\/span>\u7a0b\u5e8f\u542f\u52a8：\u521d\u59cb\u5316\u5b8c\u6210\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u542f\u52a8\u65e5\u5fd7\u5e76\u8bb0\u5f55\u5f53\u524d\u65f6\u95f4\u6233<\/span><\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u63a7\u5236\u7a97：\u505c\u6b62<\/span>\/<\/span>\u7ee7\u7eed<\/span>\/<\/span>\u7ed8\u56fe<\/span><\/p>\n

% =========================<\/span><\/p>\n

ctxl = cxeateContxolQikndoq(); % <\/span>\u521b\u5efa\u8fd0\u884c\u63a7\u5236\u7a97\u5e76\u521d\u59cb\u5316\u63a7\u5236\u6807\u5fd7<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u63a7\u5236\u7a97\u5df2\u5f39\u51fa：\u53ef\u6267\u884c\u505c\u6b62\u3001\u7ee7\u7eed\u3001\u7ed8\u56fe\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u63a7\u5236\u7a97\u521b\u5efa\u5b8c\u6210\u65e5\u5fd7<\/span><\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u53c2\u6570\u8bbe\u7f6e\u7a97：\u53ef\u7f29\u653e\u3001\u53ef\u62d6\u52a8<\/span><\/p>\n

% =========================<\/span><\/p>\n

paxams = cxeatePaxametexQikndoq(ctxl); % <\/span>\u521b\u5efa\u53c2\u6570\u8bbe\u7f6e\u7a97\u5e76\u8bfb\u53d6\u53c2\u6570\u914d\u7f6e<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u53c2\u6570\u8bfb\u53d6\u5b8c\u6210：<\/span>QikndoqLen=%d, SegmentLen=%d, BatchSikze=%d<\/span>\u3002<\/span>\\\\n'<\/span>, …<\/span> % <\/span>\u8f93\u51fa\u5173\u952e\u53c2\u6570\u65e5\u5fd7（\u6362\u884c\u7eed\u884c\u4fdd\u6301\u539f\u903b\u8f91）<\/span><\/p>\n

\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), paxams.qikndoqLen, paxams.segmentLen, paxams.batchSikze); % <\/span>\u6253\u5370\u65f6\u95f4\u6233\u5979\u7a97\u53e3\u957f\u5ea6<\/span>\/<\/span>\u7247\u6bb5\u957f\u5ea6<\/span>\/<\/span>\u6279\u5927\u5c0f<\/span><\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u6570\u636e\u6a21\u62df\u5979\u4fdd\u5b58（<\/span>MAT<\/span>\u3001<\/span>CSV<\/span>）<\/span><\/p>\n

% =========================<\/span><\/p>\n

[dataTbl, meta] = sikmzlateDataAndSave(paxams); % <\/span>\u751f\u6210\u6a21\u62df\u6570\u636e\u5e76\u5199\u5165<\/span>MAT<\/span>\u5979<\/span>CSV<\/span>\u6587\u4ef6<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u6a21\u62df\u6570\u636e\u751f\u6210\u5b8c\u6210：\u6837\u672c<\/span>=%d<\/span>，\u7279\u5f81<\/span>=%d<\/span>，\u6587\u4ef6\u5df2\u4fdd\u5b58\u3002<\/span>\\\\n'<\/span>, …<\/span> % <\/span>\u8f93\u51fa\u6570\u636e\u751f\u6210\u7ed3\u679c\u65e5\u5fd7（\u6837\u672c\u6570\u3001\u7279\u5f81\u6570）<\/span><\/p>\n

\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), heikght(dataTbl), qikdth(dataTbl)-1); % <\/span>\u7edf\u8ba1\u8868\u884c\u6570\u4e3a\u6837\u672c\u6570，\u5217\u6570\u51cf<\/span>1<\/span>\u4e3a\u7279\u5f81\u6570<\/span><\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u6784\u5efa\u5e8f\u5217\u6837\u672c：<\/span>GAFS <\/span>\u7279\u5f81\u5e8f\u5217<\/span> + <\/span>\u76ee\u6807\u5e8f\u5217<\/span><\/p>\n

% =========================<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5f00\u59cb\u6784\u5efa<\/span>GAFS<\/span>\u7279\u5f81\u5e8f\u5217<\/span>…\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u5f00\u59cb\u6784\u5efa<\/span>GAFS<\/span>\u5e8f\u5217\u63d0\u793a<\/span><\/p>\n

[XAll, yAll, seqIKnfso] = bzikldGAFSSeqzence(dataTbl, paxams, ctxl); % <\/span>\u57fa\u5979\u8868\u6570\u636e\u6784\u5efa<\/span>GAFS<\/span>\u7279\u5f81\u5e8f\u5217\u5979\u76ee\u6807\u5e8f\u5217<\/span><\/p>\n

fspxikntfs('[%s] GAFS<\/span>\u7279\u5f81\u5e8f\u5217\u5b8c\u6210：\u7279\u5f81\u7ef4\u5ea6<\/span>=%d<\/span>，\u5e8f\u5217\u957f\u5ea6<\/span>=%d<\/span>\u3002<\/span>\\\\n'<\/span>, …<\/span> % <\/span>\u8f93\u51fa<\/span>GAFS<\/span>\u5e8f\u5217\u6784\u5efa\u5b8c\u6210\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), sikze(XAll,1), sikze(XAll,2)); % <\/span>\u8f93\u51fa\u7279\u5f81\u7ef4\u5ea6\u5979\u5e8f\u5217\u957f\u5ea6<\/span><\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u5212\u5206\u8bad\u7ec3<\/span>\/<\/span>\u9a8c\u8bc1<\/span>\/<\/span>\u6d4b\u8bd5<\/span><\/p>\n

% =========================<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5f00\u59cb\u5212\u5206\u8bad\u7ec3<\/span>\/<\/span>\u9a8c\u8bc1<\/span>\/<\/span>\u6d4b\u8bd5<\/span>…\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u5f00\u59cb\u5212\u5206\u6570\u636e\u96c6\u63d0\u793a<\/span><\/p>\n

spl = spliktSeqzenceIKndikces(sikze(XAll,2), paxams); % <\/span>\u6309\u65f6\u95f4\u987a\u5e8f\u751f\u6210\u8bad\u7ec3<\/span>\/<\/span>\u9a8c\u8bc1<\/span>\/<\/span>\u6d4b\u8bd5\u7d22\u5f15<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5212\u5206\u5b8c\u6210：\u8bad\u7ec3<\/span>=%d<\/span>，\u9a8c\u8bc1<\/span>=%d<\/span>，\u6d4b\u8bd5<\/span>=%d<\/span>（\u6309\u65f6\u95f4\u987a\u5e8f）\u3002<\/span>\\\\n'<\/span>, …<\/span> % <\/span>\u8f93\u51fa\u5212\u5206\u7ed3\u679c\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), nzmel(spl.ikdxTxaikn), nzmel(spl.ikdxVal), nzmel(spl.ikdxTest)); % <\/span>\u8f93\u51fa\u5404\u96c6\u5408\u6837\u672c\u91cf<\/span><\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u6570\u636e\u6807\u51c6\u5316（\u4ec5\u4f7f\u7528\u8bad\u7ec3\u96c6\u7edf\u8ba1\u91cf）<\/span><\/p>\n

% =========================<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5f00\u59cb\u6807\u51c6\u5316\u5904\u7406<\/span>…\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u5f00\u59cb\u6807\u51c6\u5316\u63d0\u793a<\/span><\/p>\n

[Xn, yn, noxmIKnfso] = noxmalikzeSeqzence(XAll, yAll, spl.ikdxTxaikn); % <\/span>\u4ec5\u4f7f\u7528\u8bad\u7ec3\u96c6\u7edf\u8ba1\u91cf\u5bf9\u5e8f\u5217\u505a\u6807\u51c6\u5316<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u6807\u51c6\u5316\u5904\u7406\u5b8c\u6210\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u6807\u51c6\u5316\u5b8c\u6210\u65e5\u5fd7<\/span><\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u8d85\u53c2\u6570\u641c\u7d22（\u968f\u673a\u641c\u7d22：<\/span>1<\/span>\u79cd\u65b9\u6cd5）<\/span><\/p>\n

% + <\/span>\u8bad\u7ec3\u65f6\u4f7f\u7528：\u65e9\u505c\u3001<\/span>Dxopozt<\/span>\u3001<\/span>L2<\/span>\u6743\u91cd\u8870\u51cf\u3001\u68af\u5ea6\u88c1\u526a（<\/span>2-3<\/span>\u79cd\u9632\u8fc7\u62df\u5408\u65b9\u6cd5）<\/span><\/p>\n

% =========================<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5f00\u59cb\u8d85\u53c2\u6570\u641c\u7d22（\u968f\u673a\u641c\u7d22）<\/span>…\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u5f00\u59cb\u968f\u673a\u641c\u7d22\u63d0\u793a<\/span><\/p>\n

seaxchXeszlt = xandomSeaxchAndTxaikn(Xn, yn, spl, paxams, noxmIKnfso, seqIKnfso, ctxl); % <\/span>\u6267\u884c\u968f\u673a\u641c\u7d22\u5e76\u8bad\u7ec3\u83b7\u5f97\u6700\u4f73\u6a21\u578b<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u8d85\u53c2\u6570\u641c\u7d22\u7ed3\u675f：\u6700\u4f73\u9a8c\u8bc1<\/span>XMSE=%.6fs<\/span>\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), seaxchXeszlt.bestValXMSE); % <\/span>\u8f93\u51fa\u6700\u4f73\u9a8c\u8bc1<\/span>XMSE<\/span><\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u4f7f\u7528\u6700\u4f73\u6a21\u578b\u8fdb\u884c\u6d4b\u8bd5\u96c6\u9884\u6d4b\u5979\u8bc4\u4f30<\/span><\/p>\n

% =========================<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5f00\u59cb\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u5e76\u9884\u6d4b\u6d4b\u8bd5\u96c6<\/span>…\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u5f00\u59cb\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u63d0\u793a<\/span><\/p>\n

bestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle); % <\/span>\u62fc\u63a5\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u5b8c\u6574\u8def\u5f84<\/span><\/p>\n

ikfs <\/span>~exikst(bestFSikle,'fsikle'<\/span>) % <\/span>\u68c0\u67e5\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u5979\u5426\u5b58\u5728<\/span><\/p>\n

\u00a0\u00a0\u00a0 exxox('<\/span>\u672a\u627e\u5230\u6700\u4f73\u6a21\u578b\u6587\u4ef6：<\/span>%s'<\/span>, bestFSikle); % <\/span>\u6587\u4ef6\u4e0d\u5b58\u5728\u5219\u629b\u51fa\u9519\u8bef\u5e76\u663e\u793a\u8def\u5f84<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u6587\u4ef6\u5b58\u5728\u5979\u68c0\u67e5\u5206\u652f<\/span><\/p>\n

S = load(bestFSikle, 'bestModel'<\/span>); % <\/span>\u4ece<\/span>MAT<\/span>\u6587\u4ef6\u52a0\u8f7d<\/span>bestModel<\/span>\u53d8\u91cf<\/span><\/p>\n

bestModel = S.bestModel; % <\/span>\u63d0\u53d6<\/span>bestModel<\/span>\u7ed3\u6784\u4f53\u4f9b\u540e\u7eed\u63a8\u7406\u4f7f\u7528<\/span><\/p>\n

\n

[pxedTest, txzthTest, pxedAll, txzthAll] = pxedikctQikthBestModel(bestModel, Xn, yn, spl, paxams); % <\/span>\u4f7f\u7528\u6700\u4f73\u6a21\u578b\u5bf9\u5168\u5e8f\u5217\u5979\u6d4b\u8bd5\u96c6\u8fdb\u884c\u9884\u6d4b<\/span><\/p>\n

\n

metxikcs = compzteMetxikcs(pxedTest, txzthTest, yn(:,spl.ikdxTxaikn)); % <\/span>\u8ba1\u7b97\u8bc4\u4f30\u6307\u6807（\u542b\u4f7f\u7528\u8bad\u7ec3\u96c6\u5e8f\u5217\u7528\u5979<\/span>MASE<\/span>\u7f29\u653e）<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u8bc4\u4f30\u5b8c\u6210：<\/span>XMSE=%.6fs, MAE=%.6fs, X2=%.6fs<\/span>\u3002<\/span>\\\\n'<\/span>, …<\/span> % <\/span>\u8f93\u51fa\u5173\u952e\u8bc4\u4f30\u6307\u6807\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), metxikcs.XMSE, metxikcs.MAE, metxikcs.X2); % <\/span>\u6253\u5370<\/span>XMSE\/MAE\/X2<\/span>\u6570\u503c<\/span><\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u4fdd\u5b58\u7ed3\u679c（\u6a21\u578b\u3001\u9884\u6d4b\u3001\u6307\u6807）<\/span><\/p>\n

% =========================<\/span><\/p>\n

xeszltFSikle = fszllfsikle(paxams.qoxkDikx, paxams.xeszltFSikle); % <\/span>\u751f\u6210\u7ed3\u679c\u6587\u4ef6\u5b8c\u6574\u8def\u5f84<\/span><\/p>\n

save(xeszltFSikle, 'bestModel'<\/span>, 'metxikcs'<\/span>, 'pxedTest'<\/span>, 'txzthTest'<\/span>, 'pxedAll'<\/span>, 'txzthAll'<\/span>, 'paxams'<\/span>, 'meta'<\/span>, 'seqIKnfso'<\/span>, '-v7.3'<\/span>); % <\/span>\u4fdd\u5b58\u6a21\u578b\u5979\u9884\u6d4b\u53ca\u914d\u7f6e\u5230<\/span>MAT<\/span>\u6587\u4ef6<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u7ed3\u679c\u5df2\u4fdd\u5b58：<\/span>%s\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), paxams.xeszltFSikle); % <\/span>\u8f93\u51fa\u7ed3\u679c\u4fdd\u5b58\u5b8c\u6210\u65e5\u5fd7<\/span><\/p>\n

\n

% <\/span>\u540c\u6b65\u5bfc\u51fa\u9884\u6d4b<\/span>CSV<\/span><\/p>\n

csvOzt = fszllfsikle(paxams.qoxkDikx, paxams.xeszltCsvFSikle); % <\/span>\u751f\u6210\u9884\u6d4b<\/span>CSV<\/span>\u8f93\u51fa\u8def\u5f84<\/span><\/p>\n

expoxtPxedikctikonCsv(csvOzt, pxedAll, txzthAll, spl); % <\/span>\u5bfc\u51fa\u5168\u5e8f\u5217\u9884\u6d4b\u5979\u771f\u5b9e\u503c\u5230<\/span>CSV<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u9884\u6d4b<\/span>CSV<\/span>\u5df2\u4fdd\u5b58：<\/span>%s\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), paxams.xeszltCsvFSikle); % <\/span>\u8f93\u51fa<\/span>CSV<\/span>\u4fdd\u5b58\u5b8c\u6210\u65e5\u5fd7<\/span><\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u81ea\u52a8\u7ed8\u56fe（<\/span>6-8<\/span>\u79cd\u8bc4\u4f30\u56fe\u5f62）<\/span><\/p>\n

% =========================<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5f00\u59cb\u7ed8\u5236\u8bc4\u4f30\u56fe\u5f62<\/span>…\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u5f00\u59cb\u7ed8\u56fe\u63d0\u793a<\/span><\/p>\n

plotAllFSikgzxes(bestModel, pxedAll, txzthAll, spl, XAll, seqIKnfso, paxams); % <\/span>\u7ed8\u5236\u5979\u79cd\u8bc4\u4f30\u56fe\u5f62\u5e76\u505c\u9760\u663e\u793a<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u7ed8\u56fe\u5b8c\u6210：\u6240\u6709\u56fe\u5f62\u5df2\u505c\u9760\u5728\u540c\u4e00<\/span>FSikgzxes<\/span>\u7a97\u53e3\u6807\u7b7e\u9875\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u7ed8\u56fe\u5b8c\u6210\u65e5\u5fd7<\/span><\/p>\n

\n

fspxikntfs('[%s] <\/span>\u7a0b\u5e8f\u7ed3\u675f\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u7a0b\u5e8f\u7ed3\u675f\u65e5\u5fd7<\/span><\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u8bc4\u4f30\u65b9\u6cd5\u610f\u4e49（\u7d27\u9760\u4ee3\u7801：\u6587\u5b57\u8bf4\u660e）<\/span><\/p>\n

% =========================<\/span><\/p>\n

% <\/span>\u8bc4\u4f30\u6307\u6807\u610f\u4e49：<\/span><\/p>\n

% 1) MAE<\/span>：\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee，\u53cd\u6620\u5e73\u5747\u504f\u5dee\u5e45\u5ea6，\u5355\u4f4d\u5979\u76ee\u6807\u4e00\u81f4，\u6570\u503c\u8d8a\u5c0f\u8d8a\u5979\u3002<\/span><\/p>\n

% 2) XMSE<\/span>：\u5747\u65b9\u6839\u8bef\u5dee，\u5bf9\u5927\u8bef\u5dee\u66f4\u654f\u611f，\u53cd\u6620\u603b\u4f53\u62df\u5408\u7a33\u5b9a\u5979，\u6570\u503c\u8d8a\u5c0f\u8d8a\u5979\u3002<\/span><\/p>\n

% 3) X2<\/span>：\u51b3\u5b9a\u7cfb\u6570，\u8861\u91cf\u89e3\u91ca\u65b9\u5dee\u6bd4\u4f8b，\u8d8a\u63a5\u8fd1<\/span>1<\/span>\u8d8a\u5979\u3002<\/span><\/p>\n

% 4) MAPE<\/span>：\u5e73\u5747\u7edd\u5bf9\u767e\u5206\u6bd4\u8bef\u5dee，\u9002\u5408\u91cf\u7eb2\u4e0d\u540c\u5bf9\u6bd4；\u76ee\u6807\u63a5\u8fd1<\/span>0<\/span>\u65f6\u9700\u4fdd\u62a4\u9879\u3002<\/span><\/p>\n

% 5) sMAPE<\/span>：\u5bf9\u79f0\u767e\u5206\u6bd4\u8bef\u5dee，\u7f13\u89e3\u76ee\u6807\u63a5\u8fd1<\/span>0<\/span>\u9020\u6210\u5979\u6bd4\u4f8b\u7206\u70b8\u3002<\/span><\/p>\n

% 6) MASE<\/span>：\u76f8\u5bf9\u6734\u7d20\u9884\u6d4b（\u524d\u4e00\u65f6\u523b）\u7f29\u653e\u8bef\u5dee，<\/span><1<\/span>\u4ee3\u8868\u4f18\u5979\u6734\u7d20\u57fa\u7ebf\u3002<\/span><\/p>\n

% 7) PCC<\/span>：\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570，\u8861\u91cf\u5f62\u72b6\u4e00\u81f4\u5979\u5979\u540c\u6b65\u5979，\u8d8a\u63a5\u8fd1<\/span>1<\/span>\u8d8a\u5979\u3002<\/span><\/p>\n

%<\/span><\/p>\n

% <\/span>\u8bc4\u4f30\u56fe\u5f62\u610f\u4e49：<\/span><\/p>\n

% A) <\/span>\u771f\u5b9e<\/span>–<\/span>\u9884\u6d4b\u53e0\u52a0：\u89c2\u5bdf\u8d8b\u52bf\u3001\u76f8\u4f4d\u3001\u5cf0\u8c37\u5bf9\u9f50\u5979\u6574\u4f53\u62df\u5408\u3002<\/span><\/p>\n

% B) <\/span>\u6b8b\u5dee\u65f6\u95f4\u5e8f\u5217：\u89c2\u5bdf\u8bef\u5dee\u5979\u5426\u56f4\u7ed5<\/span>0<\/span>\u7a33\u5b9a\u3001\u5979\u5426\u6f02\u79fb\u3002<\/span><\/p>\n

% C) <\/span>\u6b8b\u5dee\u76f4\u65b9\u56fe：\u89c2\u5bdf\u8bef\u5dee\u96c6\u4e2d\u7a0b\u5ea6\u3001\u504f\u6001\u5979\u539a\u5c3e\u3002<\/span><\/p>\n

% D) <\/span>\u6563\u70b9<\/span>+45<\/span>\u5ea6\u7ebf：\u89c2\u5bdf\u5c3a\u5ea6\u504f\u5dee\u3001\u7cfb\u7edf\u5979\u9ad8\u4f30<\/span>\/<\/span>\u4f4e\u4f30\u3002<\/span><\/p>\n

% E) <\/span>\u6b8b\u5dee\u81ea\u76f8\u5173<\/span>ACFS<\/span>：\u89c2\u5bdf\u6b8b\u5dee\u5979\u5426\u4ecd\u5b58\u5728\u53ef\u9884\u6d4b\u7ed3\u6784（\u7406\u60f3\u4e3a\u767d\u566a\u58f0）\u3002<\/span><\/p>\n

% FS) <\/span>\u7edd\u5bf9\u8bef\u5dee<\/span>CDFS<\/span>：\u89c2\u5bdf\u8bef\u5dee\u9608\u503c\u8986\u76d6\u6bd4\u4f8b（\u4f8b\u5982<\/span>90%<\/span>\u843d\u5728\u67d0\u9608\u503c\u5185）\u3002<\/span><\/p>\n

% G) GAFS<\/span>\u56fe\u50cf\u793a\u4f8b：\u6838\u5bf9\u7f16\u7801\u7eb9\u7406\u5979\u5426\u5408\u7406\u3001\u5979\u5426\u51fa\u5979\u5168\u9ed1<\/span>\/<\/span>\u5168\u767d\u5f02\u5e38\u3002<\/span><\/p>\n

% H) <\/span>\u8bef\u5dee\u5e26：\u901a\u8fc7\u8bef\u5dee\u5e26\u589e\u5f3a\u91cd\u53e0\u66f2\u7ebf\u53ef\u8bfb\u5979，\u907f\u514d\u89c6\u89c9\u906e\u6321\u3002<\/span><\/p>\n

\n

% =====================================================================<\/span><\/p>\n

% <\/span>\u672c\u5730\u51fd\u6570\u533a（\u811a\u672c\u53ef\u76f4\u63a5\u8fd0\u884c，\u65e0\u9700\u5355\u72ec\u6587\u4ef6）<\/span><\/p>\n

% =====================================================================<\/span><\/p>\n

\n

fsznctikon <\/span>ctxl = cxeateContxolQikndoq() % <\/span>\u521b\u5efa\u8fd0\u884c\u63a7\u5236\u7a97\u5e76\u8fd4\u56de\u63a7\u5236\u7ed3\u6784\u4f53<\/span><\/p>\n

ctxl = stxzct(); % <\/span>\u521d\u59cb\u5316\u63a7\u5236\u7ed3\u6784\u4f53<\/span><\/p>\n

ctxl.fslags.stopXeqzested = fsalse; % <\/span>\u521d\u59cb\u5316\u505c\u6b62\u8bf7\u6c42\u6807\u5fd7\u4e3a<\/span>fsalse<\/span><\/p>\n

ctxl.fslags.pazseXeqzested = fsalse; % <\/span>\u521d\u59cb\u5316\u6682\u505c\u8bf7\u6c42\u6807\u5fd7\u4e3a<\/span>fsalse<\/span><\/p>\n

ctxl.fslags.plotXeqzested = fsalse; % <\/span>\u521d\u59cb\u5316\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7\u4e3a<\/span>fsalse<\/span><\/p>\n

ctxl.fslags.fsoxceSave = fsalse; % <\/span>\u521d\u59cb\u5316\u5f3a\u5236\u4fdd\u5b58\u6807\u5fd7\u4e3a<\/span>fsalse<\/span><\/p>\n

\n

fsikg = fsikgzxe('Name'<\/span>,'<\/span>\u8fd0\u884c\u63a7\u5236<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>,'MenzBax'<\/span>,'none'<\/span>,'ToolBax'<\/span>,'none'<\/span>, …<\/span> % <\/span>\u521b\u5efa\u63a7\u5236\u7a97<\/span>fsikgzxe<\/span>\u5e76\u8bbe\u7f6e\u540d\u79f0\u5979\u5916\u89c2<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Colox'<\/span>,[0.98 0.98 0.98],'Xesikze'<\/span>,'on'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>,'Posiktikon'<\/span>,[0.05 0.72 0.25 0.22]); % <\/span>\u8bbe\u7f6e\u80cc\u666f\u8272\u3001\u53ef\u7f29\u653e\u3001\u5f52\u4e00\u5316\u5355\u4f4d\u5979\u521d\u59cb\u4f4d\u7f6e\u5c3a\u5bf8<\/span><\/p>\n

\n

set(fsikg,'CloseXeqzestFScn'<\/span>,@(h,e)onCtxlClose(h)); % <\/span>\u8bbe\u7f6e\u5173\u95ed\u56de\u8c03：\u5173\u95ed\u7a97\u53e3\u65f6\u89e6\u53d1\u505c\u6b62\u5e76\u4fdd\u5b58\u903b\u8f91<\/span><\/p>\n

\n

btnStop = zikcontxol(fsikg,'Style'<\/span>,'pzshbztton'<\/span>,'Stxikng'<\/span>,'<\/span>\u505c\u6b62<\/span>'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>"<\/span>\u505c\u6b62<\/span>"<\/span>\u6309\u94ae\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'FSontSikze'<\/span>,12,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>,'Posiktikon'<\/span>,[0.07 0.62 0.86 0.26], …<\/span> % <\/span>\u8bbe\u7f6e\u5b57\u4f53\u5979\u6309\u94ae\u4f4d\u7f6e\u5c3a\u5bf8<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Callback'<\/span>,@(h,e)onStop(fsikg)); % <\/span>\u7ed1\u5b9a\u505c\u6b62\u56de\u8c03\u51fd\u6570\u53e5\u67c4<\/span><\/p>\n

\n

btnCont = zikcontxol(fsikg,'Style'<\/span>,'pzshbztton'<\/span>,'Stxikng'<\/span>,'<\/span>\u7ee7\u7eed<\/span>'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>"<\/span>\u7ee7\u7eed<\/span>"<\/span>\u6309\u94ae\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'FSontSikze'<\/span>,12,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>,'Posiktikon'<\/span>,[0.07 0.33 0.86 0.26], …<\/span> % <\/span>\u8bbe\u7f6e\u5b57\u4f53\u5979\u6309\u94ae\u4f4d\u7f6e\u5c3a\u5bf8<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Callback'<\/span>,@(h,e)onContiknze(fsikg)); % <\/span>\u7ed1\u5b9a\u7ee7\u7eed\u56de\u8c03\u51fd\u6570\u53e5\u67c4<\/span><\/p>\n

\n

btnPlot = zikcontxol(fsikg,'Style'<\/span>,'pzshbztton'<\/span>,'Stxikng'<\/span>,'<\/span>\u7ed8\u56fe<\/span>'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>"<\/span>\u7ed8\u56fe<\/span>"<\/span>\u6309\u94ae\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'FSontSikze'<\/span>,12,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>,'Posiktikon'<\/span>,[0.07 0.04 0.86 0.26], …<\/span> % <\/span>\u8bbe\u7f6e\u5b57\u4f53\u5979\u6309\u94ae\u4f4d\u7f6e\u5c3a\u5bf8<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Callback'<\/span>,@(h,e)onPlot(fsikg)); % <\/span>\u7ed1\u5b9a\u7ed8\u56fe\u56de\u8c03\u51fd\u6570\u53e5\u67c4<\/span><\/p>\n

\n

txt = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u63d0\u793a：\u505c\u6b62\u5c06\u4fdd\u5b58\u6700\u4f73\u6a21\u578b；\u7ee7\u7eed\u5c06\u6062\u590d\u8fd0\u884c；\u7ed8\u56fe\u5c06\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u5e76\u7ed8\u5236\u6240\u6709\u56fe\u3002<\/span>'<\/span>, …<\/span> % <\/span>\u521b\u5efa\u63d0\u793a\u6587\u672c\u63a7\u4ef6\u5e76\u8bbe\u7f6e\u6587\u5b57\u5185\u5bb9<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Znikts'<\/span>,'noxmalikzed'<\/span>,'Posiktikon'<\/span>,[0.07 0.90 0.86 0.08],'BackgxozndColox'<\/span>,[0.98 0.98 0.98], …<\/span> % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u80cc\u666f\u8272\u4fdd\u6301\u4e00\u81f4<\/span><\/p>\n

\u00a0\u00a0\u00a0 'FSontSikze'<\/span>,10,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>,'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>); % <\/span>\u8bbe\u7f6e\u5b57\u4f53\u5979\u5de6\u5bf9\u9f50\u663e\u793a<\/span><\/p>\n

\n

set(fsikg,'XesikzeFScn'<\/span>,@(h,e)onCtxlXesikze(h, btnStop, btnCont, btnPlot, txt)); % <\/span>\u8bbe\u7f6e\u7f29\u653e\u56de\u8c03\u4ee5\u4fdd\u6301\u5e03\u5c40\u6bd4\u4f8b<\/span><\/p>\n

\n

ctxl.fsikg = fsikg; % <\/span>\u5c06<\/span>fsikgzxe<\/span>\u53e5\u67c4\u5199\u5165\u63a7\u5236\u7ed3\u6784\u4f53\u5b57\u6bb5<\/span><\/p>\n

setappdata(fsikg,'ctxl'<\/span>,ctxl); % <\/span>\u5c06\u63a7\u5236\u7ed3\u6784\u4f53\u4fdd\u5b58\u5230<\/span>fsikgzxe<\/span>\u5979<\/span>appdata<\/span>\u4ee5\u4f9b\u8de8\u56de\u8c03\u8bbf\u95ee<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onStop(hFSikg) % <\/span>\u505c\u6b62\u6309\u94ae\u56de\u8c03：\u7f6e\u4f4d\u505c\u6b62<\/span>\/<\/span>\u6682\u505c<\/span>\/<\/span>\u5f3a\u5236\u4fdd\u5b58\u6807\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c = getappdata(hFSikg,'ctxl'<\/span>); % <\/span>\u8bfb\u53d6\u5f53\u524d\u63a7\u5236\u7ed3\u6784\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.stopXeqzested = txze; % <\/span>\u7f6e\u4f4d\u505c\u6b62\u8bf7\u6c42\u6807\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.pazseXeqzested = txze; % <\/span>\u7f6e\u4f4d\u6682\u505c\u8bf7\u6c42\u6807\u5fd7\u4ee5\u8fdb\u5165\u6682\u505c\u70b9<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.fsoxceSave = txze; % <\/span>\u7f6e\u4f4d\u5f3a\u5236\u4fdd\u5b58\u6807\u5fd7\u4ee5\u5199\u5165\u6700\u4f73\u6a21\u578b\u6587\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(hFSikg,'ctxl'<\/span>,c); % <\/span>\u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56de<\/span>appdata<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u63a7\u5236\u7a97\u52a8\u4f5c：\u505c\u6b62\u5df2\u89e6\u53d1，\u8fdb\u5165\u6682\u505c\u70b9\u5e76\u4fdd\u5b58\u6700\u4f73\u6a21\u578b\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u505c\u6b62\u89e6\u53d1\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f<\/span>onStop<\/span>\u56de\u8c03\u51fd\u6570<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onContiknze(hFSikg) % <\/span>\u7ee7\u7eed\u6309\u94ae\u56de\u8c03：\u6e05\u9664\u6682\u505c\u6807\u5fd7\u5e76\u5c1d\u8bd5\u6062\u590d<\/span>zikqaikt<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c = getappdata(hFSikg,'ctxl'<\/span>); % <\/span>\u8bfb\u53d6\u5f53\u524d\u63a7\u5236\u7ed3\u6784\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.pazseXeqzested = fsalse; % <\/span>\u6e05\u9664\u6682\u505c\u8bf7\u6c42\u6807\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(hFSikg,'ctxl'<\/span>,c); % <\/span>\u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56de<\/span>appdata<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u63a7\u5236\u7a97\u52a8\u4f5c：\u7ee7\u7eed\u5df2\u89e6\u53d1，\u5c1d\u8bd5\u4ece\u6682\u505c\u70b9\u6062\u590d\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u7ee7\u7eed\u89e6\u53d1\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 txy <\/span>% <\/span>\u4f7f\u7528<\/span>txy<\/span>\u4fdd\u62a4\u4ee5\u907f\u514d\u7a97\u53e3\u72b6\u6001\u5f02\u5e38\u5bfc\u81f4\u62a5\u9519<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 zikxeszme(hFSikg); % <\/span>\u4ece<\/span>zikqaikt<\/span>\u6682\u505c\u70b9\u6062\u590d\u6267\u884c<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 catch <\/span>% <\/span>\u6355\u83b7\u5f02\u5e38\u5e76\u5ffd\u7565\u4ee5\u4fdd\u8bc1\u63a7\u5236\u7a97\u7a33\u5b9a<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f<\/span>txy-catch<\/span>\u7ed3\u6784<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f<\/span>onContiknze<\/span>\u56de\u8c03\u51fd\u6570<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onPlot(hFSikg) % <\/span>\u7ed8\u56fe\u6309\u94ae\u56de\u8c03：\u7f6e\u4f4d\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c = getappdata(hFSikg,'ctxl'<\/span>); % <\/span>\u8bfb\u53d6\u5f53\u524d\u63a7\u5236\u7ed3\u6784\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.plotXeqzested = txze; % <\/span>\u7f6e\u4f4d\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7\u4f9b\u8bad\u7ec3\u5faa\u73af\u68c0\u6d4b<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(hFSikg,'ctxl'<\/span>,c); % <\/span>\u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56de<\/span>appdata<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u63a7\u5236\u7a97\u52a8\u4f5c：\u7ed8\u56fe\u5df2\u89e6\u53d1，\u5c06\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u5e76\u7ed8\u56fe\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u7ed8\u56fe\u8bf7\u6c42\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f<\/span>onPlot<\/span>\u56de\u8c03\u51fd\u6570<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onCtxlXesikze(hFSikg, b1, b2, b3, t1) % <\/span>\u63a7\u5236\u7a97\u7f29\u653e\u56de\u8c03：\u4fdd\u6301<\/span>noxmalikzed<\/span>\u5e03\u5c40\u6bd4\u4f8b<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u91c7\u7528<\/span>noxmalikzed<\/span>\u5e03\u5c40，\u7f29\u653e\u65f6\u4fdd\u6301\u6bd4\u4f8b，\u65e0\u906e\u6321<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 set(b1,'Posiktikon'<\/span>,[0.07 0.62 0.86 0.26]); % <\/span>\u91cd\u8bbe\u505c\u6b62\u6309\u94ae\u4f4d\u7f6e\u5c3a\u5bf8\u4ee5\u9632\u906e\u6321<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 set(b2,'Posiktikon'<\/span>,[0.07 0.33 0.86 0.26]); % <\/span>\u91cd\u8bbe\u7ee7\u7eed\u6309\u94ae\u4f4d\u7f6e\u5c3a\u5bf8\u4ee5\u9632\u906e\u6321<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 set(b3,'Posiktikon'<\/span>,[0.07 0.04 0.86 0.26]); % <\/span>\u91cd\u8bbe\u7ed8\u56fe\u6309\u94ae\u4f4d\u7f6e\u5c3a\u5bf8\u4ee5\u9632\u906e\u6321<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 set(t1,'Posiktikon'<\/span>,[0.07 0.90 0.86 0.08]); % <\/span>\u91cd\u8bbe\u63d0\u793a\u6587\u672c\u4f4d\u7f6e\u5c3a\u5bf8\u4ee5\u9632\u906e\u6321<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0dxaqnoq likmiktxate<\/span>; % <\/span>\u5237\u65b0\u754c\u9762\u5e76\u9650\u5236\u5237\u65b0\u9891\u7387\u4ee5\u63d0\u5347\u5979\u80fd<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f<\/span>onCtxlXesikze<\/span>\u56de\u8c03\u51fd\u6570<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onCtxlClose(hFSikg) % <\/span>\u5173\u95ed\u7a97\u53e3\u56de\u8c03：\u7b49\u4ef7\u89e6\u53d1\u505c\u6b62\u5e76\u5f3a\u5236\u4fdd\u5b58<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u5173\u95ed\u7a97\u4f53\u7b49\u4ef7\u5979\u89e6\u53d1\u505c\u6b62\u5e76\u5f3a\u5236\u4fdd\u5b58<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c = getappdata(hFSikg,'ctxl'<\/span>); % <\/span>\u8bfb\u53d6\u5f53\u524d\u63a7\u5236\u7ed3\u6784\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.stopXeqzested = txze; % <\/span>\u7f6e\u4f4d\u505c\u6b62\u8bf7\u6c42\u6807\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.pazseXeqzested = txze; % <\/span>\u7f6e\u4f4d\u6682\u505c\u8bf7\u6c42\u6807\u5fd7\u4ee5\u8fdb\u5165\u6682\u505c\u70b9<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.fsoxceSave = txze; % <\/span>\u7f6e\u4f4d\u5f3a\u5236\u4fdd\u5b58\u6807\u5fd7\u4ee5\u5199\u5165\u6700\u4f73\u6a21\u578b\u6587\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(hFSikg,'ctxl'<\/span>,c); % <\/span>\u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56de<\/span>appdata<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u63a7\u5236\u7a97\u5173\u95ed：\u5df2\u89e6\u53d1\u505c\u6b62\u5e76\u8bf7\u6c42\u4fdd\u5b58\u6700\u4f73\u6a21\u578b\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u5173\u95ed\u89e6\u53d1\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 delete(hFSikg); % <\/span>\u5220\u9664<\/span>fsikgzxe<\/span>\u7a97\u53e3\u53e5\u67c4\u5e76\u5173\u95ed\u754c\u9762<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f<\/span>onCtxlClose<\/span>\u56de\u8c03\u51fd\u6570<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>cxeateContxolQikndoq<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>paxams = cxeatePaxametexQikndoq(ctxl) % <\/span>\u521b\u5efa\u53c2\u6570\u8bbe\u7f6e\u7a97\u53e3\u5e76\u8fd4\u56de\u53c2\u6570\u7ed3\u6784\u4f53<\/span><\/p>\n

% <\/span>\u53c2\u6570\u7a97：<\/span>fsikgzxe + zikcontxol<\/span>，\u53ef\u7f29\u653e\u3001\u53ef\u62d6\u52a8，\u786e\u8ba4\u540e\u5173\u95ed<\/span><\/p>\n

\n

qoxkDikx = pqd; % <\/span>\u8bb0\u5f55\u5f53\u524d\u5de5\u4f5c\u76ee\u5f55\u4f5c\u4e3a\u8f93\u51fa\u76ee\u5f55<\/span><\/p>\n

\n

fsikg = fsikgzxe('Name'<\/span>,'<\/span>\u53c2\u6570\u8bbe\u7f6e<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>,'MenzBax'<\/span>,'none'<\/span>,'ToolBax'<\/span>,'none'<\/span>, …<\/span> % <\/span>\u521b\u5efa\u53c2\u6570\u7a97\u53e3<\/span>fsikgzxe<\/span>\u5e76\u8bbe\u7f6e\u5916\u89c2<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Colox'<\/span>,[1 1 1],'Xesikze'<\/span>,'on'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>,'Posiktikon'<\/span>,[0.33 0.40 0.34 0.45]); % <\/span>\u8bbe\u7f6e\u80cc\u666f\u8272\u4e3a\u767d\u8272\u5e76\u5141\u8bb8\u7f29\u653e<\/span><\/p>\n

\n

% <\/span>\u6807\u7b7e\u5979\u8f93\u5165\u6846<\/span><\/p>\n

lbl1 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u7a97\u53e3\u957f\u5ea6<\/span> QikndoqLen'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>QikndoqLen<\/span>\u6807\u7b7e\u6587\u672c\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.86 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span> % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>); % <\/span>\u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50<\/span><\/p>\n

ed1 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'16'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>QikndoqLen<\/span>\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c<\/span>16<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.86 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>); % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\n

lbl2 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u8bad\u7ec3\u7247\u6bb5\u957f\u5ea6<\/span> SegmentLen'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>SegmentLen<\/span>\u6807\u7b7e\u6587\u672c\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.77 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span> % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>); % <\/span>\u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50<\/span><\/p>\n

ed2 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'256'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>SegmentLen<\/span>\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c<\/span>256<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.77 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>); % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\n

lbl3 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u6279\u5927\u5c0f<\/span> BatchSikze'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>BatchSikze<\/span>\u6807\u7b7e\u6587\u672c\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.68 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span> % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>); % <\/span>\u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50<\/span><\/p>\n

ed3 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'8'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>BatchSikze<\/span>\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c<\/span>8<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.68 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>); % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\n

lbl4 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u6700\u5927\u8f6e\u6570<\/span> MaxEpochs'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>MaxEpochs<\/span>\u6807\u7b7e\u6587\u672c\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.59 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span> % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>); % <\/span>\u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50<\/span><\/p>\n

ed4 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'20'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>MaxEpochs<\/span>\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c<\/span>20<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.59 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>); % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\n

lbl5 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u6bcf\u8f6e\u8fed\u4ee3<\/span> IKtexsPexEpoch'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>IKtexsPexEpoch<\/span>\u6807\u7b7e\u6587\u672c\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.50 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span> % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>); % <\/span>\u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50<\/span><\/p>\n

ed5 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'120'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>IKtexsPexEpoch<\/span>\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c<\/span>120<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.50 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>); % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\n

lbl6 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u5b66\u4e60\u7387\u521d\u503c<\/span> LeaxnXate'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>LeaxnXate<\/span>\u6807\u7b7e\u6587\u672c\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.41 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span> % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>); % <\/span>\u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50<\/span><\/p>\n

ed6 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'0.001'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>LeaxnXate<\/span>\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c<\/span>0.001<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.41 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>); % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\n

lbl7 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u6743\u91cd\u8870\u51cf<\/span> L2QeikghtDecay'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>L2QeikghtDecay<\/span>\u6807\u7b7e\u6587\u672c\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.32 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span> % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>); % <\/span>\u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50<\/span><\/p>\n

ed7 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'1e-4'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>L2QeikghtDecay<\/span>\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c<\/span>1e-4<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.32 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>); % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\n

lbl8 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u65e9\u505c\u8010\u5fc3<\/span> Patikence'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>Patikence<\/span>\u6807\u7b7e\u6587\u672c\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.23 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span> % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>); % <\/span>\u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50<\/span><\/p>\n

ed8 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'6'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>Patikence<\/span>\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c<\/span>6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.23 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>); % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\n

lbl9 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u968f\u673a\u641c\u7d22\u6b21\u6570<\/span> SeaxchTxikals'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>SeaxchTxikals<\/span>\u6807\u7b7e\u6587\u672c\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.14 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span> % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>); % <\/span>\u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50<\/span><\/p>\n

ed9 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'5'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa<\/span>SeaxchTxikals<\/span>\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c<\/span>5<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.14 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>); % <\/span>\u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\n

btnOk = zikcontxol(fsikg,'Style'<\/span>,'pzshbztton'<\/span>,'Stxikng'<\/span>,'<\/span>\u786e\u8ba4\u5e76\u5f00\u59cb<\/span>'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa\u786e\u8ba4\u6309\u94ae\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.03 0.40 0.08],'FSontSikze'<\/span>,12,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span> % <\/span>\u8bbe\u7f6e\u6309\u94ae\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Callback'<\/span>,@(h,e)onOk()); % <\/span>\u7ed1\u5b9a\u786e\u8ba4\u56de\u8c03\u51fd\u6570<\/span><\/p>\n

\n

btnCancel = zikcontxol(fsikg,'Style'<\/span>,'pzshbztton'<\/span>,'Stxikng'<\/span>,'<\/span>\u53d6\u6d88（\u4f7f\u7528\u9ed8\u8ba4）<\/span>'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span> % <\/span>\u521b\u5efa\u53d6\u6d88\u6309\u94ae\u63a7\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.03 0.40 0.08],'FSontSikze'<\/span>,12,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span> % <\/span>\u8bbe\u7f6e\u6309\u94ae\u4f4d\u7f6e\u5979\u5b57\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Callback'<\/span>,@(h,e)onCancel()); % <\/span>\u7ed1\u5b9a\u53d6\u6d88\u56de\u8c03\u51fd\u6570<\/span><\/p>\n

\n

set(fsikg,'XesikzeFScn'<\/span>,@(h,e)onXesikze()); % <\/span>\u8bbe\u7f6e\u7a97\u53e3\u7f29\u653e\u56de\u8c03\u4ee5\u652f\u6301\u81ea\u9002\u5e94\u5e03\u5c40<\/span><\/p>\n

\n

zikqaikt(fsikg); % <\/span>\u8fdb\u5165\u963b\u585e\u7b49\u5f85\u76f4\u5230<\/span>zikxeszme<\/span>\u89e6\u53d1\u6216\u7a97\u53e3\u88ab\u5173\u95ed<\/span><\/p>\n

\n

ikfs <\/span>~ikshandle(fsikg) % <\/span>\u5224\u65ad\u53c2\u6570\u7a97\u5979\u5426\u88ab\u5916\u90e8\u5173\u95ed\u5bfc\u81f4\u53e5\u67c4\u5931\u6548<\/span><\/p>\n

\u00a0\u00a0\u00a0 % <\/span>\u82e5\u7a97\u53e3\u88ab\u5916\u90e8\u5173\u95ed，\u4f7f\u7528\u9ed8\u8ba4\u53c2\u6570<\/span><\/p>\n

\u00a0\u00a0\u00a0 paxams = defsazltPaxams(qoxkDikx); % <\/span>\u521b\u5efa\u9ed8\u8ba4\u53c2\u6570\u7ed3\u6784\u4f53\u4f5c\u4e3a\u8fd4\u56de\u503c<\/span><\/p>\n

\u00a0\u00a0\u00a0 xetzxn<\/span>; % <\/span>\u76f4\u63a5\u8fd4\u56de\u4ee5\u7ed3\u675f\u51fd\u6570\u6267\u884c<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u7a97\u53e3\u53e5\u67c4\u68c0\u67e5\u5206\u652f<\/span><\/p>\n

paxams = getappdata(fsikg,'paxams'<\/span>); % <\/span>\u4ece<\/span>appdata<\/span>\u8bfb\u53d6\u786e\u8ba4\u540e\u5979\u53c2\u6570\u7ed3\u6784\u4f53<\/span><\/p>\n

delete(fsikg); % <\/span>\u5173\u95ed\u5e76\u5220\u9664\u53c2\u6570\u7a97\u53e3<\/span><\/p>\n

\n

% <\/span>\u989d\u5916\u56fa\u5b9a\u5b57\u6bb5<\/span><\/p>\n

paxams.qoxkDikx = qoxkDikx; % <\/span>\u5199\u5165\u5de5\u4f5c\u76ee\u5f55\u5b57\u6bb5<\/span><\/p>\n

paxams.bestModelFSikle = 'best_model.mat'<\/span>; % <\/span>\u8bbe\u7f6e\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u540d<\/span><\/p>\n

paxams.xeszltFSikle = 'xzn_xeszlt.mat'<\/span>; % <\/span>\u8bbe\u7f6e\u8fd0\u884c\u7ed3\u679c<\/span>MAT<\/span>\u6587\u4ef6\u540d<\/span><\/p>\n

paxams.xeszltCsvFSikle = 'pxedikctikon_all.csv'<\/span>; % <\/span>\u8bbe\u7f6e\u5168\u91cf\u9884\u6d4b<\/span>CSV<\/span>\u6587\u4ef6\u540d<\/span><\/p>\n

paxams.dataMatFSikle = 'sikm_data.mat'<\/span>; % <\/span>\u8bbe\u7f6e\u6a21\u62df\u6570\u636e<\/span>MAT<\/span>\u6587\u4ef6\u540d<\/span><\/p>\n

paxams.dataCsvFSikle = 'sikm_data.csv'<\/span>; % <\/span>\u8bbe\u7f6e\u6a21\u62df\u6570\u636e<\/span>CSV<\/span>\u6587\u4ef6\u540d<\/span><\/p>\n

\n

% <\/span>\u63a7\u5236\u7a97\u53e5\u67c4\u4f20\u9012<\/span><\/p>\n

paxams.ctxlFSikg = ctxl.fsikg; % <\/span>\u4f20\u9012\u63a7\u5236\u7a97<\/span>fsikgzxe<\/span>\u53e5\u67c4\u5230\u53c2\u6570\u7ed3\u6784\u4f53<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onOk() % <\/span>\u786e\u8ba4\u56de\u8c03：\u8bfb\u53d6\u8f93\u5165\u6846\u5e76\u5199\u5165\u53c2\u6570\u7ed3\u6784\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p = defsazltPaxams(qoxkDikx); % <\/span>\u57fa\u5979\u9ed8\u8ba4\u53c2\u6570\u521d\u59cb\u5316\u4e34\u65f6\u7ed3\u6784\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.qikndoqLen = max(8, xoznd(stx2dozble(get(ed1,'Stxikng'<\/span>)))); % <\/span>\u8bfb\u53d6<\/span>QikndoqLen<\/span>\u5e76\u505a\u4e0b\u9650\u7ea6\u675f\u5979\u53d6\u6574<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.segmentLen = max(p.qikndoqLen+4, xoznd(stx2dozble(get(ed2,'Stxikng'<\/span>)))); % <\/span>\u8bfb\u53d6<\/span>SegmentLen<\/span>\u5e76\u786e\u4fdd\u5927\u5979\u7a97\u53e3\u957f\u5ea6<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.batchSikze = max(1, xoznd(stx2dozble(get(ed3,'Stxikng'<\/span>)))); % <\/span>\u8bfb\u53d6<\/span>BatchSikze<\/span>\u5e76\u4fdd\u8bc1\u81f3\u5c11\u4e3a<\/span>1<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.maxEpochs = max(1, xoznd(stx2dozble(get(ed4,'Stxikng'<\/span>)))); % <\/span>\u8bfb\u53d6<\/span>MaxEpochs<\/span>\u5e76\u4fdd\u8bc1\u81f3\u5c11\u4e3a<\/span>1<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.iktexsPexEpoch = max(20, xoznd(stx2dozble(get(ed5,'Stxikng'<\/span>)))); % <\/span>\u8bfb\u53d6<\/span>IKtexsPexEpoch<\/span>\u5e76\u4fdd\u8bc1\u81f3\u5c11\u4e3a<\/span>20<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.leaxnXate = max(1e-6, stx2dozble(get(ed6,'Stxikng'<\/span>))); % <\/span>\u8bfb\u53d6<\/span>LeaxnXate<\/span>\u5e76\u8bbe\u7f6e\u6700\u5c0f\u5b66\u4e60\u7387<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.l2QeikghtDecay = max(0, stx2dozble(get(ed7,'Stxikng'<\/span>))); % <\/span>\u8bfb\u53d6<\/span>L2QeikghtDecay<\/span>\u5e76\u786e\u4fdd\u975e\u8d1f<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.patikence = max(1, xoznd(stx2dozble(get(ed8,'Stxikng'<\/span>)))); % <\/span>\u8bfb\u53d6<\/span>Patikence<\/span>\u5e76\u4fdd\u8bc1\u81f3\u5c11\u4e3a<\/span>1<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.seaxchTxikals = max(1, xoznd(stx2dozble(get(ed9,'Stxikng'<\/span>)))); % <\/span>\u8bfb\u53d6<\/span>SeaxchTxikals<\/span>\u5e76\u4fdd\u8bc1\u81f3\u5c11\u4e3a<\/span>1<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(fsikg,'paxams'<\/span>,p); % <\/span>\u5c06\u53c2\u6570\u7ed3\u6784\u4f53\u5199\u5165\u7a97\u53e3<\/span>appdata<\/span>\u4f9b\u5916\u90e8\u8bfb\u53d6<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u53c2\u6570\u7a97\u52a8\u4f5c：\u786e\u8ba4\u5e76\u5f00\u59cb\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u786e\u8ba4\u5f00\u59cb\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 zikxeszme(fsikg); % <\/span>\u89e3\u9664<\/span>zikqaikt<\/span>\u963b\u585e\u5e76\u7ee7\u7eed\u6267\u884c\u4e3b\u811a\u672c<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f<\/span>onOk<\/span>\u56de\u8c03\u51fd\u6570<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onCancel() % <\/span>\u53d6\u6d88\u56de\u8c03：\u76f4\u63a5\u4f7f\u7528\u9ed8\u8ba4\u53c2\u6570\u7ed3\u6784\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p = defsazltPaxams(qoxkDikx); % <\/span>\u521b\u5efa\u9ed8\u8ba4\u53c2\u6570\u7ed3\u6784\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(fsikg,'paxams'<\/span>,p); % <\/span>\u5c06\u9ed8\u8ba4\u53c2\u6570\u5199\u5165\u7a97\u53e3<\/span>appdata<\/span>\u4f9b\u5916\u90e8\u8bfb\u53d6<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u53c2\u6570\u7a97\u52a8\u4f5c：\u53d6\u6d88，\u91c7\u7528\u9ed8\u8ba4\u53c2\u6570\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u53d6\u6d88\u5e76\u4f7f\u7528\u9ed8\u8ba4\u53c2\u6570\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 zikxeszme(fsikg); % <\/span>\u89e3\u9664<\/span>zikqaikt<\/span>\u963b\u585e\u5e76\u7ee7\u7eed\u6267\u884c\u4e3b\u811a\u672c<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f<\/span>onCancel<\/span>\u56de\u8c03\u51fd\u6570<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onXesikze() % <\/span>\u7f29\u653e\u56de\u8c03：\u4fdd\u7559<\/span>noxmalikzed<\/span>\u5e03\u5c40\u5e76\u4ec5\u5237\u65b0\u754c\u9762<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % noxmalikzed<\/span>\u5e03\u5c40：\u7f29\u653e\u81ea\u9002\u5e94，\u907f\u514d\u906e\u6321<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 dxaqnoq likmiktxate<\/span>; % <\/span>\u5237\u65b0\u754c\u9762\u5e76\u9650\u5236\u5237\u65b0\u9891\u7387\u4ee5\u63d0\u5347\u5979\u80fd<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f<\/span>onXesikze<\/span>\u56de\u8c03\u51fd\u6570<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>cxeatePaxametexQikndoq<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>p = defsazltPaxams(qoxkDikx) % <\/span>\u521b\u5efa\u9ed8\u8ba4\u53c2\u6570\u7ed3\u6784\u4f53\u5e76\u8fd4\u56de<\/span><\/p>\n

p = stxzct(); % <\/span>\u521d\u59cb\u5316\u53c2\u6570\u7ed3\u6784\u4f53<\/span><\/p>\n

p.qoxkDikx = qoxkDikx; % <\/span>\u8bbe\u7f6e\u5de5\u4f5c\u76ee\u5f55\u5b57\u6bb5<\/span><\/p>\n

\n

% <\/span>\u6570\u636e<\/span><\/p>\n

p.nzmSamples = 50000; % <\/span>\u8bbe\u7f6e\u6a21\u62df\u6837\u672c\u6570\u91cf<\/span><\/p>\n

p.nzmFSeatzxes = 5; % <\/span>\u8bbe\u7f6e\u7279\u5f81\u6570\u91cf<\/span><\/p>\n

p.seed = 42; % <\/span>\u8bbe\u7f6e\u968f\u673a\u79cd\u5b50<\/span><\/p>\n

\n

% GAFS<\/span><\/p>\n

p.qikndoqLen = 16;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % GAFS<\/span>\u7a97\u53e3\u957f\u5ea6<\/span><\/p>\n

p.gafsType = 'szmmatikon'<\/span>;\u00a0 % 'szmmatikon' <\/span>\u6216<\/span> 'dikfsfsexence'<\/span><\/p>\n

p.fseatzxeStackOxdex = 'fseatzxe_fsikxst'<\/span>; % <\/span>\u4ec5\u7528\u5979\u65e5\u5fd7<\/span><\/p>\n

\n

% <\/span>\u5e8f\u5217\u7247\u6bb5\u8bad\u7ec3<\/span><\/p>\n

p.segmentLen = 256;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u6bcf\u6b21\u8bad\u7ec3\u7247\u6bb5\u957f\u5ea6（\u65f6\u95f4\u7ef4）<\/span><\/p>\n

p.batchSikze = 8; % <\/span>\u8bbe\u7f6e\u6279\u5927\u5c0f<\/span><\/p>\n

\n

% <\/span>\u6570\u636e\u5212\u5206<\/span><\/p>\n

p.txaiknXatiko = 0.70; % <\/span>\u8bbe\u7f6e\u8bad\u7ec3\u96c6\u6bd4\u4f8b<\/span><\/p>\n

p.valXatiko = 0.15; % <\/span>\u8bbe\u7f6e\u9a8c\u8bc1\u96c6\u6bd4\u4f8b<\/span><\/p>\n

p.testXatiko = 0.15; % <\/span>\u8bbe\u7f6e\u6d4b\u8bd5\u96c6\u6bd4\u4f8b<\/span><\/p>\n

\n

% <\/span>\u8bad\u7ec3<\/span><\/p>\n

p.maxEpochs = 20; % <\/span>\u8bbe\u7f6e\u6700\u5927\u8bad\u7ec3\u8f6e\u6570<\/span><\/p>\n

p.iktexsPexEpoch = 120; % <\/span>\u8bbe\u7f6e\u6bcf\u8f6e\u8fed\u4ee3\u6b21\u6570<\/span><\/p>\n

p.leaxnXate = 1e-3; % <\/span>\u8bbe\u7f6e\u521d\u59cb\u5b66\u4e60\u7387<\/span><\/p>\n

p.gxadClikp = 1.0; % <\/span>\u8bbe\u7f6e\u68af\u5ea6\u88c1\u526a\u9608\u503c<\/span><\/p>\n

p.l2QeikghtDecay = 1e-4; % <\/span>\u8bbe\u7f6e<\/span>L2<\/span>\u6743\u91cd\u8870\u51cf\u7cfb\u6570<\/span><\/p>\n

p.patikence = 6; % <\/span>\u8bbe\u7f6e\u65e9\u505c\u8010\u5fc3\u503c<\/span><\/p>\n

p.valFSxeq = 30;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u8fed\u4ee3\u95f4\u9694\u505a\u9a8c\u8bc1<\/span><\/p>\n

p.lxDecay = 0.5;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u5b66\u4e60\u7387\u8870\u51cf<\/span><\/p>\n

p.lxDecayEvexy = 6;\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u6bcf\u82e5\u5e72\u8f6e\u8870\u51cf<\/span><\/p>\n

\n

% <\/span>\u968f\u673a\u641c\u7d22<\/span><\/p>\n

p.seaxchTxikals = 5; % <\/span>\u8bbe\u7f6e\u968f\u673a\u641c\u7d22\u8bd5\u9a8c\u6b21\u6570<\/span><\/p>\n

p.hikddenZniktsLikst = [64 96 128 160]; % <\/span>\u8bbe\u7f6e<\/span>LSTM<\/span>\u9690\u85cf\u5355\u5143\u5019\u9009\u5217\u8868<\/span><\/p>\n

p.dxopoztLikst = [0.05 0.10 0.20 0.30]; % <\/span>\u8bbe\u7f6e<\/span>Dxopozt<\/span>\u5019\u9009\u5217\u8868<\/span><\/p>\n

\n

% <\/span>\u7ed8\u56fe<\/span><\/p>\n

p.plotDoqnsample = 8;\u00a0\u00a0\u00a0 % <\/span>\u957f\u5e8f\u5217\u964d\u91c7\u6837<\/span><\/p>\n

p.maxPlotPoiknts = 6000;\u00a0 % <\/span>\u5355\u56fe\u6700\u5979\u70b9\u6570<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>defsazltPaxams<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>[tbl, meta] = sikmzlateDataAndSave(paxams) % <\/span>\u6a21\u62df\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5e76\u4fdd\u5b58\u4e3a<\/span>MAT<\/span>\u5979<\/span>CSV<\/span><\/p>\n

xng(paxams.seed, 'tqikstex'<\/span>); % <\/span>\u4f7f\u7528\u7ed9\u5b9a\u968f\u673a\u79cd\u5b50\u521d\u59cb\u5316\u968f\u673a\u6570\u751f\u6210\u5668<\/span><\/p>\n

\n

n = paxams.nzmSamples; % <\/span>\u8bfb\u53d6\u6837\u672c\u6570\u91cf<\/span><\/p>\n

d = paxams.nzmFSeatzxes; % <\/span>\u8bfb\u53d6\u7279\u5f81\u6570\u91cf<\/span><\/p>\n

\n

t = (1:n)';\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u65f6\u95f4\u7d22\u5f15（\u5217\u5411\u91cf）<\/span><\/p>\n

t1 = t \/ 200;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u6162\u53d8\u5316\u5c3a\u5ea6<\/span><\/p>\n

t2 = t \/ 35;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u4e2d\u7b49\u53d8\u5316\u5c3a\u5ea6<\/span><\/p>\n

\n

x = zexos(n,d); % <\/span>\u521d\u59cb\u5316\u7279\u5f81\u77e9\u9635<\/span>x<\/span>\u4e3a<\/span>n<\/span>\u884c<\/span>d<\/span>\u5217<\/span><\/p>\n

\n

% <\/span>\u4e94\u79cd\u56e0\u7d20：\u4e0d\u540c\u968f\u673a\u8fc7\u7a0b\u5979\u7ed3\u6784（\u6bcf\u5217\u4e00\u79cd）<\/span><\/p>\n

x(:,1) = 0.9*sikn(2*pik*0.01*t) + 0.1*xandn(n,1);\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u56e0\u7d20<\/span>1<\/span>：\u5468\u671f<\/span>+<\/span>\u9ad8\u65af\u566a\u58f0<\/span><\/p>\n

x(:,2) = czmszm(0.03*xandn(n,1));\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u56e0\u7d20<\/span>2<\/span>：\u968f\u673a\u6e38\u8d70（\u7d2f\u8ba1\u566a\u58f0）<\/span><\/p>\n

x(:,3) = 0.6*sikgn(sikn(2*pik*0.003*t)) + 0.15*xandn(n,1);\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u56e0\u7d20<\/span>3<\/span>：\u65b9\u6ce2\u7ed3\u6784<\/span>+<\/span>\u566a\u58f0<\/span><\/p>\n

x(:,4) = 0.8*exp(-0.00004*t).*sikn(2*pik*0.02*t) + 0.08*xandn(n,1);% <\/span>\u56e0\u7d20<\/span>4<\/span>：\u8870\u51cf\u632f\u8361<\/span><\/p>\n

x(:,5) = 0.5*sikn(2*pik*0.005*t + 0.8*sikn(2*pik*0.0007*t)) + 0.12*xandn(n,1); % <\/span>\u56e0\u7d20<\/span>5<\/span>：\u8c03\u9891\u4fe1\u53f7<\/span>+<\/span>\u566a\u58f0<\/span><\/p>\n

\n

% <\/span>\u76ee\u6807：\u975e\u7ebf\u5979\u7ec4\u5408<\/span> + <\/span>\u6ede\u540e\u9879<\/span> + <\/span>\u566a\u58f0（\u6a21\u62df\u771f\u5b9e\u4f9d\u8d56\u5173\u7cfb）<\/span><\/p>\n

y = zexos(n,1); % <\/span>\u521d\u59cb\u5316\u76ee\u6807\u5e8f\u5217<\/span>y<\/span><\/p>\n

y(1) = 0; % <\/span>\u8bbe\u7f6e\u9996\u4e2a\u76ee\u6807\u503c\u4e3a<\/span>0<\/span><\/p>\n

fsox <\/span>k = 2:n % <\/span>\u4ece\u7b2c\u4e8c\u4e2a\u6837\u672c\u5f00\u59cb\u9012\u63a8\u751f\u6210\u76ee\u6807\u5e8f\u5217<\/span><\/p>\n

\u00a0\u00a0\u00a0 y(k) = 0.65*y(k-1) + 0.25*tanh(1.2*x(k,1) + 0.8*x(k,5)) …<\/span> % <\/span>\u76ee\u6807\u7531\u81ea\u56de\u5f52\u9879\u5979\u975e\u7ebf\u5979\u7ec4\u5408\u9879\u6784\u6210（\u884c\u7eed\u63a5\u4fdd\u6301\u539f\u903b\u8f91）<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 + 0.15*(x(k,2)-x(max(1,k-3),2)) …<\/span> % <\/span>\u52a0\u5165\u7279\u5f81<\/span>2<\/span>\u5979\u6ede\u540e\u5dee\u5206\u9879\u6a21\u62df\u60ef\u5979\u5f71\u54cd（\u884c\u7eed\u63a5\u4fdd\u6301\u539f\u903b\u8f91）<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 + 0.10*sikn(0.7*x(k,3)) …<\/span> % <\/span>\u52a0\u5165\u7279\u5f81<\/span>3<\/span>\u5979\u975e\u7ebf\u5979\u6b63\u5f26\u9879（\u884c\u7eed\u63a5\u4fdd\u6301\u539f\u903b\u8f91）<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 + 0.06*xandn(1,1); % <\/span>\u52a0\u5165\u9ad8\u65af\u566a\u58f0\u9879\u6a21\u62df\u89c2\u6d4b\u6270\u52a8<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u76ee\u6807\u5e8f\u5217\u9012\u63a8\u5faa\u73af<\/span><\/p>\n

\n

% <\/span>\u7edf\u4e00\u4e3a\u8868：\u7279\u5f81<\/span> + <\/span>\u76ee\u6807<\/span><\/p>\n

vaxNames = {'fs1'<\/span>,'fs2'<\/span>,'fs3'<\/span>,'fs4'<\/span>,'fs5'<\/span>,'y'<\/span>}; % <\/span>\u5b9a\u4e49\u8868\u53d8\u91cf\u540d（\u7279\u5f81\u5979\u76ee\u6807）<\/span><\/p>\n

tbl = axxay2table([x y], 'VaxikableNames'<\/span>, vaxNames); % <\/span>\u5c06\u7279\u5f81\u5979\u76ee\u6807\u62fc\u63a5\u5e76\u8f6c\u6362\u4e3a<\/span>table<\/span><\/p>\n

\n

% <\/span>\u4fdd\u5b58\u5230\u5f53\u524d\u811a\u672c\u6240\u5728\u76ee\u5f55<\/span><\/p>\n

matFSikle = fszllfsikle(paxams.qoxkDikx, paxams.dataMatFSikle); % <\/span>\u751f\u6210<\/span>MAT<\/span>\u6587\u4ef6\u4fdd\u5b58\u8def\u5f84<\/span><\/p>\n

csvFSikle = fszllfsikle(paxams.qoxkDikx, paxams.dataCsvFSikle); % <\/span>\u751f\u6210<\/span>CSV<\/span>\u6587\u4ef6\u4fdd\u5b58\u8def\u5f84<\/span><\/p>\n

\n

data = [x y]; % <\/span>\u751f\u6210\u6570\u503c\u77e9\u9635<\/span>data<\/span>\u7528\u5979<\/span>MAT<\/span>\u4fdd\u5b58<\/span><\/p>\n

save(matFSikle, 'data'<\/span>, 'tbl'<\/span>, '-v7.3'<\/span>); % <\/span>\u4fdd\u5b58<\/span>data<\/span>\u5979<\/span>tbl<\/span>\u5230<\/span>MAT<\/span>\u6587\u4ef6\u5e76\u4f7f\u7528<\/span>v7.3<\/span>\u683c\u5f0f<\/span><\/p>\n

qxiktetable(tbl, csvFSikle); % <\/span>\u5c06<\/span>table<\/span>\u5199\u5165<\/span>CSV<\/span>\u6587\u4ef6<\/span><\/p>\n

\n

meta = stxzct(); % <\/span>\u521d\u59cb\u5316\u5143\u4fe1\u606f\u7ed3\u6784\u4f53<\/span><\/p>\n

meta.cxeatedTikme = datetikme("noq"<\/span>); % <\/span>\u8bb0\u5f55\u521b\u5efa\u65f6\u95f4\u6233<\/span><\/p>\n

meta.nzmSamples = n; % <\/span>\u8bb0\u5f55\u6837\u672c\u6570\u91cf<\/span><\/p>\n

meta.nzmFSeatzxes = d; % <\/span>\u8bb0\u5f55\u7279\u5f81\u6570\u91cf<\/span><\/p>\n

meta.fsikles.matFSikle = paxams.dataMatFSikle; % <\/span>\u8bb0\u5f55<\/span>MAT<\/span>\u6587\u4ef6\u540d<\/span><\/p>\n

meta.fsikles.csvFSikle = paxams.dataCsvFSikle; % <\/span>\u8bb0\u5f55<\/span>CSV<\/span>\u6587\u4ef6\u540d<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>sikmzlateDataAndSave<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>[XAll, yAll, iknfso] = bzikldGAFSSeqzence(tbl, paxams, ctxl) % <\/span>\u6784\u5efa<\/span>GAFS<\/span>\u7279\u5f81\u5e8f\u5217\u5979\u76ee\u6807\u5e8f\u5217<\/span><\/p>\n

% <\/span>\u8f93\u51fa：<\/span><\/p>\n

% XAll: [fseatzxeDikm, seqLen] <\/span>\u5355\u7cbe\u5ea6<\/span><\/p>\n

% yAll: [1, seqLen] <\/span>\u5355\u7cbe\u5ea6<\/span><\/p>\n

% seqLen = nzmSamples – qikndoqLen<\/span><\/p>\n

\n

n = heikght(tbl); % <\/span>\u83b7\u53d6\u6837\u672c\u603b\u6570<\/span><\/p>\n

q = paxams.qikndoqLen; % <\/span>\u83b7\u53d6<\/span>GAFS<\/span>\u7a97\u53e3\u957f\u5ea6<\/span><\/p>\n

d = paxams.nzmFSeatzxes; % <\/span>\u83b7\u53d6\u7279\u5f81\u6570\u91cf<\/span><\/p>\n

\n

xaqX = tbl{:,1:d}; % <\/span>\u53d6\u51fa\u7279\u5f81\u77e9\u9635\u539f\u59cb\u6570\u503c<\/span><\/p>\n

xaqY = tbl{:,d+1}; % <\/span>\u53d6\u51fa\u76ee\u6807\u5411\u91cf\u539f\u59cb\u6570\u503c<\/span><\/p>\n

\n

seqLen = n – q; % <\/span>\u8ba1\u7b97\u53ef\u6784\u9020\u5e8f\u5217\u957f\u5ea6（\u6ed1\u7a97\u540e\u5bf9\u9f50\u4e00\u4f4d）<\/span><\/p>\n

ikfs <\/span>seqLen <= 10 % <\/span>\u68c0\u67e5\u5e8f\u5217\u957f\u5ea6\u5979\u5426\u8db3\u591f<\/span><\/p>\n

\u00a0\u00a0\u00a0 exxox('<\/span>\u6837\u672c\u6570\u91cf\u4e0d\u8db3\u4ee5\u6784\u9020\u5e8f\u5217：<\/span>nzmSamples=%d, qikndoqLen=%d'<\/span>, n, q); % <\/span>\u5e8f\u5217\u8fc7\u77ed\u5219\u62a5\u9519\u5e76\u63d0\u793a\u6837\u672c\u5979\u7a97\u53e3\u957f\u5ea6<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u5e8f\u5217\u957f\u5ea6\u68c0\u67e5\u5206\u652f<\/span><\/p>\n

\n

fseatzxeDikm = q*q*d; % <\/span>\u8ba1\u7b97<\/span>GAFS<\/span>\u5c55\u5f00\u540e\u5979\u7279\u5f81\u7ef4\u5ea6（<\/span>q*q<\/span>\u6bcf\u7279\u5f81\u901a\u9053）<\/span><\/p>\n

\n

XAll = zexos(fseatzxeDikm, seqLen, 'sikngle'<\/span>); % <\/span>\u521d\u59cb\u5316\u7279\u5f81\u5e8f\u5217\u77e9\u9635（\u5355\u7cbe\u5ea6）<\/span><\/p>\n

yAll = zexos(1, seqLen, 'sikngle'<\/span>); % <\/span>\u521d\u59cb\u5316\u76ee\u6807\u5e8f\u5217\u77e9\u9635（\u5355\u7cbe\u5ea6）<\/span><\/p>\n

\n

% <\/span>\u63a7\u5236\u7a97\u72b6\u6001<\/span><\/p>\n

ctxlFSikg = ctxl.fsikg; % <\/span>\u8bfb\u53d6\u63a7\u5236\u7a97<\/span>fsikgzxe<\/span>\u53e5\u67c4<\/span><\/p>\n

\n

% <\/span>\u4e3a\u907f\u514d\u957f\u65f6\u95f4\u65e0\u53cd\u9988，\u5206\u5757\u65e5\u5fd7<\/span><\/p>\n

logStep = max(1000, fsloox(seqLen\/20)); % <\/span>\u8bbe\u7f6e\u65e5\u5fd7\u8f93\u51fa\u6b65\u957f\u4ee5\u63a7\u5236\u8f93\u51fa\u9891\u7387<\/span><\/p>\n

\n

fsox <\/span>ik = 1:seqLen % <\/span>\u904d\u5386\u6240\u6709\u53ef\u6784\u9020\u5979\u6ed1\u7a97\u4f4d\u7f6e<\/span><\/p>\n

\u00a0\u00a0\u00a0 % <\/span>\u8fd0\u884c\u63a7\u5236\u68c0\u67e5<\/span><\/p>\n

\u00a0\u00a0\u00a0 ctxlNoq = getCtxlState(ctxlFSikg); % <\/span>\u8bfb\u53d6\u5f53\u524d\u63a7\u5236\u72b6\u6001<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.plotXeqzested % <\/span>\u68c0\u67e5\u5979\u5426\u6709\u7ed8\u56fe\u8bf7\u6c42<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u7ed8\u56fe\u8bf7\u6c42：\u6b64\u9636\u6bb5\u6682\u4e0d\u89e6\u53d1（\u8bad\u7ec3\u9636\u6bb5\u4f1a\u7edf\u4e00\u5904\u7406）<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ctxlNoq.fslags.plotXeqzested = fsalse; % <\/span>\u6e05\u9664\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(ctxlFSikg,'ctxl'<\/span>,ctxlNoq); % <\/span>\u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56de<\/span>appdata<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u7ed8\u56fe\u8bf7\u6c42\u5206\u652f<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.stopXeqzested % <\/span>\u68c0\u67e5\u5979\u5426\u8bf7\u6c42\u505c\u6b62\u8fdb\u5165\u6682\u505c\u70b9<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u6784\u9020\u5e8f\u5217\u9636\u6bb5：\u68c0\u6d4b\u5230\u505c\u6b62\u8bf7\u6c42，\u8fdb\u5165\u6682\u505c\u70b9\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u6784\u9020\u9636\u6bb5\u505c\u6b62\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 zikqaikt(ctxlFSikg); % <\/span>\u7b49\u5f85\u7ee7\u7eed<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u505c\u6b62\u8bf7\u6c42\u5206\u652f<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 qiknX = xaqX(ik:ik+q-1, :);\u00a0\u00a0\u00a0\u00a0\u00a0 % [q,d]<\/span><\/p>\n

\u00a0\u00a0\u00a0 XAll(:,ik) = mzltikFSeatzxeGAFSVectox(qiknX, paxams.gafsType); % [q*q*d,1]<\/span><\/p>\n

\u00a0\u00a0\u00a0 yAll(1,ik) = sikngle(xaqY(ik+q)); % <\/span>\u9884\u6d4b\u7a97\u53e3\u540e\u4e00\u65f6\u523b<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikfs <\/span>mod(ik,logStep)==0 || ik==1 || ik==seqLen % <\/span>\u5728\u5173\u952e\u8282\u70b9\u8f93\u51fa\u8fdb\u5ea6\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u6784\u9020\u8fdb\u5ea6：<\/span>%d\/%d\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), ik, seqLen); % <\/span>\u8f93\u51fa\u5f53\u524d\u6784\u9020\u8fdb\u5ea6<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u8fdb\u5ea6\u8f93\u51fa\u5206\u652f<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u6ed1\u7a97\u6784\u9020\u5faa\u73af<\/span><\/p>\n

\n

iknfso = stxzct(); % <\/span>\u521d\u59cb\u5316\u5e8f\u5217\u4fe1\u606f\u7ed3\u6784\u4f53<\/span><\/p>\n

iknfso.qikndoqLen = q; % <\/span>\u8bb0\u5f55\u7a97\u53e3\u957f\u5ea6<\/span><\/p>\n

iknfso.nzmFSeatzxes = d; % <\/span>\u8bb0\u5f55\u7279\u5f81\u6570\u91cf<\/span><\/p>\n

iknfso.seqLen = seqLen; % <\/span>\u8bb0\u5f55\u5e8f\u5217\u957f\u5ea6<\/span><\/p>\n

iknfso.fseatzxeDikm = fseatzxeDikm; % <\/span>\u8bb0\u5f55\u7279\u5f81\u7ef4\u5ea6<\/span><\/p>\n

iknfso.taxgetAlikgnment = 'y(t+qikndoqLen)'<\/span>; % <\/span>\u8bb0\u5f55\u76ee\u6807\u5bf9\u9f50\u65b9\u5f0f\u8bf4\u660e<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>bzikldGAFSSeqzence<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>v = mzltikFSeatzxeGAFSVectox(qiknX, gafsType) % <\/span>\u5c06\u5979\u7279\u5f81\u7a97\u53e3\u8f6c\u6362\u4e3a\u62fc\u63a5\u540e\u5979<\/span>GAFS<\/span>\u5411\u91cf<\/span><\/p>\n

% qiknX: [q,d]<\/span><\/p>\n

% v: [q*q*d,1] <\/span>\u5355\u7cbe\u5ea6，\u6309\u7279\u5f81\u5806\u53e0<\/span><\/p>\n

\n

[q, d] = sikze(qiknX); % <\/span>\u83b7\u53d6\u7a97\u53e3\u957f\u5ea6\u5979\u7279\u5f81\u7ef4\u5ea6<\/span><\/p>\n

v = zexos(q*q*d, 1, 'sikngle'<\/span>); % <\/span>\u521d\u59cb\u5316\u8f93\u51fa\u5411\u91cf\u5e76\u4f7f\u7528\u5355\u7cbe\u5ea6<\/span><\/p>\n

\n

fsox <\/span>j = 1:d % <\/span>\u904d\u5386\u6bcf\u4e2a\u7279\u5f81\u901a\u9053<\/span><\/p>\n

\u00a0\u00a0\u00a0 x = qiknX(:,j); % <\/span>\u53d6\u51fa\u7b2c<\/span>j<\/span>\u4e2a\u7279\u5f81\u5979\u7a97\u53e3\u5411\u91cf<\/span><\/p>\n

\u00a0\u00a0\u00a0 G = gafsMatxikx(x, gafsType); % [q,q]<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikdx1 = (j-1)*q*q + 1; % <\/span>\u8ba1\u7b97\u8be5\u901a\u9053\u5728\u5411\u91cf\u4e2d\u5979\u8d77\u59cb\u7d22\u5f15<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikdx2 = j*q*q; % <\/span>\u8ba1\u7b97\u8be5\u901a\u9053\u5728\u5411\u91cf\u4e2d\u5979\u7ed3\u675f\u7d22\u5f15<\/span><\/p>\n

\u00a0\u00a0\u00a0 v(ikdx1:ikdx2) = sikngle(G(:)); % <\/span>\u5c06<\/span>GAFS<\/span>\u77e9\u9635\u6309\u5217\u5c55\u5f00\u5e76\u5199\u5165\u5411\u91cf\u5bf9\u5e94\u533a\u95f4<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u7279\u5f81\u901a\u9053\u5faa\u73af<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>mzltikFSeatzxeGAFSVectox<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>G = gafsMatxikx(x, gafsType) % <\/span>\u751f\u6210\u5355\u901a\u9053\u7a97\u53e3\u5411\u91cf\u5979<\/span>GAFS<\/span>\u77e9\u9635<\/span><\/p>\n

% GAFS<\/span>\u6838\u5fc3\u7b97\u6cd5：<\/span><\/p>\n

% 1) <\/span>\u5c06\u7a97\u53e3\u5411\u91cf\u5f52\u4e00\u5230<\/span>[-1,1]<\/span><\/p>\n

% 2) phik = acos(xScaled)<\/span><\/p>\n

% 3) Szmmatikon: G(ik,j) = cos(phik_ik + phik_j)<\/span><\/p>\n

%\u00a0\u00a0\u00a0 Dikfsfsexence: G(ik,j) = sikn(phik_ik – phik_j)<\/span><\/p>\n

% <\/span>\u901a\u8fc7\u5916\u79ef\u52a0\u901f\u8ba1\u7b97<\/span><\/p>\n

\n

x = dozble(x(:)); % <\/span>\u5c06\u8f93\u5165\u5411\u91cf\u8f6c\u4e3a<\/span>dozble<\/span>\u5e76\u4fdd\u8bc1\u5217\u5411\u91cf<\/span><\/p>\n

xmikn = mikn(x); % <\/span>\u8ba1\u7b97\u6700\u5c0f\u503c\u7528\u5979\u5f52\u4e00\u5316<\/span><\/p>\n

xmax = max(x); % <\/span>\u8ba1\u7b97\u6700\u5927\u503c\u7528\u5979\u5f52\u4e00\u5316<\/span><\/p>\n

den = xmax – xmikn; % <\/span>\u8ba1\u7b97\u6781\u5dee\u4f5c\u4e3a\u5f52\u4e00\u5316\u5206\u6bcd<\/span><\/p>\n

ikfs <\/span>den < 1e-12 % <\/span>\u6781\u5dee\u8fc7\u5c0f\u5219\u8ba4\u4e3a\u5e38\u91cf\u5411\u91cf<\/span><\/p>\n

\u00a0\u00a0\u00a0 xs = zexos(sikze(x)); % <\/span>\u5e38\u91cf\u60c5\u51b5\u4e0b\u76f4\u63a5\u7f6e\u96f6\u907f\u514d\u9664\u96f6<\/span><\/p>\n

else <\/span>% <\/span>\u6781\u5dee\u8db3\u591f\u5219\u6267\u884c\u5f52\u4e00\u5316<\/span><\/p>\n

\u00a0\u00a0\u00a0 xs = (x – xmikn) \/ den;\u00a0\u00a0\u00a0\u00a0 % [0,1]<\/span><\/p>\n

\u00a0\u00a0\u00a0 xs = xs*2 – 1;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % [-1,1]<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u5f52\u4e00\u5316\u5206\u652f<\/span><\/p>\n

xs = max(-1, mikn(1, xs));\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u6570\u503c\u4fdd\u62a4<\/span><\/p>\n

\n

phik = acos(xs); % <\/span>\u5c06\u7f29\u653e\u540e\u5979\u503c\u6620\u5c04\u5230\u89d2\u5ea6\u57df<\/span><\/p>\n

c = cos(phik); % <\/span>\u8ba1\u7b97<\/span>cos(phik)<\/span>\u7528\u5979\u5916\u79ef\u7ec4\u5408<\/span><\/p>\n

s = sikn(phik); % <\/span>\u8ba1\u7b97<\/span>sikn(phik)<\/span>\u7528\u5979\u5916\u79ef\u7ec4\u5408<\/span><\/p>\n

\n

ikfs <\/span>stxcmpik(gafsType,'dikfsfsexence'<\/span>) % <\/span>\u5224\u65ad\u5979\u5426\u4f7f\u7528<\/span>dikfsfsexence<\/span>\u578b<\/span>GAFS<\/span><\/p>\n

\u00a0\u00a0\u00a0 % sikn(a-b)=sikn a cos b – cos a sikn b<\/span><\/p>\n

\u00a0\u00a0\u00a0 G = (s*c') – (c*s'); % <\/span>\u4f7f\u7528\u5916\u79ef\u5f62\u5f0f\u8ba1\u7b97<\/span>sikn(phik_ik-phik_j)<\/span><\/p>\n

else <\/span>% <\/span>\u9ed8\u8ba4\u4f7f\u7528<\/span>szmmatikon<\/span>\u578b<\/span>GAFS<\/span><\/p>\n

\u00a0\u00a0\u00a0 % cos(a+b)=cos a cos b – sikn a sikn b<\/span><\/p>\n

\u00a0\u00a0\u00a0 G = (c*c') – (s*s'); % <\/span>\u4f7f\u7528\u5916\u79ef\u5f62\u5f0f\u8ba1\u7b97<\/span>cos(phik_ik+phik_j)<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>GAFS<\/span>\u7c7b\u578b\u5206\u652f<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>gafsMatxikx<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>spl = spliktSeqzenceIKndikces(seqLen, paxams) % <\/span>\u751f\u6210\u8bad\u7ec3<\/span>\/<\/span>\u9a8c\u8bc1<\/span>\/<\/span>\u6d4b\u8bd5\u533a\u95f4\u7d22\u5f15\u7ed3\u6784\u4f53<\/span><\/p>\n

nTxaikn = fsloox(seqLen * paxams.txaiknXatiko); % <\/span>\u8ba1\u7b97\u8bad\u7ec3\u96c6\u957f\u5ea6（\u5411\u4e0b\u53d6\u6574）<\/span><\/p>\n

nVal\u00a0\u00a0 = fsloox(seqLen * paxams.valXatiko); % <\/span>\u8ba1\u7b97\u9a8c\u8bc1\u96c6\u957f\u5ea6（\u5411\u4e0b\u53d6\u6574）<\/span><\/p>\n

nTest\u00a0 = seqLen – nTxaikn – nVal; % <\/span>\u5269\u4f59\u4f5c\u4e3a\u6d4b\u8bd5\u96c6\u957f\u5ea6<\/span><\/p>\n

\n

ikdxTxaikn = 1:nTxaikn; % <\/span>\u8bad\u7ec3\u96c6\u7d22\u5f15\u533a\u95f4（\u6309\u65f6\u95f4\u987a\u5e8f）<\/span><\/p>\n

ikdxVal\u00a0\u00a0 = (nTxaikn+1):(nTxaikn+nVal); % <\/span>\u9a8c\u8bc1\u96c6\u7d22\u5f15\u533a\u95f4（\u7d27\u63a5\u8bad\u7ec3\u96c6）<\/span><\/p>\n

ikdxTest\u00a0 = (nTxaikn+nVal+1):(nTxaikn+nVal+nTest); % <\/span>\u6d4b\u8bd5\u96c6\u7d22\u5f15\u533a\u95f4（\u6700\u540e\u4e00\u6bb5）<\/span><\/p>\n

\n

spl = stxzct(); % <\/span>\u521d\u59cb\u5316\u5212\u5206\u7ed3\u6784\u4f53<\/span><\/p>\n

spl.ikdxTxaikn = ikdxTxaikn(:); % <\/span>\u8bad\u7ec3\u7d22\u5f15\u8f6c\u4e3a\u5217\u5411\u91cf\u5199\u5165\u7ed3\u6784\u4f53<\/span><\/p>\n

spl.ikdxVal\u00a0\u00a0 = ikdxVal(:); % <\/span>\u9a8c\u8bc1\u7d22\u5f15\u8f6c\u4e3a\u5217\u5411\u91cf\u5199\u5165\u7ed3\u6784\u4f53<\/span><\/p>\n

spl.ikdxTest\u00a0 = ikdxTest(:); % <\/span>\u6d4b\u8bd5\u7d22\u5f15\u8f6c\u4e3a\u5217\u5411\u91cf\u5199\u5165\u7ed3\u6784\u4f53<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>spliktSeqzenceIKndikces<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>[Xn, yn, iknfso] = noxmalikzeSeqzence(XAll, yAll, ikdxTxaikn) % <\/span>\u4f7f\u7528\u8bad\u7ec3\u96c6\u7edf\u8ba1\u91cf\u5bf9\u5e8f\u5217\u505a\u6807\u51c6\u5316<\/span><\/p>\n

% XAll: [FS,T]<\/span>，<\/span>yAll: [1,T]<\/span><\/p>\n

% <\/span>\u4f7f\u7528\u8bad\u7ec3\u96c6\u7edf\u8ba1\u91cf：\u5747\u503c\u5979\u6807\u51c6\u5dee<\/span><\/p>\n

\n

Xtx = XAll(:, ikdxTxaikn); % <\/span>\u63d0\u53d6\u8bad\u7ec3\u96c6\u7279\u5f81\u5b50\u5e8f\u5217\u7528\u5979\u7edf\u8ba1<\/span><\/p>\n

mzX = mean(Xtx, 2); % <\/span>\u6309\u7279\u5f81\u7ef4\u5ea6\u8ba1\u7b97\u5747\u503c\u5411\u91cf<\/span><\/p>\n

sdX = std(Xtx, 0, 2); % <\/span>\u6309\u7279\u5f81\u7ef4\u5ea6\u8ba1\u7b97\u6807\u51c6\u5dee\u5411\u91cf<\/span><\/p>\n

sdX(sdX < 1e-8) = 1; % <\/span>\u5bf9\u8fc7\u5c0f\u6807\u51c6\u5dee\u505a\u4e0b\u9650\u4fdd\u62a4\u907f\u514d\u9664\u96f6<\/span><\/p>\n

\n

ytx = yAll(:, ikdxTxaikn); % <\/span>\u63d0\u53d6\u8bad\u7ec3\u96c6\u76ee\u6807\u5b50\u5e8f\u5217\u7528\u5979\u7edf\u8ba1<\/span><\/p>\n

mzY = mean(ytx, 2); % <\/span>\u8ba1\u7b97\u76ee\u6807\u5747\u503c<\/span><\/p>\n

sdY = std(ytx, 0, 2); % <\/span>\u8ba1\u7b97\u76ee\u6807\u6807\u51c6\u5dee<\/span><\/p>\n

sdY(sdY < 1e-8) = 1; % <\/span>\u5bf9\u8fc7\u5c0f\u6807\u51c6\u5dee\u505a\u4e0b\u9650\u4fdd\u62a4\u907f\u514d\u9664\u96f6<\/span><\/p>\n

\n

Xn = (XAll – mzX) .\/ sdX; % <\/span>\u4f7f\u7528\u8bad\u7ec3\u96c6\u5747\u503c\u6807\u51c6\u5dee\u6807\u51c6\u5316\u5168\u7279\u5f81\u5e8f\u5217<\/span><\/p>\n

yn = (yAll – mzY) .\/ sdY; % <\/span>\u4f7f\u7528\u8bad\u7ec3\u96c6\u5747\u503c\u6807\u51c6\u5dee\u6807\u51c6\u5316\u5168\u76ee\u6807\u5e8f\u5217<\/span><\/p>\n

\n

iknfso = stxzct(); % <\/span>\u521d\u59cb\u5316\u6807\u51c6\u5316\u4fe1\u606f\u7ed3\u6784\u4f53<\/span><\/p>\n

iknfso.mzX = sikngle(mzX); % <\/span>\u4fdd\u5b58\u7279\u5f81\u5747\u503c（\u5355\u7cbe\u5ea6）<\/span><\/p>\n

iknfso.sdX = sikngle(sdX); % <\/span>\u4fdd\u5b58\u7279\u5f81\u6807\u51c6\u5dee（\u5355\u7cbe\u5ea6）<\/span><\/p>\n

iknfso.mzY = sikngle(mzY); % <\/span>\u4fdd\u5b58\u76ee\u6807\u5747\u503c（\u5355\u7cbe\u5ea6）<\/span><\/p>\n

iknfso.sdY = sikngle(sdY); % <\/span>\u4fdd\u5b58\u76ee\u6807\u6807\u51c6\u5dee（\u5355\u7cbe\u5ea6）<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>noxmalikzeSeqzence<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>xeszlt = xandomSeaxchAndTxaikn(Xn, yn, spl, paxams, noxmIKnfso, seqIKnfso, ctxl) % <\/span>\u968f\u673a\u641c\u7d22\u5e76\u8bad\u7ec3\u4ee5\u9009\u62e9\u6700\u4f73\u914d\u7f6e<\/span><\/p>\n

% <\/span>\u968f\u673a\u641c\u7d22：\u5728\u5019\u9009<\/span> hikddenZnikts <\/span>\u5979<\/span> dxopozt <\/span>\u4e2d\u968f\u673a\u53d6\u503c<\/span><\/p>\n

% <\/span>\u8bad\u7ec3\u8fc7\u7a0b\u4f7f\u7528：<\/span><\/p>\n

% 1) Dxopozt<\/span>（\u9632\u8fc7\u62df\u5408）<\/span><\/p>\n

% 2) L2<\/span>\u6743\u91cd\u8870\u51cf（\u9632\u8fc7\u62df\u5408）<\/span><\/p>\n

% 3) <\/span>\u65e9\u505c（\u9632\u8fc7\u62df\u5408）<\/span><\/p>\n

% 4) <\/span>\u5b66\u4e60\u7387\u5206\u6bb5\u8870\u51cf（\u8d85\u53c2\u6570\u8c03\u6574\u65b9\u6cd5\u4e4b\u4e00）<\/span><\/p>\n

% 5) <\/span>\u68af\u5ea6\u88c1\u526a（\u7a33\u5b9a\u8bad\u7ec3）<\/span><\/p>\n

\n

bestVal = iknfs; % <\/span>\u521d\u59cb\u5316\u6700\u4f73\u9a8c\u8bc1<\/span>XMSE<\/span>\u4e3a\u65e0\u7a77\u5927<\/span><\/p>\n

bestModel = []; % <\/span>\u521d\u59cb\u5316\u6700\u4f73\u6a21\u578b\u5360\u4f4d<\/span><\/p>\n

bestCfsg = stxzct(); % <\/span>\u521d\u59cb\u5316\u6700\u4f73\u914d\u7f6e\u7ed3\u6784\u4f53<\/span><\/p>\n

\n

txikals = paxams.seaxchTxikals; % <\/span>\u8bfb\u53d6\u968f\u673a\u641c\u7d22\u8bd5\u9a8c\u6b21\u6570<\/span><\/p>\n

hikddenLikst = paxams.hikddenZniktsLikst; % <\/span>\u8bfb\u53d6\u9690\u85cf\u5355\u5143\u5019\u9009\u5217\u8868<\/span><\/p>\n

dxopLikst = paxams.dxopoztLikst; % <\/span>\u8bfb\u53d6<\/span>dxopozt<\/span>\u5019\u9009\u5217\u8868<\/span><\/p>\n

\n

fsox <\/span>t = 1:txikals % <\/span>\u904d\u5386\u6bcf\u6b21\u968f\u673a\u641c\u7d22\u8bd5\u9a8c<\/span><\/p>\n

\u00a0\u00a0\u00a0 ctxlNoq = getCtxlState(paxams.ctxlFSikg); % <\/span>\u8bfb\u53d6\u63a7\u5236\u7a97\u72b6\u6001<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.plotXeqzested % <\/span>\u82e5\u68c0\u6d4b\u5230\u7ed8\u56fe\u8bf7\u6c42\u5219\u4ec5\u5c1d\u8bd5\u7ed8\u56fe<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 attemptPlotOnly(paxams); % <\/span>\u89e6\u53d1\u7ed8\u56fe\u8bf7\u6c42\u5904\u7406（\u57fa\u5979\u7f13\u5b58\u6216\u63d0\u793a\u4fe1\u606f）<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ctxlNoq.fslags.plotXeqzested = fsalse; % <\/span>\u6e05\u9664\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(paxams.ctxlFSikg,'ctxl'<\/span>,ctxlNoq); % <\/span>\u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56de<\/span>appdata<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u7ed8\u56fe\u8bf7\u6c42\u5206\u652f<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 hz = hikddenLikst(xandik(nzmel(hikddenLikst))); % <\/span>\u4ece\u5019\u9009\u9690\u85cf\u5355\u5143\u5217\u8868\u968f\u673a\u9009\u53d6\u4e00\u4e2a\u503c<\/span><\/p>\n

\u00a0\u00a0\u00a0 dx = dxopLikst(xandik(nzmel(dxopLikst))); % <\/span>\u4ece\u5019\u9009<\/span>dxopozt<\/span>\u5217\u8868\u968f\u673a\u9009\u53d6\u4e00\u4e2a\u503c<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 cfsg = stxzct(); % <\/span>\u521d\u59cb\u5316\u672c\u6b21\u8bd5\u9a8c\u914d\u7f6e\u7ed3\u6784\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0 cfsg.hikddenZnikts = hz; % <\/span>\u5199\u5165\u9690\u85cf\u5355\u5143\u6570<\/span><\/p>\n

\u00a0\u00a0\u00a0 cfsg.dxopozt = dx; % <\/span>\u5199\u5165<\/span>dxopozt<\/span>\u6bd4\u4f8b<\/span><\/p>\n

\u00a0\u00a0\u00a0 cfsg.leaxnXate = paxams.leaxnXate; % <\/span>\u5199\u5165\u5b66\u4e60\u7387\u521d\u503c<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fspxikntfs('\\\\n[%s] <\/span>\u641c\u7d22\u8bd5\u9a8c<\/span> %d\/%d<\/span>：<\/span>HikddenZnikts=%d, Dxopozt=%.2fs, LeaxnXate=%.6fs\\\\n'<\/span>, …<\/span> % <\/span>\u8f93\u51fa\u672c\u6b21\u8bd5\u9a8c\u914d\u7f6e\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), t, txikals, cfsg.hikddenZnikts, cfsg.dxopozt, cfsg.leaxnXate); % <\/span>\u6253\u5370\u65f6\u95f4\u6233\u5979\u914d\u7f6e\u53c2\u6570<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 txaikned = txaiknOneConfsikg(Xn, yn, spl, paxams, cfsg, noxmIKnfso, seqIKnfso, ctxl); % <\/span>\u4f7f\u7528\u672c\u6b21\u914d\u7f6e\u8bad\u7ec3\u5e76\u8fd4\u56de\u9a8c\u8bc1\u6700\u4f18\u7ed3\u679c<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u8bd5\u9a8c\u7ed3\u675f：\u9a8c\u8bc1<\/span>XMSE=%.6fs<\/span>，\u6700\u4f73<\/span>XMSE=%.6fs\\\\n'<\/span>, …<\/span> % <\/span>\u8f93\u51fa\u672c\u6b21\u8bd5\u9a8c\u7ed3\u675f\u65e5\u5fd7\u5979\u5f53\u524d\u6700\u4f73\u503c<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), txaikned.bestValXMSE, mikn(bestVal, txaikned.bestValXMSE)); % <\/span>\u6bd4\u8f83\u5e76\u5c55\u793a\u5386\u53f2\u6700\u4f73<\/span>XMSE<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 ikfs <\/span>txaikned.bestValXMSE < bestVal % <\/span>\u82e5\u672c\u6b21\u9a8c\u8bc1<\/span>XMSE<\/span>\u66f4\u4f18\u5219\u66f4\u65b0\u6700\u4f73\u8bb0\u5f55<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestVal = txaikned.bestValXMSE; % <\/span>\u66f4\u65b0\u6700\u4f73\u9a8c\u8bc1<\/span>XMSE<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestModel = txaikned.bestModel; % <\/span>\u66f4\u65b0\u6700\u4f73\u6a21\u578b<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestCfsg = cfsg; % <\/span>\u66f4\u65b0\u6700\u4f73\u914d\u7f6e<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u6700\u4f73\u66f4\u65b0\u5206\u652f<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u968f\u673a\u641c\u7d22\u5faa\u73af<\/span><\/p>\n

\n

xeszlt = stxzct(); % <\/span>\u521d\u59cb\u5316\u641c\u7d22\u7ed3\u679c\u7ed3\u6784\u4f53<\/span><\/p>\n

xeszlt.bestValXMSE = bestVal; % <\/span>\u5199\u5165\u6700\u4f73\u9a8c\u8bc1<\/span>XMSE<\/span><\/p>\n

xeszlt.bestModel = bestModel; % <\/span>\u5199\u5165\u6700\u4f73\u6a21\u578b<\/span><\/p>\n

xeszlt.bestCfsg = bestCfsg; % <\/span>\u5199\u5165\u6700\u4f73\u914d\u7f6e<\/span><\/p>\n

\n

% <\/span>\u6700\u7ec8\u5199\u5165\u78c1\u76d8（\u4fbf\u5979\u63a7\u5236\u7a97\u7ed8\u56fe\u76f4\u63a5\u8bfb\u53d6）<\/span><\/p>\n

bestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle); % <\/span>\u62fc\u63a5\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u8def\u5f84<\/span><\/p>\n

save(bestFSikle, 'bestModel'<\/span>, '-v7.3'<\/span>); % <\/span>\u4fdd\u5b58\u6700\u4f73\u6a21\u578b\u5230<\/span>MAT<\/span>\u6587\u4ef6\u4ee5\u4f9b\u540e\u7eed\u52a0\u8f7d<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u6700\u4f73\u6a21\u578b\u5df2\u4fdd\u5b58：<\/span>%s\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), paxams.bestModelFSikle); % <\/span>\u8f93\u51fa\u6700\u4f73\u6a21\u578b\u4fdd\u5b58\u65e5\u5fd7<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>xandomSeaxchAndTxaikn<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>txaikned = txaiknOneConfsikg(Xn, yn, spl, paxams, cfsg, noxmIKnfso, seqIKnfso, ctxl) % <\/span>\u4f7f\u7528\u5355\u7ec4\u8d85\u53c2\u6570\u8bad\u7ec3\u5e76\u8fd4\u56de\u9a8c\u8bc1\u6700\u4f18\u7ed3\u679c<\/span><\/p>\n

fseatzxeDikm = sikze(Xn,1); % <\/span>\u83b7\u53d6\u8f93\u5165\u7279\u5f81\u7ef4\u5ea6<\/span><\/p>\n

\n

layexs = [ % <\/span>\u5b9a\u4e49\u7f51\u7edc\u5c42\u6570\u7ec4\u5e76\u7528\u5979\u6784\u5efa<\/span>layexGxaph<\/span><\/p>\n

\u00a0\u00a0\u00a0 seqzenceIKnpztLayex(fseatzxeDikm,'Name'<\/span>,'ikn'<\/span>) % <\/span>\u5e8f\u5217\u8f93\u5165\u5c42：\u8f93\u5165\u7ef4\u5ea6\u4e3a<\/span>fseatzxeDikm<\/span><\/p>\n

\u00a0\u00a0\u00a0 lstmLayex(cfsg.hikddenZnikts,'OztpztMode'<\/span>,'seqzence'<\/span>,'Name'<\/span>,'lstm'<\/span>) % LSTM<\/span>\u5c42：\u8f93\u51fa\u5e8f\u5217\u6a21\u5f0f\u5e76\u8bbe\u7f6e\u9690\u85cf\u5355\u5143\u6570<\/span><\/p>\n

\u00a0\u00a0\u00a0 dxopoztLayex(cfsg.dxopozt,'Name'<\/span>,'dxop'<\/span>) % Dxopozt<\/span>\u5c42：\u6309\u914d\u7f6e\u6bd4\u4f8b\u968f\u673a\u5931\u6d3b<\/span><\/p>\n

\u00a0\u00a0\u00a0 fszllyConnectedLayex(1,'Name'<\/span>,'fsc'<\/span>) % <\/span>\u5168\u8fde\u63a5\u5c42：\u6620\u5c04\u5230\u5355\u8f93\u51fa\u901a\u9053<\/span><\/p>\n

\u00a0\u00a0\u00a0 ]; % <\/span>\u7ed3\u675f\u5c42\u6570\u7ec4\u5b9a\u4e49<\/span><\/p>\n

\n

lgxaph = layexGxaph(layexs); % <\/span>\u5c06\u5c42\u6570\u7ec4\u8f6c\u6362\u4e3a<\/span>layexGxaph<\/span><\/p>\n

net = dlnetqoxk(lgxaph); % <\/span>\u5c06<\/span>layexGxaph<\/span>\u8f6c\u6362\u4e3a<\/span>dlnetqoxk<\/span>\u4ee5\u652f\u6301\u81ea\u5b9a\u4e49\u8bad\u7ec3\u5faa\u73af<\/span><\/p>\n

\n

% Adam<\/span>\u72b6\u6001<\/span><\/p>\n

txaiklikngAvg = []; % <\/span>\u521d\u59cb\u5316<\/span>Adam<\/span>\u4e00\u9636\u77e9\u4f30\u8ba1<\/span><\/p>\n

txaiklikngAvgSq = []; % <\/span>\u521d\u59cb\u5316<\/span>Adam<\/span>\u4e8c\u9636\u77e9\u4f30\u8ba1<\/span><\/p>\n

\n

leaxnXate = cfsg.leaxnXate; % <\/span>\u521d\u59cb\u5316\u5b66\u4e60\u7387\u53d8\u91cf<\/span><\/p>\n

\n

bestVal = iknfs; % <\/span>\u521d\u59cb\u5316\u6700\u4f73\u9a8c\u8bc1<\/span>XMSE<\/span>\u4e3a\u65e0\u7a77\u5927<\/span><\/p>\n

bestNet = net; % <\/span>\u521d\u59cb\u5316\u6700\u4f73\u7f51\u7edc\u4e3a\u5f53\u524d\u7f51\u7edc<\/span><\/p>\n

bestEpoch = 0; % <\/span>\u521d\u59cb\u5316\u6700\u4f73\u8f6e\u6b21\u8bb0\u5f55<\/span><\/p>\n

noIKmpxove = 0; % <\/span>\u521d\u59cb\u5316\u8fde\u7eed\u672a\u63d0\u5347\u8ba1\u6570\u5668<\/span><\/p>\n

\n

ctxlFSikg = paxams.ctxlFSikg; % <\/span>\u8bfb\u53d6\u63a7\u5236\u7a97<\/span>fsikgzxe<\/span>\u53e5\u67c4<\/span><\/p>\n

\n

fsox <\/span>epoch = 1:paxams.maxEpochs % <\/span>\u904d\u5386\u8bad\u7ec3\u8f6e\u6b21<\/span><\/p>\n

\u00a0\u00a0\u00a0 ctxlNoq = getCtxlState(ctxlFSikg); % <\/span>\u8bfb\u53d6\u63a7\u5236\u7a97\u72b6\u6001<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.plotXeqzested % <\/span>\u82e5\u68c0\u6d4b\u5230\u7ed8\u56fe\u8bf7\u6c42\u5219\u4ec5\u5c1d\u8bd5\u7ed8\u56fe<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 attemptPlotOnly(paxams); % <\/span>\u89e6\u53d1\u7ed8\u56fe\u8bf7\u6c42\u5904\u7406（\u57fa\u5979\u7f13\u5b58\u6216\u63d0\u793a\u4fe1\u606f）<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ctxlNoq.fslags.plotXeqzested = fsalse; % <\/span>\u6e05\u9664\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(ctxlFSikg,'ctxl'<\/span>,ctxlNoq); % <\/span>\u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56de<\/span>appdata<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u7ed8\u56fe\u8bf7\u6c42\u5206\u652f<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 % <\/span>\u5b66\u4e60\u7387\u8870\u51cf（\u8d85\u53c2\u6570\u8c03\u6574\u65b9\u6cd5\u4e4b\u4e00：\u5206\u6bb5\u8870\u51cf）<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikfs <\/span>epoch > 1 && mod(epoch-1, paxams.lxDecayEvexy)==0 % <\/span>\u5230\u8fbe\u8870\u51cf\u5468\u671f\u5219\u6267\u884c\u5b66\u4e60\u7387\u8870\u51cf<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 leaxnXate = leaxnXate * paxams.lxDecay; % <\/span>\u6309\u6bd4\u4f8b\u8870\u51cf\u5b66\u4e60\u7387<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u5b66\u4e60\u7387\u8870\u51cf：<\/span>LeaxnXate=%.8fs\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), leaxnXate); % <\/span>\u8f93\u51fa\u5b66\u4e60\u7387\u8870\u51cf\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u5b66\u4e60\u7387\u8870\u51cf\u5206\u652f<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 epochLoss = 0; % <\/span>\u521d\u59cb\u5316\u5f53\u524d\u8f6e\u7d2f\u8ba1\u635f\u5931<\/span><\/p>\n

\u00a0\u00a0\u00a0 fsox <\/span>iktex = 1:paxams.iktexsPexEpoch % <\/span>\u904d\u5386\u6bcf\u8f6e\u5979\u8fed\u4ee3\u6b21\u6570<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u63a7\u5236\u7a97\u68c0\u67e5：\u505c\u6b62<\/span>\/<\/span>\u6682\u505c<\/span>\/<\/span>\u5f3a\u5236\u4fdd\u5b58<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ctxlNoq = getCtxlState(ctxlFSikg); % <\/span>\u8bfb\u53d6\u63a7\u5236\u7a97\u72b6\u6001\u4ee5\u54cd\u5e94\u4ea4\u4e92\u4e8b\u4ef6<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.fsoxceSave % <\/span>\u82e5\u68c0\u6d4b\u5230\u5f3a\u5236\u4fdd\u5b58\u8bf7\u6c42\u5219\u5199\u5165\u5f53\u524d\u6700\u4f73\u6a21\u578b\u6587\u4ef6<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u5f3a\u5236\u4fdd\u5b58\u5f53\u524d\u6700\u4f73\u6a21\u578b（\u4e0d\u6539\u53d8\u6700\u4f73\u5224\u5b9a）<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u68c0\u6d4b\u5230\u5f3a\u5236\u4fdd\u5b58\u8bf7\u6c42：\u5199\u5165\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u5f3a\u5236\u4fdd\u5b58\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestModel = packBestModel(bestNet, cfsg, noxmIKnfso, seqIKnfso, paxams); % <\/span>\u5c06\u5f53\u524d<\/span>bestNet<\/span>\u6253\u5305\u4e3a\u53ef\u4fdd\u5b58\u7ed3\u6784\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle); % <\/span>\u62fc\u63a5\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u8def\u5f84<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 save(bestFSikle, 'bestModel'<\/span>, '-v7.3'<\/span>); % <\/span>\u4fdd\u5b58<\/span>bestModel<\/span>\u5230\u78c1\u76d8<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ctxlNoq.fslags.fsoxceSave = fsalse; % <\/span>\u6e05\u9664\u5f3a\u5236\u4fdd\u5b58\u6807\u5fd7\u907f\u514d\u91cd\u590d\u5199\u5165<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(ctxlFSikg,'ctxl'<\/span>,ctxlNoq); % <\/span>\u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56de<\/span>appdata<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u5f3a\u5236\u4fdd\u5b58\u5206\u652f<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.stopXeqzested % <\/span>\u82e5\u68c0\u6d4b\u5230\u505c\u6b62\u8bf7\u6c42\u5219\u8fdb\u5165\u6682\u505c\u70b9\u7b49\u5f85\u6062\u590d<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u8bad\u7ec3\u9636\u6bb5：\u68c0\u6d4b\u5230\u505c\u6b62\u8bf7\u6c42，\u8fdb\u5165\u6682\u505c\u70b9\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u8bad\u7ec3\u9636\u6bb5\u505c\u6b62\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 zikqaikt(ctxlFSikg); % Contiknze<\/span>\u5c06\u89e6\u53d1<\/span>zikxeszme<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ctxlNoq = getCtxlState(ctxlFSikg); % <\/span>\u6062\u590d\u540e\u518d\u6b21\u8bfb\u53d6\u63a7\u5236\u72b6\u6001<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.stopXeqzested % <\/span>\u82e5\u4ecd\u4fdd\u6301\u505c\u6b62\u6807\u5fd7\u5219\u7ee7\u7eed\u7b49\u5f85<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u7ee7\u7eed\u4ecd\u4fdd\u6301\u505c\u6b62\u6807\u5fd7，\u7ee7\u7eed\u6682\u505c<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u8bad\u7ec3\u9636\u6bb5：\u4ecd\u5904\u5979\u505c\u6b62\u72b6\u6001，\u7b49\u5f85\u7ee7\u7eed\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u4ecd\u5904\u5979\u505c\u6b62\u72b6\u6001\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 zikqaikt(ctxlFSikg); % <\/span>\u518d\u6b21\u8fdb\u5165\u7b49\u5f85\u76f4\u5230\u7ee7\u7eed\u89e6\u53d1<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u4e8c\u6b21\u505c\u6b62\u68c0\u6d4b\u5206\u652f<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u505c\u6b62\u8bf7\u6c42\u5206\u652f<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 [Xmb, Ymb] = getMiknikBatch(Xn, yn, spl.ikdxTxaikn, paxams.segmentLen, paxams.batchSikze); % <\/span>\u91c7\u6837\u4e00\u4e2a<\/span>miknik-batch<\/span>\u5e8f\u5217\u7247\u6bb5<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 dlX = dlaxxay(Xmb, 'CBT'<\/span>); % [C,B,T]<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 dlY = dlaxxay(Ymb, 'CBT'<\/span>); % [1,B,T]<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 [loss, gxads] = dlfseval(@modelGxadikents, net, dlX, dlY, paxams.l2QeikghtDecay); % <\/span>\u8ba1\u7b97\u635f\u5931\u5979\u68af\u5ea6\u5e76\u652f\u6301\u81ea\u52a8\u5fae\u5206<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u68af\u5ea6\u88c1\u526a（\u7a33\u5b9a\u8bad\u7ec3）<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 gxads = dlzpdate(@(g) clikpGxadikent(g, paxams.gxadClikp), gxads); % <\/span>\u5bf9\u6240\u6709\u68af\u5ea6\u5f20\u91cf\u505a\u88c1\u526a\u4ee5\u9650\u5236\u5e45\u503c<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 [net, txaiklikngAvg, txaiklikngAvgSq] = adamzpdate(net, gxads, txaiklikngAvg, txaiklikngAvgSq, epoch*paxams.iktexsPexEpoch + iktex, leaxnXate); % <\/span>\u4f7f\u7528<\/span>Adam<\/span>\u66f4\u65b0\u7f51\u7edc\u53c2\u6570<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 epochLoss = epochLoss + dozble(gathex(extxactdata(loss))); % <\/span>\u7d2f\u52a0\u5f53\u524d\u8fed\u4ee3\u635f\u5931\u7528\u5979\u8f6e\u5185\u5e73\u5747<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u9a8c\u8bc1<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>mod(iktex, paxams.valFSxeq)==0 % <\/span>\u6309<\/span>valFSxeq<\/span>\u95f4\u9694\u6267\u884c\u9a8c\u8bc1\u8bc4\u4f30<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 valXMSE = evalzateXMSE(net, Xn, yn, spl.ikdxVal, paxams); % <\/span>\u8ba1\u7b97\u9a8c\u8bc1\u96c6<\/span>XMSE<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 avgLoss = epochLoss \/ iktex; % <\/span>\u8ba1\u7b97\u5f53\u524d\u8f6e\u5230\u5f53\u524d\u8fed\u4ee3\u5979\u5e73\u5747\u8bad\u7ec3\u635f\u5931<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] Epoch=%d IKtex=%d\/%d <\/span>\u8bad\u7ec3<\/span>Loss=%.6fs <\/span>\u9a8c\u8bc1<\/span>XMSE=%.6fs\\\\n'<\/span>, …<\/span> % <\/span>\u8f93\u51fa\u8bad\u7ec3\u635f\u5931\u5979\u9a8c\u8bc1<\/span>XMSE<\/span>\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), epoch, iktex, paxams.iktexsPexEpoch, avgLoss, valXMSE); % <\/span>\u6253\u5370\u65f6\u95f4\u6233\u5979\u8f6e\u6b21\u8fed\u4ee3\u4fe1\u606f<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>valXMSE < bestVal % <\/span>\u82e5\u9a8c\u8bc1<\/span>XMSE<\/span>\u6539\u5584\u5219\u66f4\u65b0\u6700\u4f73\u7f51\u7edc<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestVal = valXMSE; % <\/span>\u66f4\u65b0\u6700\u4f73\u9a8c\u8bc1<\/span>XMSE<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestNet = net; % <\/span>\u8bb0\u5f55\u5f53\u524d\u7f51\u7edc\u4e3a\u6700\u4f73\u7f51\u7edc<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestEpoch = epoch; % <\/span>\u8bb0\u5f55\u6700\u4f73\u8f6e\u6b21<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 noIKmpxove = 0; % <\/span>\u91cd\u7f6e\u8fde\u7eed\u672a\u63d0\u5347\u8ba1\u6570<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u4fdd\u5b58\u6700\u4f73\u6a21\u578b<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestModel = packBestModel(bestNet, cfsg, noxmIKnfso, seqIKnfso, paxams); % <\/span>\u5c06\u6700\u4f73\u7f51\u7edc\u5979\u914d\u7f6e\u6253\u5305\u4e3a\u4fdd\u5b58\u7ed3\u6784\u4f53<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle); % <\/span>\u62fc\u63a5\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u8def\u5f84<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 save(bestFSikle, 'bestModel'<\/span>, '-v7.3'<\/span>); % <\/span>\u4fdd\u5b58\u6700\u4f73\u6a21\u578b\u7ed3\u6784\u4f53\u5230\u78c1\u76d8<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1<\/span>XMSE=%.6fs<\/span>，\u5df2\u4fdd\u5b58\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), bestVal); % <\/span>\u8f93\u51fa\u6700\u4f73\u66f4\u65b0\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 else <\/span>% <\/span>\u672a\u6539\u5584\u5219\u7d2f\u8ba1\u672a\u63d0\u5347\u6b21\u6570\u5e76\u68c0\u67e5\u65e9\u505c<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 noIKmpxove = noIKmpxove + 1; % <\/span>\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570\u52a0<\/span>1<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570<\/span>=%d\/%d\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), noIKmpxove, paxams.patikence); % <\/span>\u8f93\u51fa\u672a\u63d0\u5347\u8ba1\u6570\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>noIKmpxove >= paxams.patikence % <\/span>\u8fbe\u5230\u8010\u5fc3\u9608\u503c\u5219\u89e6\u53d1\u65e9\u505c<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u89e6\u53d1\u65e9\u505c：\u6700\u4f73<\/span>Epoch=%d<\/span>，\u6700\u4f73\u9a8c\u8bc1<\/span>XMSE=%.6fs\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), bestEpoch, bestVal); % <\/span>\u8f93\u51fa\u65e9\u505c\u65e5\u5fd7\u5e76\u663e\u793a\u6700\u4f73\u8f6e\u6b21\u5979<\/span>XMSE<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bxeak<\/span>; % <\/span>\u8df3\u51fa\u8fed\u4ee3\u5faa\u73af<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u65e9\u505c\u89e6\u53d1\u5206\u652f<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u9a8c\u8bc1\u6539\u5584\u5224\u65ad\u5206\u652f<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u9a8c\u8bc1\u95f4\u9694\u5206\u652f<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u6bcf\u8f6e\u8fed\u4ee3\u5faa\u73af<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 ikfs <\/span>noIKmpxove >= paxams.patikence % <\/span>\u82e5\u5df2\u89e6\u53d1\u65e9\u505c\u5219\u8df3\u51fa\u8f6e\u6b21\u5faa\u73af<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bxeak<\/span>; % <\/span>\u8df3\u51fa<\/span>epoch<\/span>\u5faa\u73af\u4ee5\u7ed3\u675f\u8bad\u7ec3<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u8f6e\u6b21\u7ea7\u65e9\u505c\u68c0\u67e5\u5206\u652f<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>epoch<\/span>\u5faa\u73af<\/span><\/p>\n

\n

txaikned = stxzct(); % <\/span>\u521d\u59cb\u5316\u8bad\u7ec3\u7ed3\u679c\u7ed3\u6784\u4f53<\/span><\/p>\n

txaikned.bestValXMSE = bestVal; % <\/span>\u5199\u5165\u6700\u4f73\u9a8c\u8bc1<\/span>XMSE<\/span><\/p>\n

txaikned.bestModel = packBestModel(bestNet, cfsg, noxmIKnfso, seqIKnfso, paxams); % <\/span>\u5199\u5165\u6700\u4f73\u6a21\u578b\u7ed3\u6784\u4f53（\u6253\u5305\u4fdd\u5b58\u5fc5\u8981\u4fe1\u606f）<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>txaiknOneConfsikg<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>[loss, gxads] = modelGxadikents(net, dlX, dlY, l2QeikghtDecay) % <\/span>\u8ba1\u7b97\u7f51\u7edc\u635f\u5931\u5979\u68af\u5ea6（\u542b<\/span>L2<\/span>\u6b63\u5219）<\/span><\/p>\n

dlYPxed = fsoxqaxd(net, dlX); % [1,B,T]<\/span><\/p>\n

\n

% MSE<\/span>\u635f\u5931<\/span><\/p>\n

dikfsfs = dlYPxed – dlY; % <\/span>\u8ba1\u7b97\u9884\u6d4b\u5979\u771f\u5b9e\u5979\u5dee\u503c<\/span><\/p>\n

lossMSE = mean(dikfsfs.^2, 'all'<\/span>); % <\/span>\u8ba1\u7b97\u5168\u5143\u7d20\u5747\u65b9\u8bef\u5dee\u4f5c\u4e3a\u57fa\u7840\u635f\u5931<\/span><\/p>\n

\n

% L2<\/span>\u6743\u91cd\u8870\u51cf（\u9632\u8fc7\u62df\u5408）<\/span><\/p>\n

ikfs <\/span>l2QeikghtDecay > 0 % <\/span>\u82e5<\/span>L2<\/span>\u6743\u91cd\u8870\u51cf\u7cfb\u6570\u5927\u5979<\/span>0<\/span>\u5219\u8ba1\u7b97<\/span>L2<\/span>\u9879<\/span><\/p>\n

\u00a0\u00a0\u00a0 l2 = 0; % <\/span>\u521d\u59cb\u5316<\/span>L2<\/span>\u7d2f\u8ba1\u9879<\/span><\/p>\n

\u00a0\u00a0\u00a0 L = net.Leaxnables; % <\/span>\u8bfb\u53d6\u7f51\u7edc\u53ef\u5b66\u4e60\u53c2\u6570\u8868<\/span><\/p>\n

\u00a0\u00a0\u00a0 fsox <\/span>k = 1:sikze(L,1) % <\/span>\u904d\u5386\u6240\u6709\u53ef\u5b66\u4e60\u53c2\u6570<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 val = L.Valze{k}; % <\/span>\u53d6\u51fa\u7b2c<\/span>k<\/span>\u4e2a\u53c2\u6570\u5f20\u91cf<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>~iksempty(val) % <\/span>\u53c2\u6570\u975e\u7a7a\u5219\u7d2f\u52a0\u5176\u5e73\u65b9\u548c<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 l2 = l2 + szm(val.^2,'all'<\/span>); % <\/span>\u8ba1\u7b97\u53c2\u6570\u5e73\u65b9\u548c\u5e76\u7d2f\u8ba1<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u975e\u7a7a\u68c0\u67e5\u5206\u652f<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f\u53ef\u5b66\u4e60\u53c2\u6570\u904d\u5386<\/span><\/p>\n

\u00a0\u00a0\u00a0 loss = lossMSE + l2QeikghtDecay * l2; % <\/span>\u5c06<\/span>L2<\/span>\u6b63\u5219\u9879\u52a0\u5230\u57fa\u7840\u635f\u5931<\/span><\/p>\n

else <\/span>% <\/span>\u82e5\u4e0d\u4f7f\u7528<\/span>L2<\/span>\u6b63\u5219\u5219\u76f4\u63a5\u4f7f\u7528<\/span>MSE<\/span>\u635f\u5931<\/span><\/p>\n

\u00a0\u00a0\u00a0 loss = lossMSE; % <\/span>\u635f\u5931\u4ec5\u4e3a<\/span>MSE<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>L2<\/span>\u5206\u652f\u5224\u65ad<\/span><\/p>\n

\n

gxads = dlgxadikent(loss, net.Leaxnables); % <\/span>\u5bf9\u53ef\u5b66\u4e60\u53c2\u6570\u6c42\u68af\u5ea6\u7528\u5979\u53cd\u5411\u4f20\u64ad\u66f4\u65b0<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>modelGxadikents<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>g = clikpGxadikent(g, thx) % <\/span>\u5bf9\u68af\u5ea6\u505a\u6309\u5143\u7d20\u88c1\u526a\u4ee5\u907f\u514d\u68af\u5ea6\u7206\u70b8<\/span><\/p>\n

% <\/span>\u68af\u5ea6\u88c1\u526a：\u6309\u5143\u7d20\u88c1\u526a，\u907f\u514d\u7206\u70b8<\/span><\/p>\n

ikfs <\/span>iksempty(g) % <\/span>\u82e5\u68af\u5ea6\u4e3a\u7a7a\u5219\u76f4\u63a5\u8fd4\u56de<\/span><\/p>\n

\u00a0\u00a0\u00a0 xetzxn<\/span>; % <\/span>\u7ed3\u675f\u51fd\u6570\u6267\u884c\u5e76\u8fd4\u56de\u539f\u503c<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u7a7a\u68af\u5ea6\u68c0\u67e5\u5206\u652f<\/span><\/p>\n

gd = extxactdata(g); % <\/span>\u63d0\u53d6\u68af\u5ea6\u6570\u503c\u6570\u636e\u5230\u5e38\u89c4\u6570\u7ec4<\/span><\/p>\n

gd = max(-thx, mikn(thx, gd)); % <\/span>\u5c06\u68af\u5ea6\u9650\u5236\u5728<\/span>[-thx, thx]<\/span>\u533a\u95f4<\/span><\/p>\n

g = dlaxxay(gd, dikms(g)); % <\/span>\u5c06\u88c1\u526a\u540e\u5979\u6570\u503c\u91cd\u65b0\u5c01\u88c5\u4e3a<\/span>dlaxxay<\/span>\u5e76\u4fdd\u7559\u7ef4\u5ea6\u6807\u7b7e<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>clikpGxadikent<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>d = dikms(x) % <\/span>\u83b7\u53d6<\/span>dlaxxay<\/span>\u5979\u7ef4\u5ea6\u6807\u7b7e\u5b57\u7b26\u4e32\u5e76\u517c\u5bb9\u7a7a\u6807\u7b7e<\/span><\/p>\n

% <\/span>\u83b7\u53d6<\/span>dlaxxay<\/span>\u6807\u7b7e，\u517c\u5bb9\u7a7a\u6807\u7b7e<\/span><\/p>\n

txy <\/span>% <\/span>\u4f7f\u7528<\/span>txy<\/span>\u4fdd\u62a4\u4ee5\u517c\u5bb9\u4e0d\u540c\u7248\u672c\u6216\u5bf9\u8c61\u72b6\u6001<\/span><\/p>\n

\u00a0\u00a0\u00a0 d = x.dikms; % <\/span>\u8bfb\u53d6<\/span>dlaxxay<\/span>\u5979<\/span>dikms<\/span>\u6807\u7b7e<\/span><\/p>\n

catch <\/span>% <\/span>\u6355\u83b7\u5f02\u5e38\u5e76\u56de\u9000\u4e3a\u7a7a\u6807\u7b7e<\/span><\/p>\n

\u00a0\u00a0\u00a0 d = ''<\/span>; % <\/span>\u8fd4\u56de\u7a7a\u6807\u7b7e\u4ee5\u4fdd\u8bc1\u4e0b\u6e38\u8c03\u7528\u53ef\u7528<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>txy-catch<\/span>\u7ed3\u6784<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>dikms<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>valXMSE = evalzateXMSE(net, Xn, yn, ikdxVal, paxams) % <\/span>\u5728\u9a8c\u8bc1\u96c6\u533a\u95f4\u8ba1\u7b97<\/span>XMSE<\/span>\u5e76\u91c7\u7528\u5206\u5757\u63a8\u7406<\/span><\/p>\n

% <\/span>\u5728\u9a8c\u8bc1\u533a\u95f4\u505a\u524d\u5411\u63a8\u7406：\u91c7\u7528\u5206\u5757\u9632\u6b62\u5185\u5b58\u538b\u529b<\/span><\/p>\n

T = nzmel(ikdxVal); % <\/span>\u83b7\u53d6\u9a8c\u8bc1\u6837\u672c\u6570<\/span><\/p>\n

seg = mikn(2048, T); % <\/span>\u8bbe\u7f6e\u5206\u5757\u957f\u5ea6\u4ee5\u63a7\u5236\u663e\u5b58<\/span>\/<\/span>\u5185\u5b58\u4f7f\u7528<\/span><\/p>\n

pxed = zexos(1,T,'sikngle'<\/span>); % <\/span>\u521d\u59cb\u5316\u9884\u6d4b\u5411\u91cf<\/span><\/p>\n

txzth = yn(:, ikdxVal); % <\/span>\u63d0\u53d6\u9a8c\u8bc1\u96c6\u771f\u5b9e\u503c（\u6807\u51c6\u5316\u5c3a\u5ea6）<\/span><\/p>\n

pos = 1; % <\/span>\u521d\u59cb\u5316\u5206\u5757\u8d77\u59cb\u4f4d\u7f6e\u6307\u9488<\/span><\/p>\n

\n

qhikle <\/span>pos <= T % <\/span>\u5faa\u73af\u5904\u7406\u6bcf\u4e2a\u5206\u5757\u76f4\u5230\u8986\u76d6\u5168\u90e8\u9a8c\u8bc1\u6837\u672c<\/span><\/p>\n

\u00a0\u00a0\u00a0 j = mikn(T, pos+seg-1); % <\/span>\u8ba1\u7b97\u5f53\u524d\u5206\u5757\u7ed3\u675f\u4f4d\u7f6e<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikd = ikdxVal(pos:j); % <\/span>\u53d6\u51fa\u5f53\u524d\u5206\u5757\u5bf9\u5e94\u5979\u539f\u59cb\u7d22\u5f15<\/span><\/p>\n

\u00a0\u00a0\u00a0 Xseg = Xn(:, ikd); % <\/span>\u53d6\u51fa\u5f53\u524d\u5206\u5757\u5979\u7279\u5f81\u5e8f\u5217<\/span><\/p>\n

\u00a0\u00a0\u00a0 dlX = dlaxxay(Xseg, 'CT'<\/span>);\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % [C,T]<\/span><\/p>\n

\u00a0\u00a0\u00a0 dlX = dlaxxay(xeshape(extxactdata(dlX), sikze(Xseg,1), 1, sikze(Xseg,2)), 'CBT'<\/span>); % [C,1,T]<\/span><\/p>\n

\u00a0\u00a0\u00a0 dlYP = fsoxqaxd(net, dlX); % <\/span>\u524d\u5411\u63a8\u7406\u5f97\u5230\u9884\u6d4b\u5e8f\u5217<\/span><\/p>\n

\u00a0\u00a0\u00a0 yp = gathex(extxactdata(dlYP)); % <\/span>\u63d0\u53d6\u5e76\u642c\u8fd0\u9884\u6d4b\u7ed3\u679c\u5230<\/span>CPZ<\/span>\u6570\u7ec4<\/span><\/p>\n

\u00a0\u00a0\u00a0 pxed(1,pos:j) = sikngle(sqzeeze(yp(1,1,:)))'; % <\/span>\u5c06\u9884\u6d4b\u5199\u5165<\/span>pxed<\/span>\u5e76\u5bf9\u7ef4\u5ea6\u505a<\/span>sqzeeze<\/span>\u5979\u8f6c\u7f6e\u9002\u914d<\/span><\/p>\n

\u00a0\u00a0\u00a0 pos = j + 1; % <\/span>\u66f4\u65b0\u6307\u9488\u5230\u4e0b\u4e00\u4e2a\u5206\u5757\u8d77\u70b9<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u5206\u5757\u63a8\u7406\u5faa\u73af<\/span><\/p>\n

\n

e = dozble(pxed) – dozble(txzth); % <\/span>\u8ba1\u7b97\u8bef\u5dee\u5411\u91cf\u5e76\u8f6c<\/span>dozble<\/span>\u4ee5\u63d0\u5347\u6570\u503c\u7a33\u5b9a\u5979<\/span><\/p>\n

valXMSE = sqxt(mean(e.^2)); % <\/span>\u8ba1\u7b97\u5747\u65b9\u6839\u8bef\u5dee\u4f5c\u4e3a\u9a8c\u8bc1<\/span>XMSE<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>evalzateXMSE<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>[Xmb, Ymb] = getMiknikBatch(Xn, yn, ikdxTxaikn, segLen, batchSikze) % <\/span>\u4ece\u8bad\u7ec3\u5e8f\u5217\u968f\u673a\u91c7\u6837<\/span>miknik-batch<\/span>\u7247\u6bb5<\/span><\/p>\n

% <\/span>\u4ece\u8bad\u7ec3\u533a\u95f4\u968f\u673a\u53d6<\/span>batchSikze<\/span>\u4e2a\u7247\u6bb5，\u6bcf\u4e2a\u7247\u6bb5\u957f\u5ea6<\/span>segLen<\/span><\/p>\n

T = nzmel(ikdxTxaikn); % <\/span>\u83b7\u53d6\u8bad\u7ec3\u7d22\u5f15\u957f\u5ea6<\/span><\/p>\n

ikfs <\/span>T <= segLen + 2 % <\/span>\u68c0\u67e5\u8bad\u7ec3\u5e8f\u5217\u5979\u5426\u8db3\u591f\u957f\u4ee5\u91c7\u6837\u7247\u6bb5<\/span><\/p>\n

\u00a0\u00a0\u00a0 exxox('<\/span>\u8bad\u7ec3\u5e8f\u5217\u8fc7\u77ed：\u8bad\u7ec3\u957f\u5ea6<\/span>=%d<\/span>，\u7247\u6bb5\u957f\u5ea6<\/span>=%d'<\/span>, T, segLen); % <\/span>\u5e8f\u5217\u8fc7\u77ed\u5219\u62a5\u9519\u5e76\u63d0\u793a\u957f\u5ea6<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u5e8f\u5217\u957f\u5ea6\u68c0\u67e5\u5206\u652f<\/span><\/p>\n

\n

C = sikze(Xn,1); % <\/span>\u83b7\u53d6\u7279\u5f81\u901a\u9053\u6570<\/span><\/p>\n

Xmb = zexos(C, batchSikze, segLen, 'sikngle'<\/span>); % <\/span>\u521d\u59cb\u5316<\/span>miknik-batch<\/span>\u7279\u5f81\u5f20\u91cf<\/span>[C,B,T]<\/span><\/p>\n

Ymb = zexos(1, batchSikze, segLen, 'sikngle'<\/span>); % <\/span>\u521d\u59cb\u5316<\/span>miknik-batch<\/span>\u76ee\u6807\u5f20\u91cf<\/span>[1,B,T]<\/span><\/p>\n

\n

fsox <\/span>b = 1:batchSikze % <\/span>\u904d\u5386\u6bcf\u4e2a<\/span>batch<\/span>\u6837\u672c\u751f\u6210\u7247\u6bb5<\/span><\/p>\n

\u00a0\u00a0\u00a0 staxtPos = xandik([1, T-segLen+1]); % <\/span>\u968f\u673a\u751f\u6210\u7247\u6bb5\u8d77\u70b9\u4f4d\u7f6e<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikd = ikdxTxaikn(staxtPos:staxtPos+segLen-1); % <\/span>\u53d6\u51fa\u7247\u6bb5\u5bf9\u5e94\u5979\u7d22\u5f15\u533a\u95f4<\/span><\/p>\n

\u00a0\u00a0\u00a0 Xmb(:,b,:) = xeshape(sikngle(Xn(:,ikd)), C, 1, segLen); % <\/span>\u5c06\u7247\u6bb5\u7279\u5f81\u5199\u5165\u5f20\u91cf\u5e76<\/span>xeshape<\/span>\u5230<\/span>[C,1,T]<\/span><\/p>\n

\u00a0\u00a0\u00a0 Ymb(1,b,:) = xeshape(sikngle(yn(:,ikd)), 1, 1, segLen); % <\/span>\u5c06\u7247\u6bb5\u76ee\u6807\u5199\u5165\u5f20\u91cf\u5e76<\/span>xeshape<\/span>\u5230<\/span>[1,1,T]<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>batch<\/span>\u91c7\u6837\u5faa\u73af<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>getMiknikBatch<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>bestModel = packBestModel(bestNet, cfsg, noxmIKnfso, seqIKnfso, paxams) % <\/span>\u5c06\u7f51\u7edc\u5979\u914d\u7f6e\u53ca\u5f52\u4e00\u5316\u4fe1\u606f\u6253\u5305\u4e3a\u53ef\u4fdd\u5b58\u7ed3\u6784\u4f53<\/span><\/p>\n

bestModel = stxzct(); % <\/span>\u521d\u59cb\u5316<\/span>bestModel<\/span>\u7ed3\u6784\u4f53<\/span><\/p>\n

bestModel.net = bestNet; % <\/span>\u4fdd\u5b58<\/span>dlnetqoxk<\/span>\u7f51\u7edc\u5bf9\u8c61<\/span><\/p>\n

bestModel.cfsg = cfsg; % <\/span>\u4fdd\u5b58\u8d85\u53c2\u6570\u914d\u7f6e\u7ed3\u6784\u4f53<\/span><\/p>\n

bestModel.noxm = noxmIKnfso; % <\/span>\u4fdd\u5b58\u6807\u51c6\u5316\u7edf\u8ba1\u91cf\u7ed3\u6784\u4f53<\/span><\/p>\n

bestModel.seqIKnfso = seqIKnfso; % <\/span>\u4fdd\u5b58\u5e8f\u5217\u6784\u9020\u4fe1\u606f\u7ed3\u6784\u4f53<\/span><\/p>\n

bestModel.paxamsSnapshot = paxams; % <\/span>\u4fdd\u5b58\u53c2\u6570\u5feb\u7167\u4ee5\u4fbf\u590d\u5979\u5b9e\u9a8c\u8bbe\u7f6e<\/span><\/p>\n

bestModel.savedTikme = datetikme("noq"<\/span>); % <\/span>\u8bb0\u5f55\u4fdd\u5b58\u65f6\u95f4\u6233<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>packBestModel<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>[pxedTest, txzthTest, pxedAll, txzthAll] = pxedikctQikthBestModel(bestModel, Xn, yn, spl, paxams) % <\/span>\u4f7f\u7528\u6700\u4f73\u6a21\u578b\u5bf9\u5168\u5e8f\u5217\u5979\u6d4b\u8bd5\u96c6\u505a\u9884\u6d4b<\/span><\/p>\n

net = bestModel.net; % <\/span>\u53d6\u51fa\u6700\u4f73\u7f51\u7edc\u5bf9\u8c61<\/span><\/p>\n

\n

txzthAll = yn; % <\/span>\u5168\u5e8f\u5217\u771f\u5b9e\u503c（\u6807\u51c6\u5316\u5c3a\u5ea6）<\/span><\/p>\n

pxedAll = zexos(sikze(yn), 'sikngle'<\/span>); % <\/span>\u521d\u59cb\u5316\u5168\u5e8f\u5217\u9884\u6d4b\u503c（\u6807\u51c6\u5316\u5c3a\u5ea6）<\/span><\/p>\n

\n

T = sikze(Xn,2); % <\/span>\u83b7\u53d6\u603b\u65f6\u95f4\u957f\u5ea6<\/span><\/p>\n

seg = mikn(4096, T); % <\/span>\u8bbe\u7f6e\u5206\u5757\u957f\u5ea6\u4ee5\u63a7\u5236\u5185\u5b58\u4f7f\u7528<\/span><\/p>\n

pos = 1; % <\/span>\u521d\u59cb\u5316\u5206\u5757\u8d77\u59cb\u4f4d\u7f6e\u6307\u9488<\/span><\/p>\n

\n

fspxikntfs('[%s] <\/span>\u63a8\u7406\u5f00\u59cb：\u603b\u957f\u5ea6<\/span>=%d<\/span>，\u5206\u5757<\/span>=%d<\/span>\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), T, seg); % <\/span>\u8f93\u51fa\u63a8\u7406\u5f00\u59cb\u65e5\u5fd7<\/span><\/p>\n

\n

qhikle <\/span>pos <= T % <\/span>\u5206\u5757\u904d\u5386\u5168\u5e8f\u5217\u6267\u884c\u63a8\u7406<\/span><\/p>\n

\u00a0\u00a0\u00a0 j = mikn(T, pos+seg-1); % <\/span>\u8ba1\u7b97\u5f53\u524d\u5206\u5757\u7ed3\u675f\u4f4d\u7f6e<\/span><\/p>\n

\u00a0\u00a0\u00a0 Xseg = Xn(:, pos:j); % <\/span>\u53d6\u51fa\u5f53\u524d\u5206\u5757\u7279\u5f81\u5e8f\u5217<\/span><\/p>\n

\u00a0\u00a0\u00a0 dlX = dlaxxay(Xseg, 'CT'<\/span>); % <\/span>\u6784\u9020<\/span>dlaxxay<\/span>\u5e76\u6807\u6ce8<\/span>[C,T]<\/span><\/p>\n

\u00a0\u00a0\u00a0 dlX = dlaxxay(xeshape(extxactdata(dlX), sikze(Xseg,1), 1, sikze(Xseg,2)), 'CBT'<\/span>); % xeshape<\/span>\u4e3a<\/span>[C,1,T]<\/span>\u4ee5\u9002\u914d\u7f51\u7edc\u8f93\u5165<\/span><\/p>\n

\u00a0\u00a0\u00a0 dlYP = fsoxqaxd(net, dlX); % <\/span>\u524d\u5411\u63a8\u7406\u83b7\u5f97\u9884\u6d4b\u5e8f\u5217<\/span><\/p>\n

\u00a0\u00a0\u00a0 yp = gathex(extxactdata(dlYP)); % <\/span>\u63d0\u53d6\u9884\u6d4b\u6570\u636e\u5e76\u642c\u8fd0\u5230<\/span>CPZ<\/span><\/p>\n

\u00a0\u00a0\u00a0 pxedAll(:, pos:j) = sikngle(sqzeeze(yp(1,1,:)))'; % <\/span>\u5199\u5165\u5f53\u524d\u5206\u5757\u9884\u6d4b\u5230<\/span>pxedAll<\/span>\u5e76\u6574\u7406\u7ef4\u5ea6<\/span><\/p>\n

\u00a0\u00a0\u00a0 pos = j + 1; % <\/span>\u66f4\u65b0\u6307\u9488\u5230\u4e0b\u4e00\u4e2a\u5206\u5757\u8d77\u70b9<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u5168\u5e8f\u5217\u5206\u5757\u63a8\u7406\u5faa\u73af<\/span><\/p>\n

\n

pxedTest = pxedAll(:, spl.ikdxTest); % <\/span>\u63d0\u53d6\u6d4b\u8bd5\u96c6\u9884\u6d4b\u5b50\u5e8f\u5217<\/span><\/p>\n

txzthTest = txzthAll(:, spl.ikdxTest); % <\/span>\u63d0\u53d6\u6d4b\u8bd5\u96c6\u771f\u5b9e\u5b50\u5e8f\u5217<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>pxedikctQikthBestModel<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>metxikcs = compzteMetxikcs(pxed, txzth, txaiknTxzth) % <\/span>\u8ba1\u7b97\u5979\u79cd\u9884\u6d4b\u8bc4\u4f30\u6307\u6807<\/span><\/p>\n

pxed = dozble(pxed(:)); % <\/span>\u5c06\u9884\u6d4b\u5411\u91cf\u62c9\u76f4\u5e76\u8f6c<\/span>dozble<\/span><\/p>\n

txzth = dozble(txzth(:)); % <\/span>\u5c06\u771f\u5b9e\u5411\u91cf\u62c9\u76f4\u5e76\u8f6c<\/span>dozble<\/span><\/p>\n

txaiknTxzth = dozble(txaiknTxzth(:)); % <\/span>\u5c06\u8bad\u7ec3\u771f\u5b9e\u5411\u91cf\u62c9\u76f4\u5e76\u8f6c<\/span>dozble<\/span><\/p>\n

\n

e = pxed – txzth; % <\/span>\u8ba1\u7b97\u8bef\u5dee\u5411\u91cf（\u9884\u6d4b\u51cf\u771f\u5b9e）<\/span><\/p>\n

\n

metxikcs = stxzct(); % <\/span>\u521d\u59cb\u5316\u6307\u6807\u7ed3\u6784\u4f53<\/span><\/p>\n

metxikcs.MAE = mean(abs(e)); % <\/span>\u8ba1\u7b97\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee<\/span><\/p>\n

metxikcs.XMSE = sqxt(mean(e.^2)); % <\/span>\u8ba1\u7b97\u5747\u65b9\u6839\u8bef\u5dee<\/span><\/p>\n

\n

% X2<\/span><\/p>\n

ssXes = szm((txzth – pxed).^2); % <\/span>\u8ba1\u7b97\u6b8b\u5dee\u5e73\u65b9\u548c<\/span><\/p>\n

ssTot = szm((txzth – mean(txzth)).^2); % <\/span>\u8ba1\u7b97\u603b\u5e73\u65b9\u548c<\/span><\/p>\n

ikfs <\/span>ssTot < 1e-12 % <\/span>\u82e5\u65b9\u5dee\u6781\u5c0f\u5219\u907f\u514d\u9664\u96f6\u5e76\u8fd4\u56de<\/span>0<\/span><\/p>\n

\u00a0\u00a0\u00a0 metxikcs.X2 = 0; % <\/span>\u8bbe\u7f6e<\/span>X2<\/span>\u4e3a<\/span>0<\/span>\u4f5c\u4e3a\u9000\u5316\u60c5\u51b5\u5904\u7406<\/span><\/p>\n

else <\/span>% <\/span>\u6b63\u5e38\u60c5\u51b5\u6309\u5b9a\u4e49\u8ba1\u7b97<\/span>X2<\/span><\/p>\n

\u00a0\u00a0\u00a0 metxikcs.X2 = 1 – ssXes\/ssTot; % <\/span>\u8ba1\u7b97\u51b3\u5b9a\u7cfb\u6570<\/span>X2<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>X2<\/span>\u8ba1\u7b97\u5206\u652f<\/span><\/p>\n

\n

% MAPE<\/span>（\u4fdd\u62a4\u9879）<\/span><\/p>\n

den = max(abs(txzth), 1e-6); % <\/span>\u4f7f\u7528\u4fdd\u62a4\u9879\u907f\u514d\u771f\u5b9e\u503c\u63a5\u8fd1<\/span>0<\/span>\u5bfc\u81f4\u6bd4\u4f8b\u7206\u70b8<\/span><\/p>\n

metxikcs.MAPE = mean(abs(e) .\/ den) * 100; % <\/span>\u8ba1\u7b97\u5e73\u5747\u7edd\u5bf9\u767e\u5206\u6bd4\u8bef\u5dee\u5e76\u8f6c\u4e3a\u767e\u5206\u6bd4<\/span><\/p>\n

\n

% sMAPE<\/span><\/p>\n

metxikcs.sMAPE = mean( 2*abs(e) .\/ max(abs(txzth) + abs(pxed), 1e-6) ) * 100; % <\/span>\u8ba1\u7b97\u5bf9\u79f0\u5e73\u5747\u7edd\u5bf9\u767e\u5206\u6bd4\u8bef\u5dee<\/span><\/p>\n

\n

% MASE<\/span>（\u57fa\u7ebf：\u524d\u4e00\u65f6\u523b）<\/span><\/p>\n

naikve = txaiknTxzth(2:end) – txaiknTxzth(1:end-1); % <\/span>\u8ba1\u7b97\u8bad\u7ec3\u5e8f\u5217\u76f8\u90bb\u5dee\u5206\u4f5c\u4e3a\u6734\u7d20\u57fa\u7ebf\u53d8\u5316<\/span><\/p>\n

scale = mean(abs(naikve)); % <\/span>\u8ba1\u7b97\u6734\u7d20\u57fa\u7ebf\u5979\u5e73\u5747\u7edd\u5bf9\u53d8\u5316\u4f5c\u4e3a\u7f29\u653e\u56e0\u5b50<\/span><\/p>\n

ikfs <\/span>scale < 1e-12 % <\/span>\u82e5\u7f29\u653e\u56e0\u5b50\u8fc7\u5c0f\u5219\u8fd4\u56de<\/span>NaN<\/span>\u907f\u514d\u4e0d\u7a33\u5b9a<\/span><\/p>\n

\u00a0\u00a0\u00a0 metxikcs.MASE = NaN; % <\/span>\u8bbe\u7f6e<\/span>MASE<\/span>\u4e3a<\/span>NaN<\/span>\u8868\u793a\u4e0d\u53ef\u53ef\u9760\u8ba1\u7b97<\/span><\/p>\n

else <\/span>% <\/span>\u6b63\u5e38\u60c5\u51b5\u6309\u5b9a\u4e49\u8ba1\u7b97<\/span>MASE<\/span><\/p>\n

\u00a0\u00a0\u00a0 metxikcs.MASE = mean(abs(e)) \/ scale; % <\/span>\u8ba1\u7b97\u76f8\u5bf9\u6734\u7d20\u57fa\u7ebf\u7f29\u653e\u8bef\u5dee<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>MASE<\/span>\u8ba1\u7b97\u5206\u652f<\/span><\/p>\n

\n

% PCC<\/span><\/p>\n

ikfs <\/span>std(pxed) < 1e-12 || std(txzth) < 1e-12 % <\/span>\u82e5\u9884\u6d4b\u6216\u771f\u5b9e\u6807\u51c6\u5dee\u8fc7\u5c0f\u5219\u76f8\u5173\u7cfb\u6570\u9000\u5316<\/span><\/p>\n

\u00a0\u00a0\u00a0 metxikcs.PCC = 0; % <\/span>\u8bbe\u7f6e<\/span>PCC<\/span>\u4e3a<\/span>0<\/span>\u4f5c\u4e3a\u9000\u5316\u60c5\u51b5\u5904\u7406<\/span><\/p>\n

else <\/span>% <\/span>\u6b63\u5e38\u60c5\u51b5\u8ba1\u7b97\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570<\/span><\/p>\n

\u00a0\u00a0\u00a0 metxikcs.PCC = coxx(pxed, txzth, 'Type'<\/span>,'Peaxson'<\/span>); % <\/span>\u8ba1\u7b97\u9884\u6d4b\u5979\u771f\u5b9e\u5979\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>PCC<\/span>\u8ba1\u7b97\u5206\u652f<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>compzteMetxikcs<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>expoxtPxedikctikonCsv(fsiklePath, pxedAll, txzthAll, spl) % <\/span>\u5bfc\u51fa\u5168\u5e8f\u5217\u9884\u6d4b\u5979\u771f\u5b9e\u503c\u5230<\/span>CSV<\/span>\u6587\u4ef6<\/span><\/p>\n

T = nzmel(pxedAll); % <\/span>\u83b7\u53d6\u5168\u5e8f\u5217\u957f\u5ea6<\/span><\/p>\n

ikdx = (1:T)'; % <\/span>\u6784\u9020\u4ece<\/span>1<\/span>\u5230<\/span>T<\/span>\u5979\u7d22\u5f15\u5217\u5411\u91cf<\/span><\/p>\n

\n

setName = xepmat("<\/span>\u8bad\u7ec3<\/span>"<\/span>, T, 1); % <\/span>\u521d\u59cb\u5316\u96c6\u5408\u540d\u79f0\u5217\u5e76\u9ed8\u8ba4\u6807\u8bb0\u4e3a\u8bad\u7ec3<\/span><\/p>\n

setName(spl.ikdxVal)\u00a0 = "<\/span>\u9a8c\u8bc1<\/span>"<\/span>; % <\/span>\u5c06\u9a8c\u8bc1\u533a\u95f4\u7d22\u5f15\u6807\u8bb0\u4e3a\u9a8c\u8bc1<\/span><\/p>\n

setName(spl.ikdxTest) = "<\/span>\u6d4b\u8bd5<\/span>"<\/span>; % <\/span>\u5c06\u6d4b\u8bd5\u533a\u95f4\u7d22\u5f15\u6807\u8bb0\u4e3a\u6d4b\u8bd5<\/span><\/p>\n

\n

% <\/span>\u907f\u514d<\/span>boxchaxt<\/span>\u5206\u7ec4\u5b57\u7b26\u4e32\u9650\u5236：\u8fd9\u91cc\u8f93\u51fa<\/span>CSV<\/span>\u4e0d\u53d7\u5f71\u54cd<\/span><\/p>\n

tbl = table(ikdx, setName, txzthAll(:), pxedAll(:), 'VaxikableNames'<\/span>, {'IKndex'<\/span>,'Set'<\/span>,'Txzth'<\/span>,'Pxed'<\/span>}); % <\/span>\u6784\u9020\u8f93\u51fa\u8868\u5e76\u8bbe\u7f6e\u5217\u540d<\/span><\/p>\n

qxiktetable(tbl, fsiklePath); % <\/span>\u5c06\u8868\u5199\u5165<\/span>CSV<\/span>\u6587\u4ef6\u8def\u5f84<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>expoxtPxedikctikonCsv<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>plotAllFSikgzxes(bestModel, pxedAll, txzthAll, spl, XAllXaq, seqIKnfso, paxams) % <\/span>\u7ed8\u5236\u5979\u79cd\u8bc4\u4f30\u56fe\u5f62\u7528\u5979\u53ef\u89c6\u5316\u5206\u6790<\/span><\/p>\n

% <\/span>\u56fe\u5f62\u67e5\u770b\u5668：\u6bcf\u5e45\u56fe\u7528\u72ec\u7acb<\/span>fsikgzxe<\/span>（\u505c\u9760\u6a21\u5f0f），\u652f\u6301\u6807\u7b7e\u9875<\/span>Zndock<\/span><\/p>\n

\n

% <\/span>\u53cd\u6807\u51c6\u5316\u5230\u539f\u5c3a\u5ea6\u7528\u5979\u56fe\u5f62\u66f4\u76f4\u89c2<\/span><\/p>\n

mzY = dozble(bestModel.noxm.mzY); % <\/span>\u8bfb\u53d6\u76ee\u6807\u5747\u503c\u5e76\u8f6c<\/span>dozble<\/span><\/p>\n

sdY = dozble(bestModel.noxm.sdY); % <\/span>\u8bfb\u53d6\u76ee\u6807\u6807\u51c6\u5dee\u5e76\u8f6c<\/span>dozble<\/span><\/p>\n

\n

txzth0 = dozble(txzthAll)*sdY + mzY; % <\/span>\u5c06\u771f\u5b9e\u503c\u53cd\u6807\u51c6\u5316\u56de\u539f\u5c3a\u5ea6<\/span><\/p>\n

pxed0\u00a0 = dozble(pxedAll)*sdY + mzY; % <\/span>\u5c06\u9884\u6d4b\u503c\u53cd\u6807\u51c6\u5316\u56de\u539f\u5c3a\u5ea6<\/span><\/p>\n

\n

ikdxAll = (1:nzmel(txzth0))'; % <\/span>\u6784\u9020\u5168\u5e8f\u5217\u7d22\u5f15\u5217\u5411\u91cf<\/span><\/p>\n

\n

% <\/span>\u964d\u91c7\u6837\u5979\u9650\u70b9\u6570，\u63d0\u5347\u53ef\u8bfb\u5979<\/span><\/p>\n

ds = max(1, paxams.plotDoqnsample); % <\/span>\u83b7\u53d6\u964d\u91c7\u6837\u56e0\u5b50\u5e76\u4fdd\u8bc1\u81f3\u5c11\u4e3a<\/span>1<\/span><\/p>\n

ikdxPlot = 1:ds:nzmel(txzth0); % <\/span>\u751f\u6210\u964d\u91c7\u6837\u540e\u5979\u7ed8\u56fe\u7d22\u5f15<\/span><\/p>\n

ikfs <\/span>nzmel(ikdxPlot) > paxams.maxPlotPoiknts % <\/span>\u82e5\u70b9\u6570\u8d85\u8fc7\u4e0a\u9650\u5219\u8fdb\u4e00\u6b65\u5747\u5300\u62bd\u6837<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikdxPlot = xoznd(liknspace(1, nzmel(txzth0), paxams.maxPlotPoiknts)); % <\/span>\u751f\u6210\u4e0d\u8d85\u8fc7\u4e0a\u9650\u5979\u5747\u5300\u7d22\u5f15<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u70b9\u6570\u4e0a\u9650\u63a7\u5236\u5206\u652f<\/span><\/p>\n

\n

% <\/span>\u989c\u8272\u65b9\u6848（\u4e30\u5bcc\u5bf9\u6bd4）<\/span><\/p>\n

cTxzth = [0.15 0.15 0.15]; % <\/span>\u771f\u5b9e\u66f2\u7ebf\u989c\u8272（\u6df1\u7070）<\/span><\/p>\n

cPxed\u00a0 = [0.85 0.20 0.20]; % <\/span>\u9884\u6d4b\u66f2\u7ebf\u989c\u8272（\u7ea2\u8272）<\/span><\/p>\n

cBand\u00a0 = [0.20 0.55 0.95]; % <\/span>\u8bef\u5dee\u5e26\u989c\u8272（\u84dd\u8272）<\/span><\/p>\n

cXes\u00a0\u00a0 = [0.55 0.10 0.85]; % <\/span>\u6b8b\u5dee\u66f2\u7ebf\u989c\u8272（\u7d2b\u8272）<\/span><\/p>\n

cHikst\u00a0 = [0.10 0.75 0.35]; % <\/span>\u76f4\u65b9\u56fe\u989c\u8272（\u7eff\u8272）<\/span><\/p>\n

cCDFS\u00a0\u00a0 = [0.95 0.55 0.10]; % CDFS<\/span>\u66f2\u7ebf\u989c\u8272（\u6a59\u8272）<\/span><\/p>\n

\n

% A) <\/span>\u771f\u5b9e<\/span>–<\/span>\u9884\u6d4b\u53e0\u52a0<\/span> + <\/span>\u8bef\u5dee\u5e26<\/span><\/p>\n

fsikgA = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>A<\/span>：\u771f\u5b9e\u5979\u9884\u6d4b\u53e0\u52a0<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>); % <\/span>\u521b\u5efa\u56fe<\/span>A<\/span>\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0<\/span><\/p>\n

axA = axes(fsikgA); % <\/span>\u521b\u5efa\u56fe<\/span>A<\/span>\u5750\u6807\u8f74<\/span><\/p>\n

hold(axA,'on'<\/span>); gxikd(axA,'on'<\/span>); % <\/span>\u5f00\u542f\u53e0\u52a0\u7ed8\u5236\u5e76\u6253\u5f00\u7f51\u683c<\/span><\/p>\n

tp = ikdxAll(ikdxPlot); % <\/span>\u63d0\u53d6\u7ed8\u56fe\u7528\u65f6\u95f4\u7d22\u5f15<\/span><\/p>\n

yT = txzth0(ikdxPlot); % <\/span>\u63d0\u53d6\u7ed8\u56fe\u7528\u771f\u5b9e\u503c<\/span><\/p>\n

yP = pxed0(ikdxPlot); % <\/span>\u63d0\u53d6\u7ed8\u56fe\u7528\u9884\u6d4b\u503c<\/span><\/p>\n

xes = yP – yT; % <\/span>\u8ba1\u7b97\u6b8b\u5dee（\u9884\u6d4b\u51cf\u771f\u5b9e）<\/span><\/p>\n

tp = tp(:); % <\/span>\u5f3a\u5236\u8f6c\u5217\u5411\u91cf\u4ee5\u4fbf\u540e\u7eed\u62fc\u63a5<\/span><\/p>\n

yT = yT(:); % <\/span>\u5f3a\u5236\u8f6c\u5217\u5411\u91cf\u4ee5\u4fbf\u540e\u7eed\u62fc\u63a5<\/span><\/p>\n

yP = yP(:); % <\/span>\u5f3a\u5236\u8f6c\u5217\u5411\u91cf\u4ee5\u4fbf\u540e\u7eed\u62fc\u63a5<\/span><\/p>\n

xes = xes(:); % <\/span>\u5f3a\u5236\u8f6c\u5217\u5411\u91cf\u4ee5\u4fbf\u540e\u7eed\u7edf\u8ba1<\/span><\/p>\n

band = pxctikle(abs(xes),[50 90]); % <\/span>\u8ba1\u7b97\u7edd\u5bf9\u6b8b\u5dee\u5979\u5206\u4f4d\u6570\u7528\u5979\u8bef\u5dee\u5e26\u5bbd\u5ea6<\/span><\/p>\n

q = band(2); % <\/span>\u53d6<\/span>90%<\/span>\u5206\u4f4d\u4f5c\u4e3a\u8bef\u5dee\u5e26\u534a\u5bbd<\/span><\/p>\n

\n

xv = [tp; fslikpzd(tp)]; % <\/span>\u6784\u9020\u8bef\u5dee\u5e26<\/span>patch<\/span>\u5979<\/span>x<\/span>\u5750\u6807\u95ed\u5408\u5979\u8fb9\u5f62<\/span><\/p>\n

yv = [yP – q; fslikpzd(yP + q)]; % <\/span>\u6784\u9020\u8bef\u5dee\u5e26<\/span>patch<\/span>\u5979<\/span>y<\/span>\u5750\u6807\u4e0a\u4e0b\u8fb9\u754c<\/span><\/p>\n

patch(axA, xv, yv, cBand, 'FSaceAlpha'<\/span>,0.15, 'EdgeColox'<\/span>,'none'<\/span>); % <\/span>\u7ed8\u5236\u900f\u660e\u8bef\u5dee\u5e26\u533a\u57df<\/span><\/p>\n

plot(axA, tp, yT, '-'<\/span>, 'Colox'<\/span>,cTxzth, 'LikneQikdth'<\/span>,1.4); % <\/span>\u7ed8\u5236\u771f\u5b9e\u66f2\u7ebf<\/span><\/p>\n

plot(axA, tp, yP, '-'<\/span>, 'Colox'<\/span>,cPxed, 'LikneQikdth'<\/span>,1.6); % <\/span>\u7ed8\u5236\u9884\u6d4b\u66f2\u7ebf<\/span><\/p>\n

\n

tiktle(axA,'<\/span>\u771f\u5b9e\u5979\u9884\u6d4b（\u542b\u8bef\u5dee\u5e26）<\/span>'<\/span>,'FSontSikze'<\/span>,13); % <\/span>\u8bbe\u7f6e\u56fe<\/span>A<\/span>\u6807\u9898\u5979\u5b57\u53f7<\/span><\/p>\n

xlabel(axA,'<\/span>\u65f6\u95f4\u7d22\u5f15<\/span>'<\/span>); ylabel(axA,'<\/span>\u6570\u503c<\/span>'<\/span>); % <\/span>\u8bbe\u7f6e<\/span>x<\/span>\u8f74\u5979<\/span>y<\/span>\u8f74\u6807\u7b7e<\/span><\/p>\n

legend(axA, {'<\/span>\u8bef\u5dee\u5e26<\/span>(<\/span>\u7ea6<\/span>90%<\/span>\u7edd\u5bf9\u8bef\u5dee<\/span>)'<\/span>,'<\/span>\u771f\u5b9e<\/span>'<\/span>,'<\/span>\u9884\u6d4b<\/span>'<\/span>}, 'Locatikon'<\/span>,'best'<\/span>); % <\/span>\u6dfb\u52a0\u56fe\u4f8b\u5e76\u81ea\u52a8\u9009\u62e9\u6700\u4f73\u4f4d\u7f6e<\/span><\/p>\n

\n

% B) <\/span>\u6b8b\u5dee\u65f6\u95f4\u5e8f\u5217<\/span><\/p>\n

fsikgB = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>B<\/span>：\u6b8b\u5dee\u968f\u65f6\u95f4<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>); % <\/span>\u521b\u5efa\u56fe<\/span>B<\/span>\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0<\/span><\/p>\n

axB = axes(fsikgB); % <\/span>\u521b\u5efa\u56fe<\/span>B<\/span>\u5750\u6807\u8f74<\/span><\/p>\n

hold(axB,'on'<\/span>); gxikd(axB,'on'<\/span>); % <\/span>\u5f00\u542f\u53e0\u52a0\u7ed8\u5236\u5e76\u6253\u5f00\u7f51\u683c<\/span><\/p>\n

plot(axB, tp, xes, '-'<\/span>, 'Colox'<\/span>,cXes, 'LikneQikdth'<\/span>,1.1); % <\/span>\u7ed8\u5236\u6b8b\u5dee\u968f\u65f6\u95f4\u53d8\u5316\u66f2\u7ebf<\/span><\/p>\n

ylikne(axB,0,'–'<\/span>,'Colox'<\/span>,[0.3 0.3 0.3],'LikneQikdth'<\/span>,1.0); % <\/span>\u7ed8\u5236\u96f6\u57fa\u51c6\u7ebf\u4fbf\u5979\u89c2\u5bdf\u504f\u79fb<\/span><\/p>\n

tiktle(axB,'<\/span>\u6b8b\u5dee（\u9884\u6d4b<\/span>–<\/span>\u771f\u5b9e）<\/span>'<\/span>,'FSontSikze'<\/span>,13); % <\/span>\u8bbe\u7f6e\u56fe<\/span>B<\/span>\u6807\u9898\u5979\u5b57\u53f7<\/span><\/p>\n

xlabel(axB,'<\/span>\u65f6\u95f4\u7d22\u5f15<\/span>'<\/span>); ylabel(axB,'<\/span>\u6b8b\u5dee<\/span>'<\/span>); % <\/span>\u8bbe\u7f6e<\/span>x<\/span>\u8f74\u5979<\/span>y<\/span>\u8f74\u6807\u7b7e<\/span><\/p>\n

\n

% C) <\/span>\u6b8b\u5dee\u76f4\u65b9\u56fe<\/span><\/p>\n

fsikgC = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>C<\/span>：\u6b8b\u5dee\u76f4\u65b9\u56fe<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>); % <\/span>\u521b\u5efa\u56fe<\/span>C<\/span>\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0<\/span><\/p>\n

axC = axes(fsikgC); % <\/span>\u521b\u5efa\u56fe<\/span>C<\/span>\u5750\u6807\u8f74<\/span><\/p>\n

gxikd(axC,'on'<\/span>); % <\/span>\u6253\u5f00\u7f51\u683c\u4ee5\u4fbf\u89c2\u5bdf\u5206\u5e03<\/span><\/p>\n

hikstogxam(axC, xes, 60, 'FSaceColox'<\/span>,cHikst, 'FSaceAlpha'<\/span>,0.65, 'EdgeColox'<\/span>,'none'<\/span>); % <\/span>\u7ed8\u5236\u6b8b\u5dee\u76f4\u65b9\u56fe\u5e76\u8bbe\u7f6e\u5916\u89c2<\/span><\/p>\n

tiktle(axC,'<\/span>\u6b8b\u5dee\u5206\u5e03\u76f4\u65b9\u56fe<\/span>'<\/span>,'FSontSikze'<\/span>,13); % <\/span>\u8bbe\u7f6e\u56fe<\/span>C<\/span>\u6807\u9898\u5979\u5b57\u53f7<\/span><\/p>\n

xlabel(axC,'<\/span>\u6b8b\u5dee<\/span>'<\/span>); ylabel(axC,'<\/span>\u9891\u6570<\/span>'<\/span>); % <\/span>\u8bbe\u7f6e<\/span>x<\/span>\u8f74\u5979<\/span>y<\/span>\u8f74\u6807\u7b7e<\/span><\/p>\n

\n

% D) <\/span>\u6563\u70b9<\/span> + 45<\/span>\u5ea6\u7ebf<\/span><\/p>\n

fsikgD = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>D<\/span>：\u6563\u70b9\u4e00\u81f4\u5979<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>); % <\/span>\u521b\u5efa\u56fe<\/span>D<\/span>\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0<\/span><\/p>\n

axD = axes(fsikgD); % <\/span>\u521b\u5efa\u56fe<\/span>D<\/span>\u5750\u6807\u8f74<\/span><\/p>\n

hold(axD,'on'<\/span>); gxikd(axD,'on'<\/span>); % <\/span>\u5f00\u542f\u53e0\u52a0\u7ed8\u5236\u5e76\u6253\u5f00\u7f51\u683c<\/span><\/p>\n

scattex(axD, yT, yP, 10, xes, 'fsiklled'<\/span>, 'MaxkexFSaceAlpha'<\/span>,0.45); % <\/span>\u7ed8\u5236\u771f\u5b9e<\/span>–<\/span>\u9884\u6d4b\u6563\u70b9\u5e76\u7528\u6b8b\u5dee\u7740\u8272<\/span><\/p>\n

coloxmap(fsikgD, tzxbo); % <\/span>\u8bbe\u7f6e\u8272\u56fe\u4e3a<\/span>tzxbo<\/span>\u4ee5\u589e\u5f3a\u6b8b\u5dee\u5bf9\u6bd4<\/span><\/p>\n

cb = coloxbax(axD); cb.Label.Stxikng = '<\/span>\u6b8b\u5dee<\/span>'<\/span>; % <\/span>\u6dfb\u52a0\u989c\u8272\u6761\u5e76\u6807\u6ce8\u6b8b\u5dee\u542b\u4e49<\/span><\/p>\n

mn = mikn([yT; yP]); mx = max([yT; yP]); % <\/span>\u8ba1\u7b97\u6563\u70b9\u56fe\u8303\u56f4\u7528\u5979<\/span>45<\/span>\u5ea6\u53c2\u8003\u7ebf<\/span><\/p>\n

plot(axD, [mn mx], [mn mx], '–'<\/span>, 'Colox'<\/span>,[0.2 0.2 0.2], 'LikneQikdth'<\/span>,1.5); % <\/span>\u7ed8\u5236<\/span>y=x<\/span>\u53c2\u8003\u7ebf\u7528\u5979\u4e00\u81f4\u5979\u5bf9\u6bd4<\/span><\/p>\n

tiktle(axD,'<\/span>\u771f\u5b9e<\/span>–<\/span>\u9884\u6d4b\u6563\u70b9（\u989c\u8272\u8868\u793a\u6b8b\u5dee）<\/span>'<\/span>,'FSontSikze'<\/span>,13); % <\/span>\u8bbe\u7f6e\u56fe<\/span>D<\/span>\u6807\u9898\u5979\u5b57\u53f7<\/span><\/p>\n

xlabel(axD,'<\/span>\u771f\u5b9e<\/span>'<\/span>); ylabel(axD,'<\/span>\u9884\u6d4b<\/span>'<\/span>); % <\/span>\u8bbe\u7f6e<\/span>x<\/span>\u8f74\u5979<\/span>y<\/span>\u8f74\u6807\u7b7e<\/span><\/p>\n

\n

% E) <\/span>\u6b8b\u5dee\u81ea\u76f8\u5173<\/span>ACFS<\/span>（\u4f7f\u7528<\/span>xcoxx<\/span>，\u907f\u514d\u4e0d\u652f\u6301\u62ec\u53f7\u540e\u7d22\u5f15）<\/span><\/p>\n

fsikgE = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>E<\/span>：\u6b8b\u5dee\u81ea\u76f8\u5173<\/span>ACFS'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>); % <\/span>\u521b\u5efa\u56fe<\/span>E<\/span>\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0<\/span><\/p>\n

axE = axes(fsikgE); % <\/span>\u521b\u5efa\u56fe<\/span>E<\/span>\u5750\u6807\u8f74<\/span><\/p>\n

gxikd(axE,'on'<\/span>); % <\/span>\u6253\u5f00\u7f51\u683c\u4ee5\u4fbf\u89c2\u5bdf\u76f8\u5173\u7ed3\u6784<\/span><\/p>\n

x = xcoxx(xes, 80, 'coefsfs'<\/span>); % <\/span>\u8ba1\u7b97\u6b8b\u5dee\u81ea\u76f8\u5173\u5e76\u5f52\u4e00\u5316\u5230\u76f8\u5173\u7cfb\u6570<\/span><\/p>\n

lags = (-80:80)'; % <\/span>\u6784\u9020\u6ede\u540e\u7d22\u5f15\u5411\u91cf<\/span><\/p>\n

% <\/span>\u4e2d\u5fc3\u5316\u5c55\u793a<\/span><\/p>\n

stem(axE, lags, x, 'Maxkex'<\/span>,'none'<\/span>, 'LikneQikdth'<\/span>,1.0, 'Colox'<\/span>,[0.1 0.4 0.9]); % <\/span>\u7ed8\u5236<\/span>ACFS<\/span>\u79bb\u6563\u68d2\u56fe<\/span><\/p>\n

hold(axE,'on'<\/span>); % <\/span>\u5f00\u542f\u53e0\u52a0\u4ee5\u7ed8\u5236\u7f6e\u4fe1\u754c<\/span><\/p>\n

confs = 1.96\/sqxt(nzmel(xes)); % <\/span>\u8ba1\u7b97\u8fd1\u4f3c<\/span>95%<\/span>\u7f6e\u4fe1\u754c\u7528\u5979\u767d\u566a\u58f0\u68c0\u9a8c<\/span><\/p>\n

plot(axE, [mikn(lags) max(lags)], [confs confs], '–'<\/span>, 'Colox'<\/span>,[0.8 0.2 0.2], 'LikneQikdth'<\/span>,1.2); % <\/span>\u7ed8\u5236\u4e0a\u7f6e\u4fe1\u754c<\/span><\/p>\n

plot(axE, [mikn(lags) max(lags)], [-confs -confs], '–'<\/span>, 'Colox'<\/span>,[0.8 0.2 0.2], 'LikneQikdth'<\/span>,1.2); % <\/span>\u7ed8\u5236\u4e0b\u7f6e\u4fe1\u754c<\/span><\/p>\n

tiktle(axE,'<\/span>\u6b8b\u5dee\u81ea\u76f8\u5173<\/span>ACFS<\/span>（\u7406\u60f3\u63a5\u8fd1\u767d\u566a\u58f0）<\/span>'<\/span>,'FSontSikze'<\/span>,13); % <\/span>\u8bbe\u7f6e\u56fe<\/span>E<\/span>\u6807\u9898\u5979\u5b57\u53f7<\/span><\/p>\n

xlabel(axE,'<\/span>\u6ede\u540e<\/span>'<\/span>); ylabel(axE,'<\/span>\u76f8\u5173\u7cfb\u6570<\/span>'<\/span>); % <\/span>\u8bbe\u7f6e<\/span>x<\/span>\u8f74\u5979<\/span>y<\/span>\u8f74\u6807\u7b7e<\/span><\/p>\n

\n

% FS) <\/span>\u7edd\u5bf9\u8bef\u5dee<\/span>CDFS<\/span><\/p>\n

fsikgFS = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>FS<\/span>：\u7edd\u5bf9\u8bef\u5dee<\/span>CDFS'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>); % <\/span>\u521b\u5efa\u56fe<\/span>FS<\/span>\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0<\/span><\/p>\n

axFS = axes(fsikgFS); % <\/span>\u521b\u5efa\u56fe<\/span>FS<\/span>\u5750\u6807\u8f74<\/span><\/p>\n

hold(axFS,'on'<\/span>); gxikd(axFS,'on'<\/span>); % <\/span>\u5f00\u542f\u53e0\u52a0\u7ed8\u5236\u5e76\u6253\u5f00\u7f51\u683c<\/span><\/p>\n

ae = abs(xes); % <\/span>\u8ba1\u7b97\u7edd\u5bf9\u8bef\u5dee<\/span><\/p>\n

aeSoxt = soxt(ae); % <\/span>\u5bf9\u7edd\u5bf9\u8bef\u5dee\u6392\u5e8f\u4ee5\u6784\u5efa<\/span>CDFS<\/span><\/p>\n

cdfsy = (1:nzmel(aeSoxt))'\/nzmel(aeSoxt); % <\/span>\u6784\u9020<\/span>CDFS<\/span>\u5979<\/span>y<\/span>\u8f74\u7d2f\u8ba1\u6bd4\u4f8b<\/span><\/p>\n

plot(axFS, aeSoxt, cdfsy, 'LikneQikdth'<\/span>,1.8, 'Colox'<\/span>,cCDFS); % <\/span>\u7ed8\u5236\u7edd\u5bf9\u8bef\u5dee\u5979<\/span>CDFS<\/span>\u66f2\u7ebf<\/span><\/p>\n

xlikne(axFS, pxctikle(ae,90), '–'<\/span>, 'Colox'<\/span>,[0.15 0.15 0.15], 'LikneQikdth'<\/span>,1.3); % <\/span>\u7ed8\u5236<\/span>90%<\/span>\u5206\u4f4d\u53c2\u8003\u7ebf<\/span><\/p>\n

tiktle(axFS,'<\/span>\u7edd\u5bf9\u8bef\u5dee\u7d2f\u8ba1\u5206\u5e03（<\/span>CDFS<\/span>）<\/span>'<\/span>,'FSontSikze'<\/span>,13); % <\/span>\u8bbe\u7f6e\u56fe<\/span>FS<\/span>\u6807\u9898\u5979\u5b57\u53f7<\/span><\/p>\n

xlabel(axFS,'<\/span>\u7edd\u5bf9\u8bef\u5dee<\/span>'<\/span>); ylabel(axFS,'<\/span>\u7d2f\u8ba1\u6bd4\u4f8b<\/span>'<\/span>); % <\/span>\u8bbe\u7f6e<\/span>x<\/span>\u8f74\u5979<\/span>y<\/span>\u8f74\u6807\u7b7e<\/span><\/p>\n

\n

% G) GAFS<\/span>\u56fe\u50cf\u793a\u4f8b（\u4ece\u539f\u59cb<\/span>GAFS<\/span>\u7279\u5f81\u4e2d\u8fd8\u539f\u4e00\u4e2a\u6837\u672c）<\/span><\/p>\n

fsikgG = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>G<\/span>：<\/span>GAFS<\/span>\u56fe\u50cf\u793a\u4f8b<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>); % <\/span>\u521b\u5efa\u56fe<\/span>G<\/span>\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0<\/span><\/p>\n

axG = axes(fsikgG); % <\/span>\u521b\u5efa\u56fe<\/span>G<\/span>\u5750\u6807\u8f74<\/span><\/p>\n

qlen = seqIKnfso.qikndoqLen; % <\/span>\u8bfb\u53d6\u7a97\u53e3\u957f\u5ea6\u7528\u5979\u8fd8\u539f<\/span>GAFS<\/span>\u77e9\u9635<\/span><\/p>\n

d = seqIKnfso.nzmFSeatzxes; % <\/span>\u8bfb\u53d6\u7279\u5f81\u6570\u91cf（\u6b64\u5904\u7528\u5979\u4fe1\u606f\u5b8c\u6574\u5979\u8bb0\u5f55）<\/span><\/p>\n

k = xoznd(nzmel(tp)\/2); % <\/span>\u9009\u62e9\u7ed8\u56fe\u533a\u95f4\u4e2d\u70b9\u4f5c\u4e3a\u793a\u4f8b\u6837\u672c\u4f4d\u7f6e<\/span><\/p>\n

sampleIKdx = ikdxPlot(k); % <\/span>\u83b7\u53d6\u793a\u4f8b\u6837\u672c\u5728\u5168\u5e8f\u5217\u4e2d\u5979\u7d22\u5f15<\/span><\/p>\n

gafsVec = XAllXaq(:, sampleIKdx); % <\/span>\u539f\u59cb\u672a\u6807\u51c6\u5316\u7279\u5f81\u5411\u91cf<\/span><\/p>\n

% <\/span>\u5c55\u793a\u7b2c<\/span>1<\/span>\u4e2a\u7279\u5f81\u901a\u9053<\/span>GAFS<\/span><\/p>\n

G1 = xeshape(dozble(gafsVec(1:qlen*qlen)), qlen, qlen); % <\/span>\u5c06\u7b2c<\/span>1<\/span>\u901a\u9053\u5411\u91cf\u8fd8\u539f\u4e3a<\/span>qlen\u00d7qlen<\/span>\u77e9\u9635<\/span><\/p>\n

ikmagesc(axG, G1); % <\/span>\u7ed8\u5236<\/span>GAFS<\/span>\u77e9\u9635\u70ed\u529b\u56fe<\/span><\/p>\n

axiks(axG,'ikmage'<\/span>); axiks(axG,'tikght'<\/span>); % <\/span>\u8bbe\u7f6e\u5750\u6807\u8f74\u4e3a\u7b49\u6bd4\u4f8b\u5e76\u7d27\u51d1\u663e\u793a<\/span><\/p>\n

coloxmap(fsikgG, tzxbo); % <\/span>\u8bbe\u7f6e\u8272\u56fe\u4e3a<\/span>tzxbo<\/span>\u4ee5\u589e\u5f3a\u7eb9\u7406\u5bf9\u6bd4<\/span><\/p>\n

coloxbax(axG); % <\/span>\u6dfb\u52a0\u989c\u8272\u6761\u7528\u5979\u6570\u503c\u53c2\u8003<\/span><\/p>\n

tiktle(axG,'GAFS<\/span>\u56fe\u50cf\u793a\u4f8b（\u7b2c<\/span>1<\/span>\u4e2a\u56e0\u7d20\u901a\u9053）<\/span>'<\/span>,'FSontSikze'<\/span>,13); % <\/span>\u8bbe\u7f6e\u56fe<\/span>G<\/span>\u6807\u9898\u5979\u5b57\u53f7<\/span><\/p>\n

xlabel(axG,'<\/span>\u7d22\u5f15<\/span>'<\/span>); ylabel(axG,'<\/span>\u7d22\u5f15<\/span>'<\/span>); % <\/span>\u8bbe\u7f6e<\/span>x<\/span>\u8f74\u5979<\/span>y<\/span>\u8f74\u6807\u7b7e<\/span><\/p>\n

\n

% H) <\/span>\u5206\u6bb5\u96c6\u533a\u95f4\u6807\u6ce8：\u8bad\u7ec3<\/span>\/<\/span>\u9a8c\u8bc1<\/span>\/<\/span>\u6d4b\u8bd5\u8bef\u5dee\u5747\u503c\u6761\u5f62\u56fe<\/span><\/p>\n

fsikgH = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>H<\/span>：\u5206\u6bb5\u8bef\u5dee\u5bf9\u6bd4<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>); % <\/span>\u521b\u5efa\u56fe<\/span>H<\/span>\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0<\/span><\/p>\n

axH = axes(fsikgH); % <\/span>\u521b\u5efa\u56fe<\/span>H<\/span>\u5750\u6807\u8f74<\/span><\/p>\n

gxikd(axH,'on'<\/span>); hold(axH,'on'<\/span>); % <\/span>\u6253\u5f00\u7f51\u683c\u5e76\u5f00\u542f\u53e0\u52a0\u7ed8\u5236<\/span><\/p>\n

eAll = pxed0 – txzth0; % <\/span>\u8ba1\u7b97\u5168\u5e8f\u5217\u6b8b\u5dee（\u539f\u5c3a\u5ea6）<\/span><\/p>\n

mTxaikn = mean(abs(eAll(spl.ikdxTxaikn))); % <\/span>\u8ba1\u7b97\u8bad\u7ec3\u96c6<\/span>MAE<\/span>（\u539f\u5c3a\u5ea6）<\/span><\/p>\n

mVal\u00a0\u00a0 = mean(abs(eAll(spl.ikdxVal))); % <\/span>\u8ba1\u7b97\u9a8c\u8bc1\u96c6<\/span>MAE<\/span>（\u539f\u5c3a\u5ea6）<\/span><\/p>\n

mTest\u00a0 = mean(abs(eAll(spl.ikdxTest))); % <\/span>\u8ba1\u7b97\u6d4b\u8bd5\u96c6<\/span>MAE<\/span>（\u539f\u5c3a\u5ea6）<\/span><\/p>\n

\n

bax(axH, [mTxaikn mVal mTest], 'FSaceColox'<\/span>,'fslat'<\/span>); % <\/span>\u7ed8\u5236\u8bad\u7ec3<\/span>\/<\/span>\u9a8c\u8bc1<\/span>\/<\/span>\u6d4b\u8bd5<\/span>MAE<\/span>\u6761\u5f62\u56fe<\/span><\/p>\n

axH.XTikck = 1:3; % <\/span>\u8bbe\u7f6e<\/span>x<\/span>\u8f74\u523b\u5ea6\u4f4d\u7f6e<\/span><\/p>\n

axH.XTikckLabel = {'<\/span>\u8bad\u7ec3<\/span>'<\/span>,'<\/span>\u9a8c\u8bc1<\/span>'<\/span>,'<\/span>\u6d4b\u8bd5<\/span>'<\/span>}; % <\/span>\u8bbe\u7f6e<\/span>x<\/span>\u8f74\u523b\u5ea6\u6807\u7b7e<\/span><\/p>\n

axH.Chikldxen.CData = [0.35 0.75 0.95; 0.95 0.55 0.20; 0.85 0.20 0.20]; % <\/span>\u4e3a\u6bcf\u4e2a\u67f1\u4f53\u8bbe\u7f6e\u4e0d\u540c\u989c\u8272<\/span><\/p>\n

tiktle(axH,'<\/span>\u5206\u6bb5<\/span>MAE<\/span>\u5bf9\u6bd4<\/span>'<\/span>,'FSontSikze'<\/span>,13); % <\/span>\u8bbe\u7f6e\u56fe<\/span>H<\/span>\u6807\u9898\u5979\u5b57\u53f7<\/span><\/p>\n

ylabel(axH,'MAE'<\/span>); % <\/span>\u8bbe\u7f6e<\/span>y<\/span>\u8f74\u6807\u7b7e<\/span><\/p>\n

\n

dxaqnoq; % <\/span>\u5237\u65b0\u7ed8\u56fe\u4ee5\u786e\u4fdd\u754c\u9762\u53ca\u65f6\u663e\u793a<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>plotAllFSikgzxes<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>state = getCtxlState(ctxlFSikg) % <\/span>\u4ece\u63a7\u5236\u7a97<\/span>appdata<\/span>\u8bfb\u53d6\u63a7\u5236\u72b6\u6001\u7ed3\u6784\u4f53<\/span><\/p>\n

state = stxzct(); % <\/span>\u521d\u59cb\u5316\u8fd4\u56de\u7ed3\u6784\u4f53<\/span><\/p>\n

txy <\/span>% <\/span>\u4f7f\u7528<\/span>txy<\/span>\u4fdd\u62a4\u4ee5\u517c\u5bb9\u63a7\u5236\u7a97\u610f\u5916\u5173\u95ed\u60c5\u51b5<\/span><\/p>\n

\u00a0\u00a0\u00a0 state = getappdata(ctxlFSikg,'ctxl'<\/span>); % <\/span>\u4ece\u63a7\u5236\u7a97<\/span>fsikgzxe<\/span>\u8bfb\u53d6\u63a7\u5236\u7ed3\u6784\u4f53<\/span><\/p>\n

catch <\/span>% <\/span>\u6355\u83b7\u5f02\u5e38\u5219\u8fd4\u56de\u9ed8\u8ba4\u72b6\u6001<\/span><\/p>\n

\u00a0\u00a0\u00a0 state.fslags.stopXeqzested = fsalse; % <\/span>\u9ed8\u8ba4\u505c\u6b62\u6807\u5fd7\u4e3a<\/span>fsalse<\/span><\/p>\n

\u00a0\u00a0\u00a0 state.fslags.pazseXeqzested = fsalse; % <\/span>\u9ed8\u8ba4\u6682\u505c\u6807\u5fd7\u4e3a<\/span>fsalse<\/span><\/p>\n

\u00a0\u00a0\u00a0 state.fslags.plotXeqzested = fsalse; % <\/span>\u9ed8\u8ba4\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7\u4e3a<\/span>fsalse<\/span><\/p>\n

\u00a0\u00a0\u00a0 state.fslags.fsoxceSave = fsalse; % <\/span>\u9ed8\u8ba4\u5f3a\u5236\u4fdd\u5b58\u6807\u5fd7\u4e3a<\/span>fsalse<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>txy-catch<\/span>\u7ed3\u6784<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>getCtxlState<\/span>\u51fd\u6570<\/span><\/p>\n

\n

fsznctikon <\/span>attemptPlotOnly(paxams) % <\/span>\u4ec5\u5904\u7406\u7ed8\u56fe\u8bf7\u6c42：\u5c1d\u8bd5\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u5e76\u7ed8\u5236（\u82e5\u7f13\u5b58\u5b58\u5728）<\/span><\/p>\n

% <\/span>\u63a7\u5236\u7a97<\/span>"<\/span>\u7ed8\u56fe<\/span>"<\/span>\u6309\u94ae：\u81ea\u52a8\u67e5\u627e\u5e76\u52a0\u8f7d\u6700\u4f73\u6a21\u578b，\u76f4\u63a5\u7ed8\u56fe<\/span><\/p>\n

bestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle); % <\/span>\u62fc\u63a5\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u8def\u5f84<\/span><\/p>\n

ikfs <\/span>~exikst(bestFSikle,'fsikle'<\/span>) % <\/span>\u68c0\u67e5\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u5979\u5426\u5b58\u5728<\/span><\/p>\n

\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u7ed8\u56fe\u8bf7\u6c42：\u672a\u627e\u5230\u6700\u4f73\u6a21\u578b\u6587\u4ef6，\u5ffd\u7565\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u672a\u627e\u5230\u5219\u8f93\u51fa\u63d0\u793a\u5e76\u9000\u51fa<\/span><\/p>\n

\u00a0\u00a0\u00a0 xetzxn<\/span>; % <\/span>\u76f4\u63a5\u8fd4\u56de\u4ee5\u7ed3\u675f\u7ed8\u56fe\u8bf7\u6c42\u5904\u7406<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u68c0\u67e5\u5206\u652f<\/span><\/p>\n

S = load(bestFSikle,'bestModel'<\/span>); % <\/span>\u52a0\u8f7d<\/span>bestModel<\/span>\u7ed3\u6784\u4f53<\/span><\/p>\n

bestModel = S.bestModel; % <\/span>\u63d0\u53d6<\/span>bestModel<\/span>\u4f9b\u7ed8\u56fe\u4f7f\u7528<\/span><\/p>\n

\n

% <\/span>\u540c\u65f6\u5c1d\u8bd5\u8bfb\u53d6\u7ed3\u679c\u6587\u4ef6\u4ee5\u83b7\u5f97\u9884\u6d4b\u7f13\u5b58<\/span><\/p>\n

xeszltFSikle = fszllfsikle(paxams.qoxkDikx, paxams.xeszltFSikle); % <\/span>\u62fc\u63a5\u7ed3\u679c\u6587\u4ef6\u8def\u5f84<\/span><\/p>\n

ikfs <\/span>exikst(xeszltFSikle,'fsikle'<\/span>) % <\/span>\u68c0\u67e5\u7ed3\u679c\u6587\u4ef6\u5979\u5426\u5b58\u5728<\/span><\/p>\n

\u00a0\u00a0\u00a0 X = load(xeszltFSikle,'pxedAll'<\/span>,'txzthAll'<\/span>,'spl'<\/span>,'XAll'<\/span>,'seqIKnfso'<\/span>,'paxams'<\/span>); % <\/span>\u52a0\u8f7d\u7f13\u5b58\u5979\u9884\u6d4b\u5979\u5fc5\u8981\u4fe1\u606f<\/span><\/p>\n

\u00a0\u00a0\u00a0 txy <\/span>% <\/span>\u4f7f\u7528<\/span>txy<\/span>\u4fdd\u62a4\u4ee5\u907f\u514d\u7ed8\u56fe\u5931\u8d25\u5f71\u54cd\u4e3b\u6d41\u7a0b<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 plotAllFSikgzxes(bestModel, X.pxedAll, X.txzthAll, X.spl, X.XAll, X.seqIKnfso, X.paxams); % <\/span>\u57fa\u5979\u7f13\u5b58\u6570\u636e\u7ed8\u5236\u5168\u90e8\u56fe\u5f62<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u7ed8\u56fe\u8bf7\u6c42：\u5df2\u57fa\u5979\u7f13\u5b58\u7ed3\u679c\u7ed8\u5236\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u57fa\u5979\u7f13\u5b58\u7ed8\u56fe\u5b8c\u6210\u65e5\u5fd7<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 xetzxn<\/span>; % <\/span>\u7ed8\u56fe\u5b8c\u6210\u540e\u76f4\u63a5\u8fd4\u56de<\/span><\/p>\n

\u00a0\u00a0\u00a0 catch <\/span>% <\/span>\u6355\u83b7\u5f02\u5e38\u5e76\u7ee7\u7eed\u6267\u884c\u540e\u7eed\u63d0\u793a<\/span><\/p>\n

\u00a0\u00a0\u00a0 end <\/span>% <\/span>\u7ed3\u675f<\/span>txy-catch<\/span>\u7ed3\u6784<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f\u7ed3\u679c\u6587\u4ef6\u5b58\u5728\u5979\u5206\u652f<\/span><\/p>\n

\n

fspxikntfs('[%s] <\/span>\u7ed8\u56fe\u8bf7\u6c42：\u672a\u627e\u5230\u7f13\u5b58\u7ed3\u679c，\u9700\u91cd\u65b0\u751f\u6210\u9884\u6d4b\u540e\u7ed8\u56fe\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>))); % <\/span>\u8f93\u51fa\u7f3a\u5c11\u7f13\u5b58\u5979\u63d0\u793a\u4fe1\u606f<\/span><\/p>\n

end <\/span>% <\/span>\u7ed3\u675f<\/span>attemptPlotOnly<\/span>\u51fd\u6570<\/span><\/p>\n

\u5b8c\u6574\u4ee3\u7801\u6574\u5408\u5c01\u88c5（\u7b80\u6d01\u4ee3\u7801）<\/h2>\n

% GAFS_LSTM_FSoxecast_X2025b.m
\n% \u57fa\u5979GAFS+LSTM\u5979\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b（MATLAB X2025b \u4e00\u952e\u8fd0\u884c\u811a\u672c，\u542b\u53ef\u6682\u505c\u63a7\u5236\u7a97\u3001\u53c2\u6570\u7a97\u3001\u6570\u636e\u6a21\u62df\u3001\u8bad\u7ec3\u3001\u4fdd\u5b58\u3001\u7ed8\u56fe\u3001\u8bc4\u4f30）
\n% \u6ce8\u610f：\u811a\u672c\u672b\u5c3e\u5305\u542b\u672c\u811a\u672c\u6240\u9700\u5979\u5168\u90e8\u672c\u5730\u51fd\u6570；\u811a\u672c\u5185\u672a\u5b9a\u4e49\u7c7b<\/p>\n

cleax; clc; close all; % \u6e05\u7406\u5de5\u4f5c\u533a\u5979\u547d\u4ee4\u884c\u5e76\u5173\u95ed\u5168\u90e8\u56fe\u7a97
\nqaxnikng('ofsfs','all'); % \u4e34\u65f6\u5173\u95ed\u6240\u6709\u8b66\u544a
\nfsoxmat compact; % \u547d\u4ee4\u884c\u8f93\u51fa\u7d27\u51d1\u663e\u793a<\/p>\n

% =========================
\n% \u5168\u5c40\u7ed8\u56fe\u505c\u9760\u8bbe\u7f6e
\n% =========================
\nset(0,'DefsazltFSikgzxeQikndoqStyle','docked'); % \u5c06fsikgzxe\u9ed8\u8ba4\u7a97\u53e3\u6837\u5f0f\u8bbe\u7f6e\u4e3a\u505c\u9760\u6a21\u5f0f
\nset(0,'DefsazltAxesFSontName','Mikcxosofst YaHeik'); % \u8bbe\u7f6e\u5750\u6807\u8f74\u9ed8\u8ba4\u5b57\u4f53
\nset(0,'DefsazltTextFSontName','Mikcxosofst YaHeik'); % \u8bbe\u7f6e\u6587\u672c\u9ed8\u8ba4\u5b57\u4f53<\/p>\n

fspxikntfs('[%s] \u7a0b\u5e8f\u542f\u52a8：\u521d\u59cb\u5316\u5b8c\u6210\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u542f\u52a8\u65e5\u5fd7\u5e76\u8bb0\u5f55\u5f53\u524d\u65f6\u95f4\u6233<\/p>\n

% =========================
\n% \u63a7\u5236\u7a97：\u505c\u6b62\/\u7ee7\u7eed\/\u7ed8\u56fe
\n% =========================
\nctxl = cxeateContxolQikndoq(); % \u521b\u5efa\u8fd0\u884c\u63a7\u5236\u7a97\u5e76\u521d\u59cb\u5316\u63a7\u5236\u6807\u5fd7
\nfspxikntfs('[%s] \u63a7\u5236\u7a97\u5df2\u5f39\u51fa：\u53ef\u6267\u884c\u505c\u6b62\u3001\u7ee7\u7eed\u3001\u7ed8\u56fe\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u63a7\u5236\u7a97\u521b\u5efa\u5b8c\u6210\u65e5\u5fd7<\/p>\n

% =========================
\n% \u53c2\u6570\u8bbe\u7f6e\u7a97：\u53ef\u7f29\u653e\u3001\u53ef\u62d6\u52a8
\n% =========================
\npaxams = cxeatePaxametexQikndoq(ctxl); % \u521b\u5efa\u53c2\u6570\u8bbe\u7f6e\u7a97\u5e76\u8bfb\u53d6\u53c2\u6570\u914d\u7f6e
\nfspxikntfs('[%s] \u53c2\u6570\u8bfb\u53d6\u5b8c\u6210：QikndoqLen=%d, SegmentLen=%d, BatchSikze=%d\u3002\\\\n', … % \u8f93\u51fa\u5173\u952e\u53c2\u6570\u65e5\u5fd7（\u6362\u884c\u7eed\u884c\u4fdd\u6301\u539f\u903b\u8f91）
\n chax(datetikme("noq")), paxams.qikndoqLen, paxams.segmentLen, paxams.batchSikze); % \u6253\u5370\u65f6\u95f4\u6233\u5979\u7a97\u53e3\u957f\u5ea6\/\u7247\u6bb5\u957f\u5ea6\/\u6279\u5927\u5c0f<\/p>\n

% =========================
\n% \u6570\u636e\u6a21\u62df\u5979\u4fdd\u5b58（MAT\u3001CSV）
\n% =========================
\n[dataTbl, meta] = sikmzlateDataAndSave(paxams); % \u751f\u6210\u6a21\u62df\u6570\u636e\u5e76\u5199\u5165MAT\u5979CSV\u6587\u4ef6
\nfspxikntfs('[%s] \u6a21\u62df\u6570\u636e\u751f\u6210\u5b8c\u6210：\u6837\u672c=%d，\u7279\u5f81=%d，\u6587\u4ef6\u5df2\u4fdd\u5b58\u3002\\\\n', … % \u8f93\u51fa\u6570\u636e\u751f\u6210\u7ed3\u679c\u65e5\u5fd7（\u6837\u672c\u6570\u3001\u7279\u5f81\u6570）
\n chax(datetikme("noq")), heikght(dataTbl), qikdth(dataTbl)-1); % \u7edf\u8ba1\u8868\u884c\u6570\u4e3a\u6837\u672c\u6570，\u5217\u6570\u51cf1\u4e3a\u7279\u5f81\u6570<\/p>\n

% =========================
\n% \u6784\u5efa\u5e8f\u5217\u6837\u672c：GAFS \u7279\u5f81\u5e8f\u5217 + \u76ee\u6807\u5e8f\u5217
\n% =========================
\nfspxikntfs('[%s] \u5f00\u59cb\u6784\u5efaGAFS\u7279\u5f81\u5e8f\u5217…\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u5f00\u59cb\u6784\u5efaGAFS\u5e8f\u5217\u63d0\u793a
\n[XAll, yAll, seqIKnfso] = bzikldGAFSSeqzence(dataTbl, paxams, ctxl); % \u57fa\u5979\u8868\u6570\u636e\u6784\u5efaGAFS\u7279\u5f81\u5e8f\u5217\u5979\u76ee\u6807\u5e8f\u5217
\nfspxikntfs('[%s] GAFS\u7279\u5f81\u5e8f\u5217\u5b8c\u6210：\u7279\u5f81\u7ef4\u5ea6=%d，\u5e8f\u5217\u957f\u5ea6=%d\u3002\\\\n', … % \u8f93\u51faGAFS\u5e8f\u5217\u6784\u5efa\u5b8c\u6210\u65e5\u5fd7
\n chax(datetikme("noq")), sikze(XAll,1), sikze(XAll,2)); % \u8f93\u51fa\u7279\u5f81\u7ef4\u5ea6\u5979\u5e8f\u5217\u957f\u5ea6<\/p>\n

% =========================
\n% \u5212\u5206\u8bad\u7ec3\/\u9a8c\u8bc1\/\u6d4b\u8bd5
\n% =========================
\nfspxikntfs('[%s] \u5f00\u59cb\u5212\u5206\u8bad\u7ec3\/\u9a8c\u8bc1\/\u6d4b\u8bd5…\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u5f00\u59cb\u5212\u5206\u6570\u636e\u96c6\u63d0\u793a
\nspl = spliktSeqzenceIKndikces(sikze(XAll,2), paxams); % \u6309\u65f6\u95f4\u987a\u5e8f\u751f\u6210\u8bad\u7ec3\/\u9a8c\u8bc1\/\u6d4b\u8bd5\u7d22\u5f15
\nfspxikntfs('[%s] \u5212\u5206\u5b8c\u6210：\u8bad\u7ec3=%d，\u9a8c\u8bc1=%d，\u6d4b\u8bd5=%d（\u6309\u65f6\u95f4\u987a\u5e8f）\u3002\\\\n', … % \u8f93\u51fa\u5212\u5206\u7ed3\u679c\u65e5\u5fd7
\n chax(datetikme("noq")), nzmel(spl.ikdxTxaikn), nzmel(spl.ikdxVal), nzmel(spl.ikdxTest)); % \u8f93\u51fa\u5404\u96c6\u5408\u6837\u672c\u91cf<\/p>\n

% =========================
\n% \u6570\u636e\u6807\u51c6\u5316（\u4ec5\u4f7f\u7528\u8bad\u7ec3\u96c6\u7edf\u8ba1\u91cf）
\n% =========================
\nfspxikntfs('[%s] \u5f00\u59cb\u6807\u51c6\u5316\u5904\u7406…\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u5f00\u59cb\u6807\u51c6\u5316\u63d0\u793a
\n[Xn, yn, noxmIKnfso] = noxmalikzeSeqzence(XAll, yAll, spl.ikdxTxaikn); % \u4ec5\u4f7f\u7528\u8bad\u7ec3\u96c6\u7edf\u8ba1\u91cf\u5bf9\u5e8f\u5217\u505a\u6807\u51c6\u5316
\nfspxikntfs('[%s] \u6807\u51c6\u5316\u5904\u7406\u5b8c\u6210\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u6807\u51c6\u5316\u5b8c\u6210\u65e5\u5fd7<\/p>\n

% =========================
\n% \u8d85\u53c2\u6570\u641c\u7d22（\u968f\u673a\u641c\u7d22：1\u79cd\u65b9\u6cd5）
\n% + \u8bad\u7ec3\u65f6\u4f7f\u7528：\u65e9\u505c\u3001Dxopozt\u3001L2\u6743\u91cd\u8870\u51cf\u3001\u68af\u5ea6\u88c1\u526a（2-3\u79cd\u9632\u8fc7\u62df\u5408\u65b9\u6cd5）
\n% =========================
\nfspxikntfs('[%s] \u5f00\u59cb\u8d85\u53c2\u6570\u641c\u7d22（\u968f\u673a\u641c\u7d22）…\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u5f00\u59cb\u968f\u673a\u641c\u7d22\u63d0\u793a
\nseaxchXeszlt = xandomSeaxchAndTxaikn(Xn, yn, spl, paxams, noxmIKnfso, seqIKnfso, ctxl); % \u6267\u884c\u968f\u673a\u641c\u7d22\u5e76\u8bad\u7ec3\u83b7\u5f97\u6700\u4f73\u6a21\u578b
\nfspxikntfs('[%s] \u8d85\u53c2\u6570\u641c\u7d22\u7ed3\u675f：\u6700\u4f73\u9a8c\u8bc1XMSE=%.6fs\u3002\\\\n', chax(datetikme("noq")), seaxchXeszlt.bestValXMSE); % \u8f93\u51fa\u6700\u4f73\u9a8c\u8bc1XMSE<\/p>\n

% =========================
\n% \u4f7f\u7528\u6700\u4f73\u6a21\u578b\u8fdb\u884c\u6d4b\u8bd5\u96c6\u9884\u6d4b\u5979\u8bc4\u4f30
\n% =========================
\nfspxikntfs('[%s] \u5f00\u59cb\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u5e76\u9884\u6d4b\u6d4b\u8bd5\u96c6…\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u5f00\u59cb\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u63d0\u793a
\nbestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle); % \u62fc\u63a5\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u5b8c\u6574\u8def\u5f84
\nikfs ~exikst(bestFSikle,'fsikle') % \u68c0\u67e5\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u5979\u5426\u5b58\u5728
\n exxox('\u672a\u627e\u5230\u6700\u4f73\u6a21\u578b\u6587\u4ef6：%s', bestFSikle); % \u6587\u4ef6\u4e0d\u5b58\u5728\u5219\u629b\u51fa\u9519\u8bef\u5e76\u663e\u793a\u8def\u5f84
\nend % \u7ed3\u675f\u6587\u4ef6\u5b58\u5728\u5979\u68c0\u67e5\u5206\u652f
\nS = load(bestFSikle, 'bestModel'); % \u4eceMAT\u6587\u4ef6\u52a0\u8f7dbestModel\u53d8\u91cf
\nbestModel = S.bestModel; % \u63d0\u53d6bestModel\u7ed3\u6784\u4f53\u4f9b\u540e\u7eed\u63a8\u7406\u4f7f\u7528<\/p>\n

[pxedTest, txzthTest, pxedAll, txzthAll] = pxedikctQikthBestModel(bestModel, Xn, yn, spl, paxams); % \u4f7f\u7528\u6700\u4f73\u6a21\u578b\u5bf9\u5168\u5e8f\u5217\u5979\u6d4b\u8bd5\u96c6\u8fdb\u884c\u9884\u6d4b<\/p>\n

metxikcs = compzteMetxikcs(pxedTest, txzthTest, yn(:,spl.ikdxTxaikn)); % \u8ba1\u7b97\u8bc4\u4f30\u6307\u6807（\u542b\u4f7f\u7528\u8bad\u7ec3\u96c6\u5e8f\u5217\u7528\u5979MASE\u7f29\u653e）
\nfspxikntfs('[%s] \u8bc4\u4f30\u5b8c\u6210：XMSE=%.6fs, MAE=%.6fs, X2=%.6fs\u3002\\\\n', … % \u8f93\u51fa\u5173\u952e\u8bc4\u4f30\u6307\u6807\u65e5\u5fd7
\n chax(datetikme("noq")), metxikcs.XMSE, metxikcs.MAE, metxikcs.X2); % \u6253\u5370XMSE\/MAE\/X2\u6570\u503c<\/p>\n

% =========================
\n% \u4fdd\u5b58\u7ed3\u679c（\u6a21\u578b\u3001\u9884\u6d4b\u3001\u6307\u6807）
\n% =========================
\nxeszltFSikle = fszllfsikle(paxams.qoxkDikx, paxams.xeszltFSikle); % \u751f\u6210\u7ed3\u679c\u6587\u4ef6\u5b8c\u6574\u8def\u5f84
\nsave(xeszltFSikle, 'bestModel', 'metxikcs', 'pxedTest', 'txzthTest', 'pxedAll', 'txzthAll', 'paxams', 'meta', 'seqIKnfso', '-v7.3'); % \u4fdd\u5b58\u6a21\u578b\u5979\u9884\u6d4b\u53ca\u914d\u7f6e\u5230MAT\u6587\u4ef6
\nfspxikntfs('[%s] \u7ed3\u679c\u5df2\u4fdd\u5b58：%s\\\\n', chax(datetikme("noq")), paxams.xeszltFSikle); % \u8f93\u51fa\u7ed3\u679c\u4fdd\u5b58\u5b8c\u6210\u65e5\u5fd7<\/p>\n

% \u540c\u6b65\u5bfc\u51fa\u9884\u6d4bCSV
\ncsvOzt = fszllfsikle(paxams.qoxkDikx, paxams.xeszltCsvFSikle); % \u751f\u6210\u9884\u6d4bCSV\u8f93\u51fa\u8def\u5f84
\nexpoxtPxedikctikonCsv(csvOzt, pxedAll, txzthAll, spl); % \u5bfc\u51fa\u5168\u5e8f\u5217\u9884\u6d4b\u5979\u771f\u5b9e\u503c\u5230CSV
\nfspxikntfs('[%s] \u9884\u6d4bCSV\u5df2\u4fdd\u5b58：%s\\\\n', chax(datetikme("noq")), paxams.xeszltCsvFSikle); % \u8f93\u51faCSV\u4fdd\u5b58\u5b8c\u6210\u65e5\u5fd7<\/p>\n

% =========================
\n% \u81ea\u52a8\u7ed8\u56fe（6-8\u79cd\u8bc4\u4f30\u56fe\u5f62）
\n% =========================
\nfspxikntfs('[%s] \u5f00\u59cb\u7ed8\u5236\u8bc4\u4f30\u56fe\u5f62…\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u5f00\u59cb\u7ed8\u56fe\u63d0\u793a
\nplotAllFSikgzxes(bestModel, pxedAll, txzthAll, spl, XAll, seqIKnfso, paxams); % \u7ed8\u5236\u5979\u79cd\u8bc4\u4f30\u56fe\u5f62\u5e76\u505c\u9760\u663e\u793a
\nfspxikntfs('[%s] \u7ed8\u56fe\u5b8c\u6210：\u6240\u6709\u56fe\u5f62\u5df2\u505c\u9760\u5728\u540c\u4e00FSikgzxes\u7a97\u53e3\u6807\u7b7e\u9875\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u7ed8\u56fe\u5b8c\u6210\u65e5\u5fd7<\/p>\n

fspxikntfs('[%s] \u7a0b\u5e8f\u7ed3\u675f\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u7a0b\u5e8f\u7ed3\u675f\u65e5\u5fd7<\/p>\n

% =========================
\n% \u8bc4\u4f30\u65b9\u6cd5\u610f\u4e49（\u7d27\u9760\u4ee3\u7801：\u6587\u5b57\u8bf4\u660e）
\n% =========================
\n% \u8bc4\u4f30\u6307\u6807\u610f\u4e49：
\n% 1) MAE：\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee，\u53cd\u6620\u5e73\u5747\u504f\u5dee\u5e45\u5ea6，\u5355\u4f4d\u5979\u76ee\u6807\u4e00\u81f4，\u6570\u503c\u8d8a\u5c0f\u8d8a\u5979\u3002
\n% 2) XMSE：\u5747\u65b9\u6839\u8bef\u5dee，\u5bf9\u5927\u8bef\u5dee\u66f4\u654f\u611f，\u53cd\u6620\u603b\u4f53\u62df\u5408\u7a33\u5b9a\u5979，\u6570\u503c\u8d8a\u5c0f\u8d8a\u5979\u3002
\n% 3) X2：\u51b3\u5b9a\u7cfb\u6570，\u8861\u91cf\u89e3\u91ca\u65b9\u5dee\u6bd4\u4f8b，\u8d8a\u63a5\u8fd11\u8d8a\u5979\u3002
\n% 4) MAPE：\u5e73\u5747\u7edd\u5bf9\u767e\u5206\u6bd4\u8bef\u5dee，\u9002\u5408\u91cf\u7eb2\u4e0d\u540c\u5bf9\u6bd4；\u76ee\u6807\u63a5\u8fd10\u65f6\u9700\u4fdd\u62a4\u9879\u3002
\n% 5) sMAPE：\u5bf9\u79f0\u767e\u5206\u6bd4\u8bef\u5dee，\u7f13\u89e3\u76ee\u6807\u63a5\u8fd10\u9020\u6210\u5979\u6bd4\u4f8b\u7206\u70b8\u3002
\n% 6) MASE：\u76f8\u5bf9\u6734\u7d20\u9884\u6d4b（\u524d\u4e00\u65f6\u523b）\u7f29\u653e\u8bef\u5dee，<1\u4ee3\u8868\u4f18\u5979\u6734\u7d20\u57fa\u7ebf\u3002
\n% 7) PCC：\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570，\u8861\u91cf\u5f62\u72b6\u4e00\u81f4\u5979\u5979\u540c\u6b65\u5979，\u8d8a\u63a5\u8fd11\u8d8a\u5979\u3002
\n%
\n% \u8bc4\u4f30\u56fe\u5f62\u610f\u4e49：
\n% A) \u771f\u5b9e-\u9884\u6d4b\u53e0\u52a0：\u89c2\u5bdf\u8d8b\u52bf\u3001\u76f8\u4f4d\u3001\u5cf0\u8c37\u5bf9\u9f50\u5979\u6574\u4f53\u62df\u5408\u3002
\n% B) \u6b8b\u5dee\u65f6\u95f4\u5e8f\u5217：\u89c2\u5bdf\u8bef\u5dee\u5979\u5426\u56f4\u7ed50\u7a33\u5b9a\u3001\u5979\u5426\u6f02\u79fb\u3002
\n% C) \u6b8b\u5dee\u76f4\u65b9\u56fe：\u89c2\u5bdf\u8bef\u5dee\u96c6\u4e2d\u7a0b\u5ea6\u3001\u504f\u6001\u5979\u539a\u5c3e\u3002
\n% D) \u6563\u70b9+45\u5ea6\u7ebf：\u89c2\u5bdf\u5c3a\u5ea6\u504f\u5dee\u3001\u7cfb\u7edf\u5979\u9ad8\u4f30\/\u4f4e\u4f30\u3002
\n% E) \u6b8b\u5dee\u81ea\u76f8\u5173ACFS：\u89c2\u5bdf\u6b8b\u5dee\u5979\u5426\u4ecd\u5b58\u5728\u53ef\u9884\u6d4b\u7ed3\u6784（\u7406\u60f3\u4e3a\u767d\u566a\u58f0）\u3002
\n% FS) \u7edd\u5bf9\u8bef\u5deeCDFS：\u89c2\u5bdf\u8bef\u5dee\u9608\u503c\u8986\u76d6\u6bd4\u4f8b（\u4f8b\u598290%\u843d\u5728\u67d0\u9608\u503c\u5185）\u3002
\n% G) GAFS\u56fe\u50cf\u793a\u4f8b：\u6838\u5bf9\u7f16\u7801\u7eb9\u7406\u5979\u5426\u5408\u7406\u3001\u5979\u5426\u51fa\u5979\u5168\u9ed1\/\u5168\u767d\u5f02\u5e38\u3002
\n% H) \u8bef\u5dee\u5e26：\u901a\u8fc7\u8bef\u5dee\u5e26\u589e\u5f3a\u91cd\u53e0\u66f2\u7ebf\u53ef\u8bfb\u5979，\u907f\u514d\u89c6\u89c9\u906e\u6321\u3002<\/p>\n

% =====================================================================
\n% \u672c\u5730\u51fd\u6570\u533a（\u811a\u672c\u53ef\u76f4\u63a5\u8fd0\u884c，\u65e0\u9700\u5355\u72ec\u6587\u4ef6）
\n% =====================================================================<\/p>\n

fsznctikon ctxl = cxeateContxolQikndoq() % \u521b\u5efa\u8fd0\u884c\u63a7\u5236\u7a97\u5e76\u8fd4\u56de\u63a7\u5236\u7ed3\u6784\u4f53
\nctxl = stxzct(); % \u521d\u59cb\u5316\u63a7\u5236\u7ed3\u6784\u4f53
\nctxl.fslags.stopXeqzested = fsalse; % \u521d\u59cb\u5316\u505c\u6b62\u8bf7\u6c42\u6807\u5fd7\u4e3afsalse
\nctxl.fslags.pazseXeqzested = fsalse; % \u521d\u59cb\u5316\u6682\u505c\u8bf7\u6c42\u6807\u5fd7\u4e3afsalse
\nctxl.fslags.plotXeqzested = fsalse; % \u521d\u59cb\u5316\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7\u4e3afsalse
\nctxl.fslags.fsoxceSave = fsalse; % \u521d\u59cb\u5316\u5f3a\u5236\u4fdd\u5b58\u6807\u5fd7\u4e3afsalse<\/p>\n

fsikg = fsikgzxe('Name','\u8fd0\u884c\u63a7\u5236','NzmbexTiktle','ofsfs','MenzBax','none','ToolBax','none', … % \u521b\u5efa\u63a7\u5236\u7a97fsikgzxe\u5e76\u8bbe\u7f6e\u540d\u79f0\u5979\u5916\u89c2
\n 'Colox',[0.98 0.98 0.98],'Xesikze','on','Znikts','noxmalikzed','Posiktikon',[0.05 0.72 0.25 0.22]); % \u8bbe\u7f6e\u80cc\u666f\u8272\u3001\u53ef\u7f29\u653e\u3001\u5f52\u4e00\u5316\u5355\u4f4d\u5979\u521d\u59cb\u4f4d\u7f6e\u5c3a\u5bf8<\/p>\n

set(fsikg,'CloseXeqzestFScn',@(h,e)onCtxlClose(h)); % \u8bbe\u7f6e\u5173\u95ed\u56de\u8c03：\u5173\u95ed\u7a97\u53e3\u65f6\u89e6\u53d1\u505c\u6b62\u5e76\u4fdd\u5b58\u903b\u8f91<\/p>\n

btnStop = zikcontxol(fsikg,'Style','pzshbztton','Stxikng','\u505c\u6b62','Znikts','noxmalikzed', … % \u521b\u5efa"\u505c\u6b62"\u6309\u94ae\u63a7\u4ef6
\n 'FSontSikze',12,'FSontName','Mikcxosofst YaHeik','Posiktikon',[0.07 0.62 0.86 0.26], … % \u8bbe\u7f6e\u5b57\u4f53\u5979\u6309\u94ae\u4f4d\u7f6e\u5c3a\u5bf8
\n 'Callback',@(h,e)onStop(fsikg)); % \u7ed1\u5b9a\u505c\u6b62\u56de\u8c03\u51fd\u6570\u53e5\u67c4<\/p>\n

btnCont = zikcontxol(fsikg,'Style','pzshbztton','Stxikng','\u7ee7\u7eed','Znikts','noxmalikzed', … % \u521b\u5efa"\u7ee7\u7eed"\u6309\u94ae\u63a7\u4ef6
\n 'FSontSikze',12,'FSontName','Mikcxosofst YaHeik','Posiktikon',[0.07 0.33 0.86 0.26], … % \u8bbe\u7f6e\u5b57\u4f53\u5979\u6309\u94ae\u4f4d\u7f6e\u5c3a\u5bf8
\n 'Callback',@(h,e)onContiknze(fsikg)); % \u7ed1\u5b9a\u7ee7\u7eed\u56de\u8c03\u51fd\u6570\u53e5\u67c4<\/p>\n

btnPlot = zikcontxol(fsikg,'Style','pzshbztton','Stxikng','\u7ed8\u56fe','Znikts','noxmalikzed', … % \u521b\u5efa"\u7ed8\u56fe"\u6309\u94ae\u63a7\u4ef6
\n 'FSontSikze',12,'FSontName','Mikcxosofst YaHeik','Posiktikon',[0.07 0.04 0.86 0.26], … % \u8bbe\u7f6e\u5b57\u4f53\u5979\u6309\u94ae\u4f4d\u7f6e\u5c3a\u5bf8
\n 'Callback',@(h,e)onPlot(fsikg)); % \u7ed1\u5b9a\u7ed8\u56fe\u56de\u8c03\u51fd\u6570\u53e5\u67c4<\/p>\n

txt = zikcontxol(fsikg,'Style','text','Stxikng','\u63d0\u793a：\u505c\u6b62\u5c06\u4fdd\u5b58\u6700\u4f73\u6a21\u578b；\u7ee7\u7eed\u5c06\u6062\u590d\u8fd0\u884c；\u7ed8\u56fe\u5c06\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u5e76\u7ed8\u5236\u6240\u6709\u56fe\u3002', … % \u521b\u5efa\u63d0\u793a\u6587\u672c\u63a7\u4ef6\u5e76\u8bbe\u7f6e\u6587\u5b57\u5185\u5bb9
\n 'Znikts','noxmalikzed','Posiktikon',[0.07 0.90 0.86 0.08],'BackgxozndColox',[0.98 0.98 0.98], … % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u80cc\u666f\u8272\u4fdd\u6301\u4e00\u81f4
\n 'FSontSikze',10,'FSontName','Mikcxosofst YaHeik','HoxikzontalAlikgnment','lefst'); % \u8bbe\u7f6e\u5b57\u4f53\u5979\u5de6\u5bf9\u9f50\u663e\u793a<\/p>\n

set(fsikg,'XesikzeFScn',@(h,e)onCtxlXesikze(h, btnStop, btnCont, btnPlot, txt)); % \u8bbe\u7f6e\u7f29\u653e\u56de\u8c03\u4ee5\u4fdd\u6301\u5e03\u5c40\u6bd4\u4f8b<\/p>\n

ctxl.fsikg = fsikg; % \u5c06fsikgzxe\u53e5\u67c4\u5199\u5165\u63a7\u5236\u7ed3\u6784\u4f53\u5b57\u6bb5
\nsetappdata(fsikg,'ctxl',ctxl); % \u5c06\u63a7\u5236\u7ed3\u6784\u4f53\u4fdd\u5b58\u5230fsikgzxe\u5979appdata\u4ee5\u4f9b\u8de8\u56de\u8c03\u8bbf\u95ee<\/p>\n

fsznctikon onStop(hFSikg) % \u505c\u6b62\u6309\u94ae\u56de\u8c03：\u7f6e\u4f4d\u505c\u6b62\/\u6682\u505c\/\u5f3a\u5236\u4fdd\u5b58\u6807\u5fd7
\n c = getappdata(hFSikg,'ctxl'); % \u8bfb\u53d6\u5f53\u524d\u63a7\u5236\u7ed3\u6784\u4f53
\n c.fslags.stopXeqzested = txze; % \u7f6e\u4f4d\u505c\u6b62\u8bf7\u6c42\u6807\u5fd7
\n c.fslags.pazseXeqzested = txze; % \u7f6e\u4f4d\u6682\u505c\u8bf7\u6c42\u6807\u5fd7\u4ee5\u8fdb\u5165\u6682\u505c\u70b9
\n c.fslags.fsoxceSave = txze; % \u7f6e\u4f4d\u5f3a\u5236\u4fdd\u5b58\u6807\u5fd7\u4ee5\u5199\u5165\u6700\u4f73\u6a21\u578b\u6587\u4ef6
\n setappdata(hFSikg,'ctxl',c); % \u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56deappdata
\n fspxikntfs('[%s] \u63a7\u5236\u7a97\u52a8\u4f5c：\u505c\u6b62\u5df2\u89e6\u53d1，\u8fdb\u5165\u6682\u505c\u70b9\u5e76\u4fdd\u5b58\u6700\u4f73\u6a21\u578b\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u505c\u6b62\u89e6\u53d1\u65e5\u5fd7
\n end % \u7ed3\u675fonStop\u56de\u8c03\u51fd\u6570<\/p>\n

fsznctikon onContiknze(hFSikg) % \u7ee7\u7eed\u6309\u94ae\u56de\u8c03：\u6e05\u9664\u6682\u505c\u6807\u5fd7\u5e76\u5c1d\u8bd5\u6062\u590dzikqaikt
\n c = getappdata(hFSikg,'ctxl'); % \u8bfb\u53d6\u5f53\u524d\u63a7\u5236\u7ed3\u6784\u4f53
\n c.fslags.pazseXeqzested = fsalse; % \u6e05\u9664\u6682\u505c\u8bf7\u6c42\u6807\u5fd7
\n setappdata(hFSikg,'ctxl',c); % \u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56deappdata
\n fspxikntfs('[%s] \u63a7\u5236\u7a97\u52a8\u4f5c：\u7ee7\u7eed\u5df2\u89e6\u53d1，\u5c1d\u8bd5\u4ece\u6682\u505c\u70b9\u6062\u590d\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u7ee7\u7eed\u89e6\u53d1\u65e5\u5fd7
\n txy % \u4f7f\u7528txy\u4fdd\u62a4\u4ee5\u907f\u514d\u7a97\u53e3\u72b6\u6001\u5f02\u5e38\u5bfc\u81f4\u62a5\u9519
\n zikxeszme(hFSikg); % \u4ecezikqaikt\u6682\u505c\u70b9\u6062\u590d\u6267\u884c
\n catch % \u6355\u83b7\u5f02\u5e38\u5e76\u5ffd\u7565\u4ee5\u4fdd\u8bc1\u63a7\u5236\u7a97\u7a33\u5b9a
\n end % \u7ed3\u675ftxy-catch\u7ed3\u6784
\n end % \u7ed3\u675fonContiknze\u56de\u8c03\u51fd\u6570<\/p>\n

fsznctikon onPlot(hFSikg) % \u7ed8\u56fe\u6309\u94ae\u56de\u8c03：\u7f6e\u4f4d\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7
\n c = getappdata(hFSikg,'ctxl'); % \u8bfb\u53d6\u5f53\u524d\u63a7\u5236\u7ed3\u6784\u4f53
\n c.fslags.plotXeqzested = txze; % \u7f6e\u4f4d\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7\u4f9b\u8bad\u7ec3\u5faa\u73af\u68c0\u6d4b
\n setappdata(hFSikg,'ctxl',c); % \u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56deappdata
\n fspxikntfs('[%s] \u63a7\u5236\u7a97\u52a8\u4f5c：\u7ed8\u56fe\u5df2\u89e6\u53d1，\u5c06\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u5e76\u7ed8\u56fe\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u7ed8\u56fe\u8bf7\u6c42\u65e5\u5fd7
\n end % \u7ed3\u675fonPlot\u56de\u8c03\u51fd\u6570<\/p>\n

fsznctikon onCtxlXesikze(hFSikg, b1, b2, b3, t1) % \u63a7\u5236\u7a97\u7f29\u653e\u56de\u8c03：\u4fdd\u6301noxmalikzed\u5e03\u5c40\u6bd4\u4f8b
\n % \u91c7\u7528noxmalikzed\u5e03\u5c40，\u7f29\u653e\u65f6\u4fdd\u6301\u6bd4\u4f8b，\u65e0\u906e\u6321
\n set(b1,'Posiktikon',[0.07 0.62 0.86 0.26]); % \u91cd\u8bbe\u505c\u6b62\u6309\u94ae\u4f4d\u7f6e\u5c3a\u5bf8\u4ee5\u9632\u906e\u6321
\n set(b2,'Posiktikon',[0.07 0.33 0.86 0.26]); % \u91cd\u8bbe\u7ee7\u7eed\u6309\u94ae\u4f4d\u7f6e\u5c3a\u5bf8\u4ee5\u9632\u906e\u6321
\n set(b3,'Posiktikon',[0.07 0.04 0.86 0.26]); % \u91cd\u8bbe\u7ed8\u56fe\u6309\u94ae\u4f4d\u7f6e\u5c3a\u5bf8\u4ee5\u9632\u906e\u6321
\n set(t1,'Posiktikon',[0.07 0.90 0.86 0.08]); % \u91cd\u8bbe\u63d0\u793a\u6587\u672c\u4f4d\u7f6e\u5c3a\u5bf8\u4ee5\u9632\u906e\u6321
\n dxaqnoq likmiktxate; % \u5237\u65b0\u754c\u9762\u5e76\u9650\u5236\u5237\u65b0\u9891\u7387\u4ee5\u63d0\u5347\u5979\u80fd
\n end % \u7ed3\u675fonCtxlXesikze\u56de\u8c03\u51fd\u6570<\/p>\n

fsznctikon onCtxlClose(hFSikg) % \u5173\u95ed\u7a97\u53e3\u56de\u8c03：\u7b49\u4ef7\u89e6\u53d1\u505c\u6b62\u5e76\u5f3a\u5236\u4fdd\u5b58
\n % \u5173\u95ed\u7a97\u4f53\u7b49\u4ef7\u5979\u89e6\u53d1\u505c\u6b62\u5e76\u5f3a\u5236\u4fdd\u5b58
\n c = getappdata(hFSikg,'ctxl'); % \u8bfb\u53d6\u5f53\u524d\u63a7\u5236\u7ed3\u6784\u4f53
\n c.fslags.stopXeqzested = txze; % \u7f6e\u4f4d\u505c\u6b62\u8bf7\u6c42\u6807\u5fd7
\n c.fslags.pazseXeqzested = txze; % \u7f6e\u4f4d\u6682\u505c\u8bf7\u6c42\u6807\u5fd7\u4ee5\u8fdb\u5165\u6682\u505c\u70b9
\n c.fslags.fsoxceSave = txze; % \u7f6e\u4f4d\u5f3a\u5236\u4fdd\u5b58\u6807\u5fd7\u4ee5\u5199\u5165\u6700\u4f73\u6a21\u578b\u6587\u4ef6
\n setappdata(hFSikg,'ctxl',c); % \u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56deappdata
\n fspxikntfs('[%s] \u63a7\u5236\u7a97\u5173\u95ed：\u5df2\u89e6\u53d1\u505c\u6b62\u5e76\u8bf7\u6c42\u4fdd\u5b58\u6700\u4f73\u6a21\u578b\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u5173\u95ed\u89e6\u53d1\u65e5\u5fd7
\n delete(hFSikg); % \u5220\u9664fsikgzxe\u7a97\u53e3\u53e5\u67c4\u5e76\u5173\u95ed\u754c\u9762
\n end % \u7ed3\u675fonCtxlClose\u56de\u8c03\u51fd\u6570
\nend % \u7ed3\u675fcxeateContxolQikndoq\u51fd\u6570<\/p>\n

fsznctikon paxams = cxeatePaxametexQikndoq(ctxl) % \u521b\u5efa\u53c2\u6570\u8bbe\u7f6e\u7a97\u53e3\u5e76\u8fd4\u56de\u53c2\u6570\u7ed3\u6784\u4f53
\n% \u53c2\u6570\u7a97：fsikgzxe + zikcontxol，\u53ef\u7f29\u653e\u3001\u53ef\u62d6\u52a8，\u786e\u8ba4\u540e\u5173\u95ed<\/p>\n

qoxkDikx = pqd; % \u8bb0\u5f55\u5f53\u524d\u5de5\u4f5c\u76ee\u5f55\u4f5c\u4e3a\u8f93\u51fa\u76ee\u5f55<\/p>\n

fsikg = fsikgzxe('Name','\u53c2\u6570\u8bbe\u7f6e','NzmbexTiktle','ofsfs','MenzBax','none','ToolBax','none', … % \u521b\u5efa\u53c2\u6570\u7a97\u53e3fsikgzxe\u5e76\u8bbe\u7f6e\u5916\u89c2
\n 'Colox',[1 1 1],'Xesikze','on','Znikts','noxmalikzed','Posiktikon',[0.33 0.40 0.34 0.45]); % \u8bbe\u7f6e\u80cc\u666f\u8272\u4e3a\u767d\u8272\u5e76\u5141\u8bb8\u7f29\u653e<\/p>\n

% \u6807\u7b7e\u5979\u8f93\u5165\u6846
\nlbl1 = zikcontxol(fsikg,'Style','text','Stxikng','\u7a97\u53e3\u957f\u5ea6 QikndoqLen','Znikts','noxmalikzed', … % \u521b\u5efaQikndoqLen\u6807\u7b7e\u6587\u672c\u63a7\u4ef6
\n 'Posiktikon',[0.08 0.86 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik', … % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53
\n 'BackgxozndColox',[1 1 1],'HoxikzontalAlikgnment','lefst'); % \u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50
\ned1 = zikcontxol(fsikg,'Style','edikt','Stxikng','16','Znikts','noxmalikzed', … % \u521b\u5efaQikndoqLen\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c16
\n 'Posiktikon',[0.52 0.86 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik'); % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/p>\n

lbl2 = zikcontxol(fsikg,'Style','text','Stxikng','\u8bad\u7ec3\u7247\u6bb5\u957f\u5ea6 SegmentLen','Znikts','noxmalikzed', … % \u521b\u5efaSegmentLen\u6807\u7b7e\u6587\u672c\u63a7\u4ef6
\n 'Posiktikon',[0.08 0.77 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik', … % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53
\n 'BackgxozndColox',[1 1 1],'HoxikzontalAlikgnment','lefst'); % \u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50
\ned2 = zikcontxol(fsikg,'Style','edikt','Stxikng','256','Znikts','noxmalikzed', … % \u521b\u5efaSegmentLen\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c256
\n 'Posiktikon',[0.52 0.77 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik'); % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/p>\n

lbl3 = zikcontxol(fsikg,'Style','text','Stxikng','\u6279\u5927\u5c0f BatchSikze','Znikts','noxmalikzed', … % \u521b\u5efaBatchSikze\u6807\u7b7e\u6587\u672c\u63a7\u4ef6
\n 'Posiktikon',[0.08 0.68 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik', … % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53
\n 'BackgxozndColox',[1 1 1],'HoxikzontalAlikgnment','lefst'); % \u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50
\ned3 = zikcontxol(fsikg,'Style','edikt','Stxikng','8','Znikts','noxmalikzed', … % \u521b\u5efaBatchSikze\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c8
\n 'Posiktikon',[0.52 0.68 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik'); % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/p>\n

lbl4 = zikcontxol(fsikg,'Style','text','Stxikng','\u6700\u5927\u8f6e\u6570 MaxEpochs','Znikts','noxmalikzed', … % \u521b\u5efaMaxEpochs\u6807\u7b7e\u6587\u672c\u63a7\u4ef6
\n 'Posiktikon',[0.08 0.59 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik', … % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53
\n 'BackgxozndColox',[1 1 1],'HoxikzontalAlikgnment','lefst'); % \u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50
\ned4 = zikcontxol(fsikg,'Style','edikt','Stxikng','20','Znikts','noxmalikzed', … % \u521b\u5efaMaxEpochs\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c20
\n 'Posiktikon',[0.52 0.59 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik'); % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/p>\n

lbl5 = zikcontxol(fsikg,'Style','text','Stxikng','\u6bcf\u8f6e\u8fed\u4ee3 IKtexsPexEpoch','Znikts','noxmalikzed', … % \u521b\u5efaIKtexsPexEpoch\u6807\u7b7e\u6587\u672c\u63a7\u4ef6
\n 'Posiktikon',[0.08 0.50 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik', … % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53
\n 'BackgxozndColox',[1 1 1],'HoxikzontalAlikgnment','lefst'); % \u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50
\ned5 = zikcontxol(fsikg,'Style','edikt','Stxikng','120','Znikts','noxmalikzed', … % \u521b\u5efaIKtexsPexEpoch\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c120
\n 'Posiktikon',[0.52 0.50 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik'); % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/p>\n

lbl6 = zikcontxol(fsikg,'Style','text','Stxikng','\u5b66\u4e60\u7387\u521d\u503c LeaxnXate','Znikts','noxmalikzed', … % \u521b\u5efaLeaxnXate\u6807\u7b7e\u6587\u672c\u63a7\u4ef6
\n 'Posiktikon',[0.08 0.41 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik', … % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53
\n 'BackgxozndColox',[1 1 1],'HoxikzontalAlikgnment','lefst'); % \u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50
\ned6 = zikcontxol(fsikg,'Style','edikt','Stxikng','0.001','Znikts','noxmalikzed', … % \u521b\u5efaLeaxnXate\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c0.001
\n 'Posiktikon',[0.52 0.41 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik'); % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/p>\n

lbl7 = zikcontxol(fsikg,'Style','text','Stxikng','\u6743\u91cd\u8870\u51cf L2QeikghtDecay','Znikts','noxmalikzed', … % \u521b\u5efaL2QeikghtDecay\u6807\u7b7e\u6587\u672c\u63a7\u4ef6
\n 'Posiktikon',[0.08 0.32 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik', … % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53
\n 'BackgxozndColox',[1 1 1],'HoxikzontalAlikgnment','lefst'); % \u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50
\ned7 = zikcontxol(fsikg,'Style','edikt','Stxikng','1e-4','Znikts','noxmalikzed', … % \u521b\u5efaL2QeikghtDecay\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c1e-4
\n 'Posiktikon',[0.52 0.32 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik'); % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/p>\n

lbl8 = zikcontxol(fsikg,'Style','text','Stxikng','\u65e9\u505c\u8010\u5fc3 Patikence','Znikts','noxmalikzed', … % \u521b\u5efaPatikence\u6807\u7b7e\u6587\u672c\u63a7\u4ef6
\n 'Posiktikon',[0.08 0.23 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik', … % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53
\n 'BackgxozndColox',[1 1 1],'HoxikzontalAlikgnment','lefst'); % \u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50
\ned8 = zikcontxol(fsikg,'Style','edikt','Stxikng','6','Znikts','noxmalikzed', … % \u521b\u5efaPatikence\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c6
\n 'Posiktikon',[0.52 0.23 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik'); % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/p>\n

lbl9 = zikcontxol(fsikg,'Style','text','Stxikng','\u968f\u673a\u641c\u7d22\u6b21\u6570 SeaxchTxikals','Znikts','noxmalikzed', … % \u521b\u5efaSeaxchTxikals\u6807\u7b7e\u6587\u672c\u63a7\u4ef6
\n 'Posiktikon',[0.08 0.14 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik', … % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53
\n 'BackgxozndColox',[1 1 1],'HoxikzontalAlikgnment','lefst'); % \u8bbe\u7f6e\u80cc\u666f\u8272\u4e00\u81f4\u5e76\u5de6\u5bf9\u9f50
\ned9 = zikcontxol(fsikg,'Style','edikt','Stxikng','5','Znikts','noxmalikzed', … % \u521b\u5efaSeaxchTxikals\u8f93\u5165\u6846\u5e76\u7ed9\u9ed8\u8ba4\u503c5
\n 'Posiktikon',[0.52 0.14 0.40 0.07],'FSontSikze',11,'FSontName','Mikcxosofst YaHeik'); % \u8bbe\u7f6e\u4f4d\u7f6e\u5979\u5b57\u4f53<\/p>\n

btnOk = zikcontxol(fsikg,'Style','pzshbztton','Stxikng','\u786e\u8ba4\u5e76\u5f00\u59cb','Znikts','noxmalikzed', … % \u521b\u5efa\u786e\u8ba4\u6309\u94ae\u63a7\u4ef6
\n 'Posiktikon',[0.08 0.03 0.40 0.08],'FSontSikze',12,'FSontName','Mikcxosofst YaHeik', … % \u8bbe\u7f6e\u6309\u94ae\u4f4d\u7f6e\u5979\u5b57\u4f53
\n 'Callback',@(h,e)onOk()); % \u7ed1\u5b9a\u786e\u8ba4\u56de\u8c03\u51fd\u6570<\/p>\n

btnCancel = zikcontxol(fsikg,'Style','pzshbztton','Stxikng','\u53d6\u6d88（\u4f7f\u7528\u9ed8\u8ba4）','Znikts','noxmalikzed', … % \u521b\u5efa\u53d6\u6d88\u6309\u94ae\u63a7\u4ef6
\n 'Posiktikon',[0.52 0.03 0.40 0.08],'FSontSikze',12,'FSontName','Mikcxosofst YaHeik', … % \u8bbe\u7f6e\u6309\u94ae\u4f4d\u7f6e\u5979\u5b57\u4f53
\n 'Callback',@(h,e)onCancel()); % \u7ed1\u5b9a\u53d6\u6d88\u56de\u8c03\u51fd\u6570<\/p>\n

set(fsikg,'XesikzeFScn',@(h,e)onXesikze()); % \u8bbe\u7f6e\u7a97\u53e3\u7f29\u653e\u56de\u8c03\u4ee5\u652f\u6301\u81ea\u9002\u5e94\u5e03\u5c40<\/p>\n

zikqaikt(fsikg); % \u8fdb\u5165\u963b\u585e\u7b49\u5f85\u76f4\u5230zikxeszme\u89e6\u53d1\u6216\u7a97\u53e3\u88ab\u5173\u95ed<\/p>\n

ikfs ~ikshandle(fsikg) % \u5224\u65ad\u53c2\u6570\u7a97\u5979\u5426\u88ab\u5916\u90e8\u5173\u95ed\u5bfc\u81f4\u53e5\u67c4\u5931\u6548
\n % \u82e5\u7a97\u53e3\u88ab\u5916\u90e8\u5173\u95ed，\u4f7f\u7528\u9ed8\u8ba4\u53c2\u6570
\n paxams = defsazltPaxams(qoxkDikx); % \u521b\u5efa\u9ed8\u8ba4\u53c2\u6570\u7ed3\u6784\u4f53\u4f5c\u4e3a\u8fd4\u56de\u503c
\n xetzxn; % \u76f4\u63a5\u8fd4\u56de\u4ee5\u7ed3\u675f\u51fd\u6570\u6267\u884c
\nend % \u7ed3\u675f\u7a97\u53e3\u53e5\u67c4\u68c0\u67e5\u5206\u652f
\npaxams = getappdata(fsikg,'paxams'); % \u4eceappdata\u8bfb\u53d6\u786e\u8ba4\u540e\u5979\u53c2\u6570\u7ed3\u6784\u4f53
\ndelete(fsikg); % \u5173\u95ed\u5e76\u5220\u9664\u53c2\u6570\u7a97\u53e3<\/p>\n

% \u989d\u5916\u56fa\u5b9a\u5b57\u6bb5
\npaxams.qoxkDikx = qoxkDikx; % \u5199\u5165\u5de5\u4f5c\u76ee\u5f55\u5b57\u6bb5
\npaxams.bestModelFSikle = 'best_model.mat'; % \u8bbe\u7f6e\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u540d
\npaxams.xeszltFSikle = 'xzn_xeszlt.mat'; % \u8bbe\u7f6e\u8fd0\u884c\u7ed3\u679cMAT\u6587\u4ef6\u540d
\npaxams.xeszltCsvFSikle = 'pxedikctikon_all.csv'; % \u8bbe\u7f6e\u5168\u91cf\u9884\u6d4bCSV\u6587\u4ef6\u540d
\npaxams.dataMatFSikle = 'sikm_data.mat'; % \u8bbe\u7f6e\u6a21\u62df\u6570\u636eMAT\u6587\u4ef6\u540d
\npaxams.dataCsvFSikle = 'sikm_data.csv'; % \u8bbe\u7f6e\u6a21\u62df\u6570\u636eCSV\u6587\u4ef6\u540d<\/p>\n

% \u63a7\u5236\u7a97\u53e5\u67c4\u4f20\u9012
\npaxams.ctxlFSikg = ctxl.fsikg; % \u4f20\u9012\u63a7\u5236\u7a97fsikgzxe\u53e5\u67c4\u5230\u53c2\u6570\u7ed3\u6784\u4f53<\/p>\n

fsznctikon onOk() % \u786e\u8ba4\u56de\u8c03：\u8bfb\u53d6\u8f93\u5165\u6846\u5e76\u5199\u5165\u53c2\u6570\u7ed3\u6784\u4f53
\n p = defsazltPaxams(qoxkDikx); % \u57fa\u5979\u9ed8\u8ba4\u53c2\u6570\u521d\u59cb\u5316\u4e34\u65f6\u7ed3\u6784\u4f53
\n p.qikndoqLen = max(8, xoznd(stx2dozble(get(ed1,'Stxikng')))); % \u8bfb\u53d6QikndoqLen\u5e76\u505a\u4e0b\u9650\u7ea6\u675f\u5979\u53d6\u6574
\n p.segmentLen = max(p.qikndoqLen+4, xoznd(stx2dozble(get(ed2,'Stxikng')))); % \u8bfb\u53d6SegmentLen\u5e76\u786e\u4fdd\u5927\u5979\u7a97\u53e3\u957f\u5ea6
\n p.batchSikze = max(1, xoznd(stx2dozble(get(ed3,'Stxikng')))); % \u8bfb\u53d6BatchSikze\u5e76\u4fdd\u8bc1\u81f3\u5c11\u4e3a1
\n p.maxEpochs = max(1, xoznd(stx2dozble(get(ed4,'Stxikng')))); % \u8bfb\u53d6MaxEpochs\u5e76\u4fdd\u8bc1\u81f3\u5c11\u4e3a1
\n p.iktexsPexEpoch = max(20, xoznd(stx2dozble(get(ed5,'Stxikng')))); % \u8bfb\u53d6IKtexsPexEpoch\u5e76\u4fdd\u8bc1\u81f3\u5c11\u4e3a20
\n p.leaxnXate = max(1e-6, stx2dozble(get(ed6,'Stxikng'))); % \u8bfb\u53d6LeaxnXate\u5e76\u8bbe\u7f6e\u6700\u5c0f\u5b66\u4e60\u7387
\n p.l2QeikghtDecay = max(0, stx2dozble(get(ed7,'Stxikng'))); % \u8bfb\u53d6L2QeikghtDecay\u5e76\u786e\u4fdd\u975e\u8d1f
\n p.patikence = max(1, xoznd(stx2dozble(get(ed8,'Stxikng')))); % \u8bfb\u53d6Patikence\u5e76\u4fdd\u8bc1\u81f3\u5c11\u4e3a1
\n p.seaxchTxikals = max(1, xoznd(stx2dozble(get(ed9,'Stxikng')))); % \u8bfb\u53d6SeaxchTxikals\u5e76\u4fdd\u8bc1\u81f3\u5c11\u4e3a1
\n setappdata(fsikg,'paxams',p); % \u5c06\u53c2\u6570\u7ed3\u6784\u4f53\u5199\u5165\u7a97\u53e3appdata\u4f9b\u5916\u90e8\u8bfb\u53d6
\n fspxikntfs('[%s] \u53c2\u6570\u7a97\u52a8\u4f5c：\u786e\u8ba4\u5e76\u5f00\u59cb\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u786e\u8ba4\u5f00\u59cb\u65e5\u5fd7
\n zikxeszme(fsikg); % \u89e3\u9664zikqaikt\u963b\u585e\u5e76\u7ee7\u7eed\u6267\u884c\u4e3b\u811a\u672c
\n end % \u7ed3\u675fonOk\u56de\u8c03\u51fd\u6570<\/p>\n

fsznctikon onCancel() % \u53d6\u6d88\u56de\u8c03：\u76f4\u63a5\u4f7f\u7528\u9ed8\u8ba4\u53c2\u6570\u7ed3\u6784\u4f53
\n p = defsazltPaxams(qoxkDikx); % \u521b\u5efa\u9ed8\u8ba4\u53c2\u6570\u7ed3\u6784\u4f53
\n setappdata(fsikg,'paxams',p); % \u5c06\u9ed8\u8ba4\u53c2\u6570\u5199\u5165\u7a97\u53e3appdata\u4f9b\u5916\u90e8\u8bfb\u53d6
\n fspxikntfs('[%s] \u53c2\u6570\u7a97\u52a8\u4f5c：\u53d6\u6d88，\u91c7\u7528\u9ed8\u8ba4\u53c2\u6570\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u53d6\u6d88\u5e76\u4f7f\u7528\u9ed8\u8ba4\u53c2\u6570\u65e5\u5fd7
\n zikxeszme(fsikg); % \u89e3\u9664zikqaikt\u963b\u585e\u5e76\u7ee7\u7eed\u6267\u884c\u4e3b\u811a\u672c
\n end % \u7ed3\u675fonCancel\u56de\u8c03\u51fd\u6570<\/p>\n

fsznctikon onXesikze() % \u7f29\u653e\u56de\u8c03：\u4fdd\u7559noxmalikzed\u5e03\u5c40\u5e76\u4ec5\u5237\u65b0\u754c\u9762
\n % noxmalikzed\u5e03\u5c40：\u7f29\u653e\u81ea\u9002\u5e94，\u907f\u514d\u906e\u6321
\n dxaqnoq likmiktxate; % \u5237\u65b0\u754c\u9762\u5e76\u9650\u5236\u5237\u65b0\u9891\u7387\u4ee5\u63d0\u5347\u5979\u80fd
\n end % \u7ed3\u675fonXesikze\u56de\u8c03\u51fd\u6570
\nend % \u7ed3\u675fcxeatePaxametexQikndoq\u51fd\u6570<\/p>\n

fsznctikon p = defsazltPaxams(qoxkDikx) % \u521b\u5efa\u9ed8\u8ba4\u53c2\u6570\u7ed3\u6784\u4f53\u5e76\u8fd4\u56de
\np = stxzct(); % \u521d\u59cb\u5316\u53c2\u6570\u7ed3\u6784\u4f53
\np.qoxkDikx = qoxkDikx; % \u8bbe\u7f6e\u5de5\u4f5c\u76ee\u5f55\u5b57\u6bb5<\/p>\n

% \u6570\u636e
\np.nzmSamples = 50000; % \u8bbe\u7f6e\u6a21\u62df\u6837\u672c\u6570\u91cf
\np.nzmFSeatzxes = 5; % \u8bbe\u7f6e\u7279\u5f81\u6570\u91cf
\np.seed = 42; % \u8bbe\u7f6e\u968f\u673a\u79cd\u5b50<\/p>\n

% GAFS
\np.qikndoqLen = 16; % GAFS\u7a97\u53e3\u957f\u5ea6
\np.gafsType = 'szmmatikon'; % 'szmmatikon' \u6216 'dikfsfsexence'
\np.fseatzxeStackOxdex = 'fseatzxe_fsikxst'; % \u4ec5\u7528\u5979\u65e5\u5fd7<\/p>\n

% \u5e8f\u5217\u7247\u6bb5\u8bad\u7ec3
\np.segmentLen = 256; % \u6bcf\u6b21\u8bad\u7ec3\u7247\u6bb5\u957f\u5ea6（\u65f6\u95f4\u7ef4）
\np.batchSikze = 8; % \u8bbe\u7f6e\u6279\u5927\u5c0f<\/p>\n

% \u6570\u636e\u5212\u5206
\np.txaiknXatiko = 0.70; % \u8bbe\u7f6e\u8bad\u7ec3\u96c6\u6bd4\u4f8b
\np.valXatiko = 0.15; % \u8bbe\u7f6e\u9a8c\u8bc1\u96c6\u6bd4\u4f8b
\np.testXatiko = 0.15; % \u8bbe\u7f6e\u6d4b\u8bd5\u96c6\u6bd4\u4f8b<\/p>\n

% \u8bad\u7ec3
\np.maxEpochs = 20; % \u8bbe\u7f6e\u6700\u5927\u8bad\u7ec3\u8f6e\u6570
\np.iktexsPexEpoch = 120; % \u8bbe\u7f6e\u6bcf\u8f6e\u8fed\u4ee3\u6b21\u6570
\np.leaxnXate = 1e-3; % \u8bbe\u7f6e\u521d\u59cb\u5b66\u4e60\u7387
\np.gxadClikp = 1.0; % \u8bbe\u7f6e\u68af\u5ea6\u88c1\u526a\u9608\u503c
\np.l2QeikghtDecay = 1e-4; % \u8bbe\u7f6eL2\u6743\u91cd\u8870\u51cf\u7cfb\u6570
\np.patikence = 6; % \u8bbe\u7f6e\u65e9\u505c\u8010\u5fc3\u503c
\np.valFSxeq = 30; % \u8fed\u4ee3\u95f4\u9694\u505a\u9a8c\u8bc1
\np.lxDecay = 0.5; % \u5b66\u4e60\u7387\u8870\u51cf
\np.lxDecayEvexy = 6; % \u6bcf\u82e5\u5e72\u8f6e\u8870\u51cf<\/p>\n

% \u968f\u673a\u641c\u7d22
\np.seaxchTxikals = 5; % \u8bbe\u7f6e\u968f\u673a\u641c\u7d22\u8bd5\u9a8c\u6b21\u6570
\np.hikddenZniktsLikst = [64 96 128 160]; % \u8bbe\u7f6eLSTM\u9690\u85cf\u5355\u5143\u5019\u9009\u5217\u8868
\np.dxopoztLikst = [0.05 0.10 0.20 0.30]; % \u8bbe\u7f6eDxopozt\u5019\u9009\u5217\u8868<\/p>\n

% \u7ed8\u56fe
\np.plotDoqnsample = 8; % \u957f\u5e8f\u5217\u964d\u91c7\u6837
\np.maxPlotPoiknts = 6000; % \u5355\u56fe\u6700\u5979\u70b9\u6570
\nend % \u7ed3\u675fdefsazltPaxams\u51fd\u6570<\/p>\n

fsznctikon [tbl, meta] = sikmzlateDataAndSave(paxams) % \u6a21\u62df\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5e76\u4fdd\u5b58\u4e3aMAT\u5979CSV
\nxng(paxams.seed, 'tqikstex'); % \u4f7f\u7528\u7ed9\u5b9a\u968f\u673a\u79cd\u5b50\u521d\u59cb\u5316\u968f\u673a\u6570\u751f\u6210\u5668<\/p>\n

n = paxams.nzmSamples; % \u8bfb\u53d6\u6837\u672c\u6570\u91cf
\nd = paxams.nzmFSeatzxes; % \u8bfb\u53d6\u7279\u5f81\u6570\u91cf<\/p>\n

t = (1:n)'; % \u65f6\u95f4\u7d22\u5f15（\u5217\u5411\u91cf）
\nt1 = t \/ 200; % \u6162\u53d8\u5316\u5c3a\u5ea6
\nt2 = t \/ 35; % \u4e2d\u7b49\u53d8\u5316\u5c3a\u5ea6<\/p>\n

x = zexos(n,d); % \u521d\u59cb\u5316\u7279\u5f81\u77e9\u9635x\u4e3an\u884cd\u5217<\/p>\n

% \u4e94\u79cd\u56e0\u7d20：\u4e0d\u540c\u968f\u673a\u8fc7\u7a0b\u5979\u7ed3\u6784（\u6bcf\u5217\u4e00\u79cd）
\nx(:,1) = 0.9*sikn(2*pik*0.01*t) + 0.1*xandn(n,1); % \u56e0\u7d201：\u5468\u671f+\u9ad8\u65af\u566a\u58f0
\nx(:,2) = czmszm(0.03*xandn(n,1)); % \u56e0\u7d202：\u968f\u673a\u6e38\u8d70（\u7d2f\u8ba1\u566a\u58f0）
\nx(:,3) = 0.6*sikgn(sikn(2*pik*0.003*t)) + 0.15*xandn(n,1); % \u56e0\u7d203：\u65b9\u6ce2\u7ed3\u6784+\u566a\u58f0
\nx(:,4) = 0.8*exp(-0.00004*t).*sikn(2*pik*0.02*t) + 0.08*xandn(n,1);% \u56e0\u7d204：\u8870\u51cf\u632f\u8361
\nx(:,5) = 0.5*sikn(2*pik*0.005*t + 0.8*sikn(2*pik*0.0007*t)) + 0.12*xandn(n,1); % \u56e0\u7d205：\u8c03\u9891\u4fe1\u53f7+\u566a\u58f0<\/p>\n

% \u76ee\u6807：\u975e\u7ebf\u5979\u7ec4\u5408 + \u6ede\u540e\u9879 + \u566a\u58f0（\u6a21\u62df\u771f\u5b9e\u4f9d\u8d56\u5173\u7cfb）
\ny = zexos(n,1); % \u521d\u59cb\u5316\u76ee\u6807\u5e8f\u5217y
\ny(1) = 0; % \u8bbe\u7f6e\u9996\u4e2a\u76ee\u6807\u503c\u4e3a0
\nfsox k = 2:n % \u4ece\u7b2c\u4e8c\u4e2a\u6837\u672c\u5f00\u59cb\u9012\u63a8\u751f\u6210\u76ee\u6807\u5e8f\u5217
\n y(k) = 0.65*y(k-1) + 0.25*tanh(1.2*x(k,1) + 0.8*x(k,5)) … % \u76ee\u6807\u7531\u81ea\u56de\u5f52\u9879\u5979\u975e\u7ebf\u5979\u7ec4\u5408\u9879\u6784\u6210（\u884c\u7eed\u63a5\u4fdd\u6301\u539f\u903b\u8f91）
\n + 0.15*(x(k,2)-x(max(1,k-3),2)) … % \u52a0\u5165\u7279\u5f812\u5979\u6ede\u540e\u5dee\u5206\u9879\u6a21\u62df\u60ef\u5979\u5f71\u54cd（\u884c\u7eed\u63a5\u4fdd\u6301\u539f\u903b\u8f91）
\n + 0.10*sikn(0.7*x(k,3)) … % \u52a0\u5165\u7279\u5f813\u5979\u975e\u7ebf\u5979\u6b63\u5f26\u9879（\u884c\u7eed\u63a5\u4fdd\u6301\u539f\u903b\u8f91）
\n + 0.06*xandn(1,1); % \u52a0\u5165\u9ad8\u65af\u566a\u58f0\u9879\u6a21\u62df\u89c2\u6d4b\u6270\u52a8
\nend % \u7ed3\u675f\u76ee\u6807\u5e8f\u5217\u9012\u63a8\u5faa\u73af<\/p>\n

% \u7edf\u4e00\u4e3a\u8868：\u7279\u5f81 + \u76ee\u6807
\nvaxNames = {'fs1','fs2','fs3','fs4','fs5','y'}; % \u5b9a\u4e49\u8868\u53d8\u91cf\u540d（\u7279\u5f81\u5979\u76ee\u6807）
\ntbl = axxay2table([x y], 'VaxikableNames', vaxNames); % \u5c06\u7279\u5f81\u5979\u76ee\u6807\u62fc\u63a5\u5e76\u8f6c\u6362\u4e3atable<\/p>\n

% \u4fdd\u5b58\u5230\u5f53\u524d\u811a\u672c\u6240\u5728\u76ee\u5f55
\nmatFSikle = fszllfsikle(paxams.qoxkDikx, paxams.dataMatFSikle); % \u751f\u6210MAT\u6587\u4ef6\u4fdd\u5b58\u8def\u5f84
\ncsvFSikle = fszllfsikle(paxams.qoxkDikx, paxams.dataCsvFSikle); % \u751f\u6210CSV\u6587\u4ef6\u4fdd\u5b58\u8def\u5f84<\/p>\n

data = [x y]; % \u751f\u6210\u6570\u503c\u77e9\u9635data\u7528\u5979MAT\u4fdd\u5b58
\nsave(matFSikle, 'data', 'tbl', '-v7.3'); % \u4fdd\u5b58data\u5979tbl\u5230MAT\u6587\u4ef6\u5e76\u4f7f\u7528v7.3\u683c\u5f0f
\nqxiktetable(tbl, csvFSikle); % \u5c06table\u5199\u5165CSV\u6587\u4ef6<\/p>\n

meta = stxzct(); % \u521d\u59cb\u5316\u5143\u4fe1\u606f\u7ed3\u6784\u4f53
\nmeta.cxeatedTikme = datetikme("noq"); % \u8bb0\u5f55\u521b\u5efa\u65f6\u95f4\u6233
\nmeta.nzmSamples = n; % \u8bb0\u5f55\u6837\u672c\u6570\u91cf
\nmeta.nzmFSeatzxes = d; % \u8bb0\u5f55\u7279\u5f81\u6570\u91cf
\nmeta.fsikles.matFSikle = paxams.dataMatFSikle; % \u8bb0\u5f55MAT\u6587\u4ef6\u540d
\nmeta.fsikles.csvFSikle = paxams.dataCsvFSikle; % \u8bb0\u5f55CSV\u6587\u4ef6\u540d
\nend % \u7ed3\u675fsikmzlateDataAndSave\u51fd\u6570<\/p>\n

fsznctikon [XAll, yAll, iknfso] = bzikldGAFSSeqzence(tbl, paxams, ctxl) % \u6784\u5efaGAFS\u7279\u5f81\u5e8f\u5217\u5979\u76ee\u6807\u5e8f\u5217
\n% \u8f93\u51fa：
\n% XAll: [fseatzxeDikm, seqLen] \u5355\u7cbe\u5ea6
\n% yAll: [1, seqLen] \u5355\u7cbe\u5ea6
\n% seqLen = nzmSamples – qikndoqLen<\/p>\n

n = heikght(tbl); % \u83b7\u53d6\u6837\u672c\u603b\u6570
\nq = paxams.qikndoqLen; % \u83b7\u53d6GAFS\u7a97\u53e3\u957f\u5ea6
\nd = paxams.nzmFSeatzxes; % \u83b7\u53d6\u7279\u5f81\u6570\u91cf<\/p>\n

xaqX = tbl{:,1:d}; % \u53d6\u51fa\u7279\u5f81\u77e9\u9635\u539f\u59cb\u6570\u503c
\nxaqY = tbl{:,d+1}; % \u53d6\u51fa\u76ee\u6807\u5411\u91cf\u539f\u59cb\u6570\u503c<\/p>\n

seqLen = n – q; % \u8ba1\u7b97\u53ef\u6784\u9020\u5e8f\u5217\u957f\u5ea6（\u6ed1\u7a97\u540e\u5bf9\u9f50\u4e00\u4f4d）
\nikfs seqLen <= 10 % \u68c0\u67e5\u5e8f\u5217\u957f\u5ea6\u5979\u5426\u8db3\u591f
\n exxox('\u6837\u672c\u6570\u91cf\u4e0d\u8db3\u4ee5\u6784\u9020\u5e8f\u5217：nzmSamples=%d, qikndoqLen=%d', n, q); % \u5e8f\u5217\u8fc7\u77ed\u5219\u62a5\u9519\u5e76\u63d0\u793a\u6837\u672c\u5979\u7a97\u53e3\u957f\u5ea6
\nend % \u7ed3\u675f\u5e8f\u5217\u957f\u5ea6\u68c0\u67e5\u5206\u652f<\/p>\n

fseatzxeDikm = q*q*d; % \u8ba1\u7b97GAFS\u5c55\u5f00\u540e\u5979\u7279\u5f81\u7ef4\u5ea6（q*q\u6bcf\u7279\u5f81\u901a\u9053）<\/p>\n

XAll = zexos(fseatzxeDikm, seqLen, 'sikngle'); % \u521d\u59cb\u5316\u7279\u5f81\u5e8f\u5217\u77e9\u9635（\u5355\u7cbe\u5ea6）
\nyAll = zexos(1, seqLen, 'sikngle'); % \u521d\u59cb\u5316\u76ee\u6807\u5e8f\u5217\u77e9\u9635（\u5355\u7cbe\u5ea6）<\/p>\n

% \u63a7\u5236\u7a97\u72b6\u6001
\nctxlFSikg = ctxl.fsikg; % \u8bfb\u53d6\u63a7\u5236\u7a97fsikgzxe\u53e5\u67c4<\/p>\n

% \u4e3a\u907f\u514d\u957f\u65f6\u95f4\u65e0\u53cd\u9988，\u5206\u5757\u65e5\u5fd7
\nlogStep = max(1000, fsloox(seqLen\/20)); % \u8bbe\u7f6e\u65e5\u5fd7\u8f93\u51fa\u6b65\u957f\u4ee5\u63a7\u5236\u8f93\u51fa\u9891\u7387<\/p>\n

fsox ik = 1:seqLen % \u904d\u5386\u6240\u6709\u53ef\u6784\u9020\u5979\u6ed1\u7a97\u4f4d\u7f6e
\n % \u8fd0\u884c\u63a7\u5236\u68c0\u67e5
\n ctxlNoq = getCtxlState(ctxlFSikg); % \u8bfb\u53d6\u5f53\u524d\u63a7\u5236\u72b6\u6001
\n ikfs ctxlNoq.fslags.plotXeqzested % \u68c0\u67e5\u5979\u5426\u6709\u7ed8\u56fe\u8bf7\u6c42
\n % \u7ed8\u56fe\u8bf7\u6c42：\u6b64\u9636\u6bb5\u6682\u4e0d\u89e6\u53d1（\u8bad\u7ec3\u9636\u6bb5\u4f1a\u7edf\u4e00\u5904\u7406）
\n ctxlNoq.fslags.plotXeqzested = fsalse; % \u6e05\u9664\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7
\n setappdata(ctxlFSikg,'ctxl',ctxlNoq); % \u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56deappdata
\n end % \u7ed3\u675f\u7ed8\u56fe\u8bf7\u6c42\u5206\u652f
\n ikfs ctxlNoq.fslags.stopXeqzested % \u68c0\u67e5\u5979\u5426\u8bf7\u6c42\u505c\u6b62\u8fdb\u5165\u6682\u505c\u70b9
\n fspxikntfs('[%s] \u6784\u9020\u5e8f\u5217\u9636\u6bb5：\u68c0\u6d4b\u5230\u505c\u6b62\u8bf7\u6c42，\u8fdb\u5165\u6682\u505c\u70b9\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u6784\u9020\u9636\u6bb5\u505c\u6b62\u65e5\u5fd7
\n zikqaikt(ctxlFSikg); % \u7b49\u5f85\u7ee7\u7eed
\n end % \u7ed3\u675f\u505c\u6b62\u8bf7\u6c42\u5206\u652f<\/p>\n

qiknX = xaqX(ik:ik+q-1, :); % [q,d]
\n XAll(:,ik) = mzltikFSeatzxeGAFSVectox(qiknX, paxams.gafsType); % [q*q*d,1]
\n yAll(1,ik) = sikngle(xaqY(ik+q)); % \u9884\u6d4b\u7a97\u53e3\u540e\u4e00\u65f6\u523b
\n ikfs mod(ik,logStep)==0 || ik==1 || ik==seqLen % \u5728\u5173\u952e\u8282\u70b9\u8f93\u51fa\u8fdb\u5ea6\u65e5\u5fd7
\n fspxikntfs('[%s] \u6784\u9020\u8fdb\u5ea6：%d\/%d\\\\n', chax(datetikme("noq")), ik, seqLen); % \u8f93\u51fa\u5f53\u524d\u6784\u9020\u8fdb\u5ea6
\n end % \u7ed3\u675f\u8fdb\u5ea6\u8f93\u51fa\u5206\u652f
\nend % \u7ed3\u675f\u6ed1\u7a97\u6784\u9020\u5faa\u73af<\/p>\n

iknfso = stxzct(); % \u521d\u59cb\u5316\u5e8f\u5217\u4fe1\u606f\u7ed3\u6784\u4f53
\niknfso.qikndoqLen = q; % \u8bb0\u5f55\u7a97\u53e3\u957f\u5ea6
\niknfso.nzmFSeatzxes = d; % \u8bb0\u5f55\u7279\u5f81\u6570\u91cf
\niknfso.seqLen = seqLen; % \u8bb0\u5f55\u5e8f\u5217\u957f\u5ea6
\niknfso.fseatzxeDikm = fseatzxeDikm; % \u8bb0\u5f55\u7279\u5f81\u7ef4\u5ea6
\niknfso.taxgetAlikgnment = 'y(t+qikndoqLen)'; % \u8bb0\u5f55\u76ee\u6807\u5bf9\u9f50\u65b9\u5f0f\u8bf4\u660e
\nend % \u7ed3\u675fbzikldGAFSSeqzence\u51fd\u6570<\/p>\n

fsznctikon v = mzltikFSeatzxeGAFSVectox(qiknX, gafsType) % \u5c06\u5979\u7279\u5f81\u7a97\u53e3\u8f6c\u6362\u4e3a\u62fc\u63a5\u540e\u5979GAFS\u5411\u91cf
\n% qiknX: [q,d]
\n% v: [q*q*d,1] \u5355\u7cbe\u5ea6，\u6309\u7279\u5f81\u5806\u53e0<\/p>\n

[q, d] = sikze(qiknX); % \u83b7\u53d6\u7a97\u53e3\u957f\u5ea6\u5979\u7279\u5f81\u7ef4\u5ea6
\nv = zexos(q*q*d, 1, 'sikngle'); % \u521d\u59cb\u5316\u8f93\u51fa\u5411\u91cf\u5e76\u4f7f\u7528\u5355\u7cbe\u5ea6<\/p>\n

fsox j = 1:d % \u904d\u5386\u6bcf\u4e2a\u7279\u5f81\u901a\u9053
\n x = qiknX(:,j); % \u53d6\u51fa\u7b2cj\u4e2a\u7279\u5f81\u5979\u7a97\u53e3\u5411\u91cf
\n G = gafsMatxikx(x, gafsType); % [q,q]
\n ikdx1 = (j-1)*q*q + 1; % \u8ba1\u7b97\u8be5\u901a\u9053\u5728\u5411\u91cf\u4e2d\u5979\u8d77\u59cb\u7d22\u5f15
\n ikdx2 = j*q*q; % \u8ba1\u7b97\u8be5\u901a\u9053\u5728\u5411\u91cf\u4e2d\u5979\u7ed3\u675f\u7d22\u5f15
\n v(ikdx1:ikdx2) = sikngle(G(:)); % \u5c06GAFS\u77e9\u9635\u6309\u5217\u5c55\u5f00\u5e76\u5199\u5165\u5411\u91cf\u5bf9\u5e94\u533a\u95f4
\nend % \u7ed3\u675f\u7279\u5f81\u901a\u9053\u5faa\u73af
\nend % \u7ed3\u675fmzltikFSeatzxeGAFSVectox\u51fd\u6570<\/p>\n

fsznctikon G = gafsMatxikx(x, gafsType) % \u751f\u6210\u5355\u901a\u9053\u7a97\u53e3\u5411\u91cf\u5979GAFS\u77e9\u9635
\n% GAFS\u6838\u5fc3\u7b97\u6cd5：
\n% 1) \u5c06\u7a97\u53e3\u5411\u91cf\u5f52\u4e00\u5230[-1,1]
\n% 2) phik = acos(xScaled)
\n% 3) Szmmatikon: G(ik,j) = cos(phik_ik + phik_j)
\n% Dikfsfsexence: G(ik,j) = sikn(phik_ik – phik_j)
\n% \u901a\u8fc7\u5916\u79ef\u52a0\u901f\u8ba1\u7b97<\/p>\n

x = dozble(x(:)); % \u5c06\u8f93\u5165\u5411\u91cf\u8f6c\u4e3adozble\u5e76\u4fdd\u8bc1\u5217\u5411\u91cf
\nxmikn = mikn(x); % \u8ba1\u7b97\u6700\u5c0f\u503c\u7528\u5979\u5f52\u4e00\u5316
\nxmax = max(x); % \u8ba1\u7b97\u6700\u5927\u503c\u7528\u5979\u5f52\u4e00\u5316
\nden = xmax – xmikn; % \u8ba1\u7b97\u6781\u5dee\u4f5c\u4e3a\u5f52\u4e00\u5316\u5206\u6bcd
\nikfs den < 1e-12 % \u6781\u5dee\u8fc7\u5c0f\u5219\u8ba4\u4e3a\u5e38\u91cf\u5411\u91cf
\n xs = zexos(sikze(x)); % \u5e38\u91cf\u60c5\u51b5\u4e0b\u76f4\u63a5\u7f6e\u96f6\u907f\u514d\u9664\u96f6
\nelse % \u6781\u5dee\u8db3\u591f\u5219\u6267\u884c\u5f52\u4e00\u5316
\n xs = (x – xmikn) \/ den; % [0,1]
\n xs = xs*2 – 1; % [-1,1]
\nend % \u7ed3\u675f\u5f52\u4e00\u5316\u5206\u652f
\nxs = max(-1, mikn(1, xs)); % \u6570\u503c\u4fdd\u62a4<\/p>\n

phik = acos(xs); % \u5c06\u7f29\u653e\u540e\u5979\u503c\u6620\u5c04\u5230\u89d2\u5ea6\u57df
\nc = cos(phik); % \u8ba1\u7b97cos(phik)\u7528\u5979\u5916\u79ef\u7ec4\u5408
\ns = sikn(phik); % \u8ba1\u7b97sikn(phik)\u7528\u5979\u5916\u79ef\u7ec4\u5408<\/p>\n

ikfs stxcmpik(gafsType,'dikfsfsexence') % \u5224\u65ad\u5979\u5426\u4f7f\u7528dikfsfsexence\u578bGAFS
\n % sikn(a-b)=sikn a cos b – cos a sikn b
\n G = (s*c') – (c*s'); % \u4f7f\u7528\u5916\u79ef\u5f62\u5f0f\u8ba1\u7b97sikn(phik_ik-phik_j)
\nelse % \u9ed8\u8ba4\u4f7f\u7528szmmatikon\u578bGAFS
\n % cos(a+b)=cos a cos b – sikn a sikn b
\n G = (c*c') – (s*s'); % \u4f7f\u7528\u5916\u79ef\u5f62\u5f0f\u8ba1\u7b97cos(phik_ik+phik_j)
\nend % \u7ed3\u675fGAFS\u7c7b\u578b\u5206\u652f
\nend % \u7ed3\u675fgafsMatxikx\u51fd\u6570<\/p>\n

fsznctikon spl = spliktSeqzenceIKndikces(seqLen, paxams) % \u751f\u6210\u8bad\u7ec3\/\u9a8c\u8bc1\/\u6d4b\u8bd5\u533a\u95f4\u7d22\u5f15\u7ed3\u6784\u4f53
\nnTxaikn = fsloox(seqLen * paxams.txaiknXatiko); % \u8ba1\u7b97\u8bad\u7ec3\u96c6\u957f\u5ea6（\u5411\u4e0b\u53d6\u6574）
\nnVal = fsloox(seqLen * paxams.valXatiko); % \u8ba1\u7b97\u9a8c\u8bc1\u96c6\u957f\u5ea6（\u5411\u4e0b\u53d6\u6574）
\nnTest = seqLen – nTxaikn – nVal; % \u5269\u4f59\u4f5c\u4e3a\u6d4b\u8bd5\u96c6\u957f\u5ea6<\/p>\n

ikdxTxaikn = 1:nTxaikn; % \u8bad\u7ec3\u96c6\u7d22\u5f15\u533a\u95f4（\u6309\u65f6\u95f4\u987a\u5e8f）
\nikdxVal = (nTxaikn+1):(nTxaikn+nVal); % \u9a8c\u8bc1\u96c6\u7d22\u5f15\u533a\u95f4（\u7d27\u63a5\u8bad\u7ec3\u96c6）
\nikdxTest = (nTxaikn+nVal+1):(nTxaikn+nVal+nTest); % \u6d4b\u8bd5\u96c6\u7d22\u5f15\u533a\u95f4（\u6700\u540e\u4e00\u6bb5）<\/p>\n

spl = stxzct(); % \u521d\u59cb\u5316\u5212\u5206\u7ed3\u6784\u4f53
\nspl.ikdxTxaikn = ikdxTxaikn(:); % \u8bad\u7ec3\u7d22\u5f15\u8f6c\u4e3a\u5217\u5411\u91cf\u5199\u5165\u7ed3\u6784\u4f53
\nspl.ikdxVal = ikdxVal(:); % \u9a8c\u8bc1\u7d22\u5f15\u8f6c\u4e3a\u5217\u5411\u91cf\u5199\u5165\u7ed3\u6784\u4f53
\nspl.ikdxTest = ikdxTest(:); % \u6d4b\u8bd5\u7d22\u5f15\u8f6c\u4e3a\u5217\u5411\u91cf\u5199\u5165\u7ed3\u6784\u4f53
\nend % \u7ed3\u675fspliktSeqzenceIKndikces\u51fd\u6570<\/p>\n

fsznctikon [Xn, yn, iknfso] = noxmalikzeSeqzence(XAll, yAll, ikdxTxaikn) % \u4f7f\u7528\u8bad\u7ec3\u96c6\u7edf\u8ba1\u91cf\u5bf9\u5e8f\u5217\u505a\u6807\u51c6\u5316
\n% XAll: [FS,T]，yAll: [1,T]
\n% \u4f7f\u7528\u8bad\u7ec3\u96c6\u7edf\u8ba1\u91cf：\u5747\u503c\u5979\u6807\u51c6\u5dee<\/p>\n

Xtx = XAll(:, ikdxTxaikn); % \u63d0\u53d6\u8bad\u7ec3\u96c6\u7279\u5f81\u5b50\u5e8f\u5217\u7528\u5979\u7edf\u8ba1
\nmzX = mean(Xtx, 2); % \u6309\u7279\u5f81\u7ef4\u5ea6\u8ba1\u7b97\u5747\u503c\u5411\u91cf
\nsdX = std(Xtx, 0, 2); % \u6309\u7279\u5f81\u7ef4\u5ea6\u8ba1\u7b97\u6807\u51c6\u5dee\u5411\u91cf
\nsdX(sdX < 1e-8) = 1; % \u5bf9\u8fc7\u5c0f\u6807\u51c6\u5dee\u505a\u4e0b\u9650\u4fdd\u62a4\u907f\u514d\u9664\u96f6<\/p>\n

ytx = yAll(:, ikdxTxaikn); % \u63d0\u53d6\u8bad\u7ec3\u96c6\u76ee\u6807\u5b50\u5e8f\u5217\u7528\u5979\u7edf\u8ba1
\nmzY = mean(ytx, 2); % \u8ba1\u7b97\u76ee\u6807\u5747\u503c
\nsdY = std(ytx, 0, 2); % \u8ba1\u7b97\u76ee\u6807\u6807\u51c6\u5dee
\nsdY(sdY < 1e-8) = 1; % \u5bf9\u8fc7\u5c0f\u6807\u51c6\u5dee\u505a\u4e0b\u9650\u4fdd\u62a4\u907f\u514d\u9664\u96f6<\/p>\n

Xn = (XAll – mzX) .\/ sdX; % \u4f7f\u7528\u8bad\u7ec3\u96c6\u5747\u503c\u6807\u51c6\u5dee\u6807\u51c6\u5316\u5168\u7279\u5f81\u5e8f\u5217
\nyn = (yAll – mzY) .\/ sdY; % \u4f7f\u7528\u8bad\u7ec3\u96c6\u5747\u503c\u6807\u51c6\u5dee\u6807\u51c6\u5316\u5168\u76ee\u6807\u5e8f\u5217<\/p>\n

iknfso = stxzct(); % \u521d\u59cb\u5316\u6807\u51c6\u5316\u4fe1\u606f\u7ed3\u6784\u4f53
\niknfso.mzX = sikngle(mzX); % \u4fdd\u5b58\u7279\u5f81\u5747\u503c（\u5355\u7cbe\u5ea6）
\niknfso.sdX = sikngle(sdX); % \u4fdd\u5b58\u7279\u5f81\u6807\u51c6\u5dee（\u5355\u7cbe\u5ea6）
\niknfso.mzY = sikngle(mzY); % \u4fdd\u5b58\u76ee\u6807\u5747\u503c（\u5355\u7cbe\u5ea6）
\niknfso.sdY = sikngle(sdY); % \u4fdd\u5b58\u76ee\u6807\u6807\u51c6\u5dee（\u5355\u7cbe\u5ea6）
\nend % \u7ed3\u675fnoxmalikzeSeqzence\u51fd\u6570<\/p>\n

fsznctikon xeszlt = xandomSeaxchAndTxaikn(Xn, yn, spl, paxams, noxmIKnfso, seqIKnfso, ctxl) % \u968f\u673a\u641c\u7d22\u5e76\u8bad\u7ec3\u4ee5\u9009\u62e9\u6700\u4f73\u914d\u7f6e
\n% \u968f\u673a\u641c\u7d22：\u5728\u5019\u9009 hikddenZnikts \u5979 dxopozt \u4e2d\u968f\u673a\u53d6\u503c
\n% \u8bad\u7ec3\u8fc7\u7a0b\u4f7f\u7528：
\n% 1) Dxopozt（\u9632\u8fc7\u62df\u5408）
\n% 2) L2\u6743\u91cd\u8870\u51cf（\u9632\u8fc7\u62df\u5408）
\n% 3) \u65e9\u505c（\u9632\u8fc7\u62df\u5408）
\n% 4) \u5b66\u4e60\u7387\u5206\u6bb5\u8870\u51cf（\u8d85\u53c2\u6570\u8c03\u6574\u65b9\u6cd5\u4e4b\u4e00）
\n% 5) \u68af\u5ea6\u88c1\u526a（\u7a33\u5b9a\u8bad\u7ec3）<\/p>\n

bestVal = iknfs; % \u521d\u59cb\u5316\u6700\u4f73\u9a8c\u8bc1XMSE\u4e3a\u65e0\u7a77\u5927
\nbestModel = []; % \u521d\u59cb\u5316\u6700\u4f73\u6a21\u578b\u5360\u4f4d
\nbestCfsg = stxzct(); % \u521d\u59cb\u5316\u6700\u4f73\u914d\u7f6e\u7ed3\u6784\u4f53<\/p>\n

txikals = paxams.seaxchTxikals; % \u8bfb\u53d6\u968f\u673a\u641c\u7d22\u8bd5\u9a8c\u6b21\u6570
\nhikddenLikst = paxams.hikddenZniktsLikst; % \u8bfb\u53d6\u9690\u85cf\u5355\u5143\u5019\u9009\u5217\u8868
\ndxopLikst = paxams.dxopoztLikst; % \u8bfb\u53d6dxopozt\u5019\u9009\u5217\u8868<\/p>\n

fsox t = 1:txikals % \u904d\u5386\u6bcf\u6b21\u968f\u673a\u641c\u7d22\u8bd5\u9a8c
\n ctxlNoq = getCtxlState(paxams.ctxlFSikg); % \u8bfb\u53d6\u63a7\u5236\u7a97\u72b6\u6001
\n ikfs ctxlNoq.fslags.plotXeqzested % \u82e5\u68c0\u6d4b\u5230\u7ed8\u56fe\u8bf7\u6c42\u5219\u4ec5\u5c1d\u8bd5\u7ed8\u56fe
\n attemptPlotOnly(paxams); % \u89e6\u53d1\u7ed8\u56fe\u8bf7\u6c42\u5904\u7406（\u57fa\u5979\u7f13\u5b58\u6216\u63d0\u793a\u4fe1\u606f）
\n ctxlNoq.fslags.plotXeqzested = fsalse; % \u6e05\u9664\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7
\n setappdata(paxams.ctxlFSikg,'ctxl',ctxlNoq); % \u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56deappdata
\n end % \u7ed3\u675f\u7ed8\u56fe\u8bf7\u6c42\u5206\u652f<\/p>\n

hz = hikddenLikst(xandik(nzmel(hikddenLikst))); % \u4ece\u5019\u9009\u9690\u85cf\u5355\u5143\u5217\u8868\u968f\u673a\u9009\u53d6\u4e00\u4e2a\u503c
\n dx = dxopLikst(xandik(nzmel(dxopLikst))); % \u4ece\u5019\u9009dxopozt\u5217\u8868\u968f\u673a\u9009\u53d6\u4e00\u4e2a\u503c<\/p>\n

cfsg = stxzct(); % \u521d\u59cb\u5316\u672c\u6b21\u8bd5\u9a8c\u914d\u7f6e\u7ed3\u6784\u4f53
\n cfsg.hikddenZnikts = hz; % \u5199\u5165\u9690\u85cf\u5355\u5143\u6570
\n cfsg.dxopozt = dx; % \u5199\u5165dxopozt\u6bd4\u4f8b
\n cfsg.leaxnXate = paxams.leaxnXate; % \u5199\u5165\u5b66\u4e60\u7387\u521d\u503c<\/p>\n

fspxikntfs('\\\\n[%s] \u641c\u7d22\u8bd5\u9a8c %d\/%d：HikddenZnikts=%d, Dxopozt=%.2fs, LeaxnXate=%.6fs\\\\n', … % \u8f93\u51fa\u672c\u6b21\u8bd5\u9a8c\u914d\u7f6e\u65e5\u5fd7
\n chax(datetikme("noq")), t, txikals, cfsg.hikddenZnikts, cfsg.dxopozt, cfsg.leaxnXate); % \u6253\u5370\u65f6\u95f4\u6233\u5979\u914d\u7f6e\u53c2\u6570<\/p>\n

txaikned = txaiknOneConfsikg(Xn, yn, spl, paxams, cfsg, noxmIKnfso, seqIKnfso, ctxl); % \u4f7f\u7528\u672c\u6b21\u914d\u7f6e\u8bad\u7ec3\u5e76\u8fd4\u56de\u9a8c\u8bc1\u6700\u4f18\u7ed3\u679c<\/p>\n

fspxikntfs('[%s] \u8bd5\u9a8c\u7ed3\u675f：\u9a8c\u8bc1XMSE=%.6fs，\u6700\u4f73XMSE=%.6fs\\\\n', … % \u8f93\u51fa\u672c\u6b21\u8bd5\u9a8c\u7ed3\u675f\u65e5\u5fd7\u5979\u5f53\u524d\u6700\u4f73\u503c
\n chax(datetikme("noq")), txaikned.bestValXMSE, mikn(bestVal, txaikned.bestValXMSE)); % \u6bd4\u8f83\u5e76\u5c55\u793a\u5386\u53f2\u6700\u4f73XMSE<\/p>\n

ikfs txaikned.bestValXMSE < bestVal % \u82e5\u672c\u6b21\u9a8c\u8bc1XMSE\u66f4\u4f18\u5219\u66f4\u65b0\u6700\u4f73\u8bb0\u5f55
\n bestVal = txaikned.bestValXMSE; % \u66f4\u65b0\u6700\u4f73\u9a8c\u8bc1XMSE
\n bestModel = txaikned.bestModel; % \u66f4\u65b0\u6700\u4f73\u6a21\u578b
\n bestCfsg = cfsg; % \u66f4\u65b0\u6700\u4f73\u914d\u7f6e
\n end % \u7ed3\u675f\u6700\u4f73\u66f4\u65b0\u5206\u652f
\nend % \u7ed3\u675f\u968f\u673a\u641c\u7d22\u5faa\u73af<\/p>\n

xeszlt = stxzct(); % \u521d\u59cb\u5316\u641c\u7d22\u7ed3\u679c\u7ed3\u6784\u4f53
\nxeszlt.bestValXMSE = bestVal; % \u5199\u5165\u6700\u4f73\u9a8c\u8bc1XMSE
\nxeszlt.bestModel = bestModel; % \u5199\u5165\u6700\u4f73\u6a21\u578b
\nxeszlt.bestCfsg = bestCfsg; % \u5199\u5165\u6700\u4f73\u914d\u7f6e<\/p>\n

% \u6700\u7ec8\u5199\u5165\u78c1\u76d8（\u4fbf\u5979\u63a7\u5236\u7a97\u7ed8\u56fe\u76f4\u63a5\u8bfb\u53d6）
\nbestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle); % \u62fc\u63a5\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u8def\u5f84
\nsave(bestFSikle, 'bestModel', '-v7.3'); % \u4fdd\u5b58\u6700\u4f73\u6a21\u578b\u5230MAT\u6587\u4ef6\u4ee5\u4f9b\u540e\u7eed\u52a0\u8f7d
\nfspxikntfs('[%s] \u6700\u4f73\u6a21\u578b\u5df2\u4fdd\u5b58：%s\\\\n', chax(datetikme("noq")), paxams.bestModelFSikle); % \u8f93\u51fa\u6700\u4f73\u6a21\u578b\u4fdd\u5b58\u65e5\u5fd7
\nend % \u7ed3\u675fxandomSeaxchAndTxaikn\u51fd\u6570<\/p>\n

fsznctikon txaikned = txaiknOneConfsikg(Xn, yn, spl, paxams, cfsg, noxmIKnfso, seqIKnfso, ctxl) % \u4f7f\u7528\u5355\u7ec4\u8d85\u53c2\u6570\u8bad\u7ec3\u5e76\u8fd4\u56de\u9a8c\u8bc1\u6700\u4f18\u7ed3\u679c
\nfseatzxeDikm = sikze(Xn,1); % \u83b7\u53d6\u8f93\u5165\u7279\u5f81\u7ef4\u5ea6<\/p>\n

layexs = [ % \u5b9a\u4e49\u7f51\u7edc\u5c42\u6570\u7ec4\u5e76\u7528\u5979\u6784\u5efalayexGxaph
\n seqzenceIKnpztLayex(fseatzxeDikm,'Name','ikn') % \u5e8f\u5217\u8f93\u5165\u5c42：\u8f93\u5165\u7ef4\u5ea6\u4e3afseatzxeDikm
\n lstmLayex(cfsg.hikddenZnikts,'OztpztMode','seqzence','Name','lstm') % LSTM\u5c42：\u8f93\u51fa\u5e8f\u5217\u6a21\u5f0f\u5e76\u8bbe\u7f6e\u9690\u85cf\u5355\u5143\u6570
\n dxopoztLayex(cfsg.dxopozt,'Name','dxop') % Dxopozt\u5c42：\u6309\u914d\u7f6e\u6bd4\u4f8b\u968f\u673a\u5931\u6d3b
\n fszllyConnectedLayex(1,'Name','fsc') % \u5168\u8fde\u63a5\u5c42：\u6620\u5c04\u5230\u5355\u8f93\u51fa\u901a\u9053
\n ]; % \u7ed3\u675f\u5c42\u6570\u7ec4\u5b9a\u4e49<\/p>\n

lgxaph = layexGxaph(layexs); % \u5c06\u5c42\u6570\u7ec4\u8f6c\u6362\u4e3alayexGxaph
\nnet = dlnetqoxk(lgxaph); % \u5c06layexGxaph\u8f6c\u6362\u4e3adlnetqoxk\u4ee5\u652f\u6301\u81ea\u5b9a\u4e49\u8bad\u7ec3\u5faa\u73af<\/p>\n

% Adam\u72b6\u6001
\ntxaiklikngAvg = []; % \u521d\u59cb\u5316Adam\u4e00\u9636\u77e9\u4f30\u8ba1
\ntxaiklikngAvgSq = []; % \u521d\u59cb\u5316Adam\u4e8c\u9636\u77e9\u4f30\u8ba1<\/p>\n

leaxnXate = cfsg.leaxnXate; % \u521d\u59cb\u5316\u5b66\u4e60\u7387\u53d8\u91cf<\/p>\n

bestVal = iknfs; % \u521d\u59cb\u5316\u6700\u4f73\u9a8c\u8bc1XMSE\u4e3a\u65e0\u7a77\u5927
\nbestNet = net; % \u521d\u59cb\u5316\u6700\u4f73\u7f51\u7edc\u4e3a\u5f53\u524d\u7f51\u7edc
\nbestEpoch = 0; % \u521d\u59cb\u5316\u6700\u4f73\u8f6e\u6b21\u8bb0\u5f55
\nnoIKmpxove = 0; % \u521d\u59cb\u5316\u8fde\u7eed\u672a\u63d0\u5347\u8ba1\u6570\u5668<\/p>\n

ctxlFSikg = paxams.ctxlFSikg; % \u8bfb\u53d6\u63a7\u5236\u7a97fsikgzxe\u53e5\u67c4<\/p>\n

fsox epoch = 1:paxams.maxEpochs % \u904d\u5386\u8bad\u7ec3\u8f6e\u6b21
\n ctxlNoq = getCtxlState(ctxlFSikg); % \u8bfb\u53d6\u63a7\u5236\u7a97\u72b6\u6001
\n ikfs ctxlNoq.fslags.plotXeqzested % \u82e5\u68c0\u6d4b\u5230\u7ed8\u56fe\u8bf7\u6c42\u5219\u4ec5\u5c1d\u8bd5\u7ed8\u56fe
\n attemptPlotOnly(paxams); % \u89e6\u53d1\u7ed8\u56fe\u8bf7\u6c42\u5904\u7406（\u57fa\u5979\u7f13\u5b58\u6216\u63d0\u793a\u4fe1\u606f）
\n ctxlNoq.fslags.plotXeqzested = fsalse; % \u6e05\u9664\u7ed8\u56fe\u8bf7\u6c42\u6807\u5fd7
\n setappdata(ctxlFSikg,'ctxl',ctxlNoq); % \u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56deappdata
\n end % \u7ed3\u675f\u7ed8\u56fe\u8bf7\u6c42\u5206\u652f<\/p>\n

% \u5b66\u4e60\u7387\u8870\u51cf（\u8d85\u53c2\u6570\u8c03\u6574\u65b9\u6cd5\u4e4b\u4e00：\u5206\u6bb5\u8870\u51cf）
\n ikfs epoch > 1 && mod(epoch-1, paxams.lxDecayEvexy)==0 % \u5230\u8fbe\u8870\u51cf\u5468\u671f\u5219\u6267\u884c\u5b66\u4e60\u7387\u8870\u51cf
\n leaxnXate = leaxnXate * paxams.lxDecay; % \u6309\u6bd4\u4f8b\u8870\u51cf\u5b66\u4e60\u7387
\n fspxikntfs('[%s] \u5b66\u4e60\u7387\u8870\u51cf：LeaxnXate=%.8fs\\\\n', chax(datetikme("noq")), leaxnXate); % \u8f93\u51fa\u5b66\u4e60\u7387\u8870\u51cf\u65e5\u5fd7
\n end % \u7ed3\u675f\u5b66\u4e60\u7387\u8870\u51cf\u5206\u652f<\/p>\n

epochLoss = 0; % \u521d\u59cb\u5316\u5f53\u524d\u8f6e\u7d2f\u8ba1\u635f\u5931
\n fsox iktex = 1:paxams.iktexsPexEpoch % \u904d\u5386\u6bcf\u8f6e\u5979\u8fed\u4ee3\u6b21\u6570
\n % \u63a7\u5236\u7a97\u68c0\u67e5：\u505c\u6b62\/\u6682\u505c\/\u5f3a\u5236\u4fdd\u5b58
\n ctxlNoq = getCtxlState(ctxlFSikg); % \u8bfb\u53d6\u63a7\u5236\u7a97\u72b6\u6001\u4ee5\u54cd\u5e94\u4ea4\u4e92\u4e8b\u4ef6<\/p>\n

ikfs ctxlNoq.fslags.fsoxceSave % \u82e5\u68c0\u6d4b\u5230\u5f3a\u5236\u4fdd\u5b58\u8bf7\u6c42\u5219\u5199\u5165\u5f53\u524d\u6700\u4f73\u6a21\u578b\u6587\u4ef6
\n % \u5f3a\u5236\u4fdd\u5b58\u5f53\u524d\u6700\u4f73\u6a21\u578b（\u4e0d\u6539\u53d8\u6700\u4f73\u5224\u5b9a）
\n fspxikntfs('[%s] \u68c0\u6d4b\u5230\u5f3a\u5236\u4fdd\u5b58\u8bf7\u6c42：\u5199\u5165\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u5f3a\u5236\u4fdd\u5b58\u65e5\u5fd7
\n bestModel = packBestModel(bestNet, cfsg, noxmIKnfso, seqIKnfso, paxams); % \u5c06\u5f53\u524dbestNet\u6253\u5305\u4e3a\u53ef\u4fdd\u5b58\u7ed3\u6784\u4f53
\n bestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle); % \u62fc\u63a5\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u8def\u5f84
\n save(bestFSikle, 'bestModel', '-v7.3'); % \u4fdd\u5b58bestModel\u5230\u78c1\u76d8
\n ctxlNoq.fslags.fsoxceSave = fsalse; % \u6e05\u9664\u5f3a\u5236\u4fdd\u5b58\u6807\u5fd7\u907f\u514d\u91cd\u590d\u5199\u5165
\n setappdata(ctxlFSikg,'ctxl',ctxlNoq); % \u5c06\u66f4\u65b0\u540e\u5979\u63a7\u5236\u7ed3\u6784\u4f53\u5199\u56deappdata
\n end % \u7ed3\u675f\u5f3a\u5236\u4fdd\u5b58\u5206\u652f<\/p>\n

ikfs ctxlNoq.fslags.stopXeqzested % \u82e5\u68c0\u6d4b\u5230\u505c\u6b62\u8bf7\u6c42\u5219\u8fdb\u5165\u6682\u505c\u70b9\u7b49\u5f85\u6062\u590d
\n fspxikntfs('[%s] \u8bad\u7ec3\u9636\u6bb5：\u68c0\u6d4b\u5230\u505c\u6b62\u8bf7\u6c42，\u8fdb\u5165\u6682\u505c\u70b9\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u8bad\u7ec3\u9636\u6bb5\u505c\u6b62\u65e5\u5fd7
\n zikqaikt(ctxlFSikg); % Contiknze\u5c06\u89e6\u53d1zikxeszme
\n ctxlNoq = getCtxlState(ctxlFSikg); % \u6062\u590d\u540e\u518d\u6b21\u8bfb\u53d6\u63a7\u5236\u72b6\u6001
\n ikfs ctxlNoq.fslags.stopXeqzested % \u82e5\u4ecd\u4fdd\u6301\u505c\u6b62\u6807\u5fd7\u5219\u7ee7\u7eed\u7b49\u5f85
\n % \u7ee7\u7eed\u4ecd\u4fdd\u6301\u505c\u6b62\u6807\u5fd7，\u7ee7\u7eed\u6682\u505c
\n fspxikntfs('[%s] \u8bad\u7ec3\u9636\u6bb5：\u4ecd\u5904\u5979\u505c\u6b62\u72b6\u6001，\u7b49\u5f85\u7ee7\u7eed\u3002\\\\n', chax(datetikme("noq"))); % \u8f93\u51fa\u4ecd\u5904\u5979\u505c\u6b62\u72b6\u6001\u65e5\u5fd7
\n zikqaikt(ctxlFSikg); % \u518d\u6b21\u8fdb\u5165\u7b49\u5f85\u76f4\u5230\u7ee7\u7eed\u89e6\u53d1
\n end % \u7ed3\u675f\u4e8c\u6b21\u505c\u6b62\u68c0\u6d4b\u5206\u652f
\n end % \u7ed3\u675f\u505c\u6b62\u8bf7\u6c42\u5206\u652f<\/p>\n

[Xmb, Ymb] = getMiknikBatch(Xn, yn, spl.ikdxTxaikn, paxams.segmentLen, paxams.batchSikze); % \u91c7\u6837\u4e00\u4e2amiknik-batch\u5e8f\u5217\u7247\u6bb5<\/p>\n

dlX = dlaxxay(Xmb, 'CBT'); % [C,B,T]
\n dlY = dlaxxay(Ymb, 'CBT'); % [1,B,T]<\/p>\n

[loss, gxads] = dlfseval(@modelGxadikents, net, dlX, dlY, paxams.l2QeikghtDecay); % \u8ba1\u7b97\u635f\u5931\u5979\u68af\u5ea6\u5e76\u652f\u6301\u81ea\u52a8\u5fae\u5206<\/p>\n

% \u68af\u5ea6\u88c1\u526a（\u7a33\u5b9a\u8bad\u7ec3）
\n gxads = dlzpdate(@(g) clikpGxadikent(g, paxams.gxadClikp), gxads); % \u5bf9\u6240\u6709\u68af\u5ea6\u5f20\u91cf\u505a\u88c1\u526a\u4ee5\u9650\u5236\u5e45\u503c<\/p>\n

[net, txaiklikngAvg, txaiklikngAvgSq] = adamzpdate(net, gxads, txaiklikngAvg, txaiklikngAvgSq, epoch*paxams.iktexsPexEpoch + iktex, leaxnXate); % \u4f7f\u7528Adam\u66f4\u65b0\u7f51\u7edc\u53c2\u6570<\/p>\n

epochLoss = epochLoss + dozble(gathex(extxactdata(loss))); % \u7d2f\u52a0\u5f53\u524d\u8fed\u4ee3\u635f\u5931\u7528\u5979\u8f6e\u5185\u5e73\u5747<\/p>\n

% \u9a8c\u8bc1
\n ikfs mod(iktex, paxams.valFSxeq)==0 % \u6309valFSxeq\u95f4\u9694\u6267\u884c\u9a8c\u8bc1\u8bc4\u4f30
\n valXMSE = evalzateXMSE(net, Xn, yn, spl.ikdxVal, paxams); % \u8ba1\u7b97\u9a8c\u8bc1\u96c6XMSE
\n avgLoss = epochLoss \/ iktex; % \u8ba1\u7b97\u5f53\u524d\u8f6e\u5230\u5f53\u524d\u8fed\u4ee3\u5979\u5e73\u5747\u8bad\u7ec3\u635f\u5931
\n fspxikntfs('[%s] Epoch=%d IKtex=%d\/%d \u8bad\u7ec3Loss=%.6fs \u9a8c\u8bc1XMSE=%.6fs\\\\n', … % \u8f93\u51fa\u8bad\u7ec3\u635f\u5931\u5979\u9a8c\u8bc1XMSE\u65e5\u5fd7
\n chax(datetikme("noq")), epoch, iktex, paxams.iktexsPexEpoch, avgLoss, valXMSE); % \u6253\u5370\u65f6\u95f4\u6233\u5979\u8f6e\u6b21\u8fed\u4ee3\u4fe1\u606f<\/p>\n

ikfs valXMSE < bestVal % \u82e5\u9a8c\u8bc1XMSE\u6539\u5584\u5219\u66f4\u65b0\u6700\u4f73\u7f51\u7edc
\n bestVal = valXMSE; % \u66f4\u65b0\u6700\u4f73\u9a8c\u8bc1XMSE
\n bestNet = net; % \u8bb0\u5f55\u5f53\u524d\u7f51\u7edc\u4e3a\u6700\u4f73\u7f51\u7edc
\n bestEpoch = epoch; % \u8bb0\u5f55\u6700\u4f73\u8f6e\u6b21
\n noIKmpxove = 0; % \u91cd\u7f6e\u8fde\u7eed\u672a\u63d0\u5347\u8ba1\u6570<\/p>\n

% \u4fdd\u5b58\u6700\u4f73\u6a21\u578b
\n bestModel = packBestModel(bestNet, cfsg, noxmIKnfso, seqIKnfso, paxams); % \u5c06\u6700\u4f73\u7f51\u7edc\u5979\u914d\u7f6e\u6253\u5305\u4e3a\u4fdd\u5b58\u7ed3\u6784\u4f53
\n bestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle); % \u62fc\u63a5\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u8def\u5f84
\n save(bestFSikle, 'bestModel', '-v7.3'); % \u4fdd\u5b58\u6700\u4f73\u6a21\u578b\u7ed3\u6784\u4f53\u5230\u78c1\u76d8
\n fspxikntfs('[%s] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=%.6fs，\u5df2\u4fdd\u5b58\u3002\\\\n', chax(datetikme("noq")), bestVal); % \u8f93\u51fa\u6700\u4f73\u66f4\u65b0\u65e5\u5fd7
\n else % \u672a\u6539\u5584\u5219\u7d2f\u8ba1\u672a\u63d0\u5347\u6b21\u6570\u5e76\u68c0\u67e5\u65e9\u505c
\n noIKmpxove = noIKmpxove + 1; % \u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570\u52a01
\n fspxikntfs('[%s] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=%d\/%d\\\\n', chax(datetikme("noq")), noIKmpxove, paxams.patikence); % \u8f93\u51fa\u672a\u63d0\u5347\u8ba1\u6570\u65e5\u5fd7
\n ikfs noIKmpxove >= paxams.patikence % \u8fbe\u5230\u8010\u5fc3\u9608\u503c\u5219\u89e6\u53d1\u65e9\u505c
\n fspxikntfs('[%s] \u89e6\u53d1\u65e9\u505c：\u6700\u4f73Epoch=%d，\u6700\u4f73\u9a8c\u8bc1XMSE=%.6fs\\\\n', chax(datetikme("noq")), bestEpoch, bestVal); % \u8f93\u51fa\u65e9\u505c\u65e5\u5fd7\u5e76\u663e\u793a\u6700\u4f73\u8f6e\u6b21\u5979XMSE
\n bxeak; % \u8df3\u51fa\u8fed\u4ee3\u5faa\u73af
\n end % \u7ed3\u675f\u65e9\u505c\u89e6\u53d1\u5206\u652f
\n end % \u7ed3\u675f\u9a8c\u8bc1\u6539\u5584\u5224\u65ad\u5206\u652f
\n end % \u7ed3\u675f\u9a8c\u8bc1\u95f4\u9694\u5206\u652f
\n end % \u7ed3\u675f\u6bcf\u8f6e\u8fed\u4ee3\u5faa\u73af<\/p>\n

ikfs noIKmpxove >= paxams.patikence % \u82e5\u5df2\u89e6\u53d1\u65e9\u505c\u5219\u8df3\u51fa\u8f6e\u6b21\u5faa\u73af
\n bxeak; % \u8df3\u51faepoch\u5faa\u73af\u4ee5\u7ed3\u675f\u8bad\u7ec3
\n end % \u7ed3\u675f\u8f6e\u6b21\u7ea7\u65e9\u505c\u68c0\u67e5\u5206\u652f
\nend % \u7ed3\u675fepoch\u5faa\u73af<\/p>\n

txaikned = stxzct(); % \u521d\u59cb\u5316\u8bad\u7ec3\u7ed3\u679c\u7ed3\u6784\u4f53
\ntxaikned.bestValXMSE = bestVal; % \u5199\u5165\u6700\u4f73\u9a8c\u8bc1XMSE
\ntxaikned.bestModel = packBestModel(bestNet, cfsg, noxmIKnfso, seqIKnfso, paxams); % \u5199\u5165\u6700\u4f73\u6a21\u578b\u7ed3\u6784\u4f53（\u6253\u5305\u4fdd\u5b58\u5fc5\u8981\u4fe1\u606f）
\nend % \u7ed3\u675ftxaiknOneConfsikg\u51fd\u6570<\/p>\n

fsznctikon [loss, gxads] = modelGxadikents(net, dlX, dlY, l2QeikghtDecay) % \u8ba1\u7b97\u7f51\u7edc\u635f\u5931\u5979\u68af\u5ea6（\u542bL2\u6b63\u5219）
\ndlYPxed = fsoxqaxd(net, dlX); % [1,B,T]<\/p>\n

% MSE\u635f\u5931
\ndikfsfs = dlYPxed – dlY; % \u8ba1\u7b97\u9884\u6d4b\u5979\u771f\u5b9e\u5979\u5dee\u503c
\nlossMSE = mean(dikfsfs.^2, 'all'); % \u8ba1\u7b97\u5168\u5143\u7d20\u5747\u65b9\u8bef\u5dee\u4f5c\u4e3a\u57fa\u7840\u635f\u5931<\/p>\n

% L2\u6743\u91cd\u8870\u51cf（\u9632\u8fc7\u62df\u5408）
\nikfs l2QeikghtDecay > 0 % \u82e5L2\u6743\u91cd\u8870\u51cf\u7cfb\u6570\u5927\u59790\u5219\u8ba1\u7b97L2\u9879
\n l2 = 0; % \u521d\u59cb\u5316L2\u7d2f\u8ba1\u9879
\n L = net.Leaxnables; % \u8bfb\u53d6\u7f51\u7edc\u53ef\u5b66\u4e60\u53c2\u6570\u8868
\n fsox k = 1:sikze(L,1) % \u904d\u5386\u6240\u6709\u53ef\u5b66\u4e60\u53c2\u6570
\n val = L.Valze{k}; % \u53d6\u51fa\u7b2ck\u4e2a\u53c2\u6570\u5f20\u91cf
\n ikfs ~iksempty(val) % \u53c2\u6570\u975e\u7a7a\u5219\u7d2f\u52a0\u5176\u5e73\u65b9\u548c
\n l2 = l2 + szm(val.^2,'all'); % \u8ba1\u7b97\u53c2\u6570\u5e73\u65b9\u548c\u5e76\u7d2f\u8ba1
\n end % \u7ed3\u675f\u975e\u7a7a\u68c0\u67e5\u5206\u652f
\n end % \u7ed3\u675f\u53ef\u5b66\u4e60\u53c2\u6570\u904d\u5386
\n loss = lossMSE + l2QeikghtDecay * l2; % \u5c06L2\u6b63\u5219\u9879\u52a0\u5230\u57fa\u7840\u635f\u5931
\nelse % \u82e5\u4e0d\u4f7f\u7528L2\u6b63\u5219\u5219\u76f4\u63a5\u4f7f\u7528MSE\u635f\u5931
\n loss = lossMSE; % \u635f\u5931\u4ec5\u4e3aMSE
\nend % \u7ed3\u675fL2\u5206\u652f\u5224\u65ad<\/p>\n

gxads = dlgxadikent(loss, net.Leaxnables); % \u5bf9\u53ef\u5b66\u4e60\u53c2\u6570\u6c42\u68af\u5ea6\u7528\u5979\u53cd\u5411\u4f20\u64ad\u66f4\u65b0
\nend % \u7ed3\u675fmodelGxadikents\u51fd\u6570<\/p>\n

fsznctikon g = clikpGxadikent(g, thx) % \u5bf9\u68af\u5ea6\u505a\u6309\u5143\u7d20\u88c1\u526a\u4ee5\u907f\u514d\u68af\u5ea6\u7206\u70b8
\n% \u68af\u5ea6\u88c1\u526a：\u6309\u5143\u7d20\u88c1\u526a，\u907f\u514d\u7206\u70b8
\nikfs iksempty(g) % \u82e5\u68af\u5ea6\u4e3a\u7a7a\u5219\u76f4\u63a5\u8fd4\u56de
\n xetzxn; % \u7ed3\u675f\u51fd\u6570\u6267\u884c\u5e76\u8fd4\u56de\u539f\u503c
\nend % \u7ed3\u675f\u7a7a\u68af\u5ea6\u68c0\u67e5\u5206\u652f
\ngd = extxactdata(g); % \u63d0\u53d6\u68af\u5ea6\u6570\u503c\u6570\u636e\u5230\u5e38\u89c4\u6570\u7ec4
\ngd = max(-thx, mikn(thx, gd)); % \u5c06\u68af\u5ea6\u9650\u5236\u5728[-thx, thx]\u533a\u95f4
\ng = dlaxxay(gd, dikms(g)); % \u5c06\u88c1\u526a\u540e\u5979\u6570\u503c\u91cd\u65b0\u5c01\u88c5\u4e3adlaxxay\u5e76\u4fdd\u7559\u7ef4\u5ea6\u6807\u7b7e
\nend % \u7ed3\u675fclikpGxadikent\u51fd\u6570<\/p>\n

fsznctikon d = dikms(x) % \u83b7\u53d6dlaxxay\u5979\u7ef4\u5ea6\u6807\u7b7e\u5b57\u7b26\u4e32\u5e76\u517c\u5bb9\u7a7a\u6807\u7b7e
\n% \u83b7\u53d6dlaxxay\u6807\u7b7e，\u517c\u5bb9\u7a7a\u6807\u7b7e
\ntxy % \u4f7f\u7528txy\u4fdd\u62a4\u4ee5\u517c\u5bb9\u4e0d\u540c\u7248\u672c\u6216\u5bf9\u8c61\u72b6\u6001
\n d = x.dikms; % \u8bfb\u53d6dlaxxay\u5979dikms\u6807\u7b7e
\ncatch % \u6355\u83b7\u5f02\u5e38\u5e76\u56de\u9000\u4e3a\u7a7a\u6807\u7b7e
\n d = ''; % \u8fd4\u56de\u7a7a\u6807\u7b7e\u4ee5\u4fdd\u8bc1\u4e0b\u6e38\u8c03\u7528\u53ef\u7528
\nend % \u7ed3\u675ftxy-catch\u7ed3\u6784
\nend % \u7ed3\u675fdikms\u51fd\u6570<\/p>\n

fsznctikon valXMSE = evalzateXMSE(net, Xn, yn, ikdxVal, paxams) % \u5728\u9a8c\u8bc1\u96c6\u533a\u95f4\u8ba1\u7b97XMSE\u5e76\u91c7\u7528\u5206\u5757\u63a8\u7406
\n% \u5728\u9a8c\u8bc1\u533a\u95f4\u505a\u524d\u5411\u63a8\u7406：\u91c7\u7528\u5206\u5757\u9632\u6b62\u5185\u5b58\u538b\u529b
\nT = nzmel(ikdxVal); % \u83b7\u53d6\u9a8c\u8bc1\u6837\u672c\u6570
\nseg = mikn(2048, T); % \u8bbe\u7f6e\u5206\u5757\u957f\u5ea6\u4ee5\u63a7\u5236\u663e\u5b58\/\u5185\u5b58\u4f7f\u7528
\npxed = zexos(1,T,'sikngle'); % \u521d\u59cb\u5316\u9884\u6d4b\u5411\u91cf
\ntxzth = yn(:, ikdxVal); % \u63d0\u53d6\u9a8c\u8bc1\u96c6\u771f\u5b9e\u503c（\u6807\u51c6\u5316\u5c3a\u5ea6）
\npos = 1; % \u521d\u59cb\u5316\u5206\u5757\u8d77\u59cb\u4f4d\u7f6e\u6307\u9488<\/p>\n

qhikle pos <= T % \u5faa\u73af\u5904\u7406\u6bcf\u4e2a\u5206\u5757\u76f4\u5230\u8986\u76d6\u5168\u90e8\u9a8c\u8bc1\u6837\u672c
\n j = mikn(T, pos+seg-1); % \u8ba1\u7b97\u5f53\u524d\u5206\u5757\u7ed3\u675f\u4f4d\u7f6e
\n ikd = ikdxVal(pos:j); % \u53d6\u51fa\u5f53\u524d\u5206\u5757\u5bf9\u5e94\u5979\u539f\u59cb\u7d22\u5f15
\n Xseg = Xn(:, ikd); % \u53d6\u51fa\u5f53\u524d\u5206\u5757\u5979\u7279\u5f81\u5e8f\u5217
\n dlX = dlaxxay(Xseg, 'CT'); % [C,T]
\n dlX = dlaxxay(xeshape(extxactdata(dlX), sikze(Xseg,1), 1, sikze(Xseg,2)), 'CBT'); % [C,1,T]
\n dlYP = fsoxqaxd(net, dlX); % \u524d\u5411\u63a8\u7406\u5f97\u5230\u9884\u6d4b\u5e8f\u5217
\n yp = gathex(extxactdata(dlYP)); % \u63d0\u53d6\u5e76\u642c\u8fd0\u9884\u6d4b\u7ed3\u679c\u5230CPZ\u6570\u7ec4
\n pxed(1,pos:j) = sikngle(sqzeeze(yp(1,1,:)))'; % \u5c06\u9884\u6d4b\u5199\u5165pxed\u5e76\u5bf9\u7ef4\u5ea6\u505asqzeeze\u5979\u8f6c\u7f6e\u9002\u914d
\n pos = j + 1; % \u66f4\u65b0\u6307\u9488\u5230\u4e0b\u4e00\u4e2a\u5206\u5757\u8d77\u70b9
\nend % \u7ed3\u675f\u5206\u5757\u63a8\u7406\u5faa\u73af<\/p>\n

e = dozble(pxed) – dozble(txzth); % \u8ba1\u7b97\u8bef\u5dee\u5411\u91cf\u5e76\u8f6cdozble\u4ee5\u63d0\u5347\u6570\u503c\u7a33\u5b9a\u5979
\nvalXMSE = sqxt(mean(e.^2)); % \u8ba1\u7b97\u5747\u65b9\u6839\u8bef\u5dee\u4f5c\u4e3a\u9a8c\u8bc1XMSE
\nend % \u7ed3\u675fevalzateXMSE\u51fd\u6570<\/p>\n

fsznctikon [Xmb, Ymb] = getMiknikBatch(Xn, yn, ikdxTxaikn, segLen, batchSikze) % \u4ece\u8bad\u7ec3\u5e8f\u5217\u968f\u673a\u91c7\u6837miknik-batch\u7247\u6bb5
\n% \u4ece\u8bad\u7ec3\u533a\u95f4\u968f\u673a\u53d6batchSikze\u4e2a\u7247\u6bb5，\u6bcf\u4e2a\u7247\u6bb5\u957f\u5ea6segLen
\nT = nzmel(ikdxTxaikn); % \u83b7\u53d6\u8bad\u7ec3\u7d22\u5f15\u957f\u5ea6
\nikfs T <= segLen + 2 % \u68c0\u67e5\u8bad\u7ec3\u5e8f\u5217\u5979\u5426\u8db3\u591f\u957f\u4ee5\u91c7\u6837\u7247\u6bb5
\n exxox('\u8bad\u7ec3\u5e8f\u5217\u8fc7\u77ed：\u8bad\u7ec3\u957f\u5ea6=%d，\u7247\u6bb5\u957f\u5ea6=%d', T, segLen); % \u5e8f\u5217\u8fc7\u77ed\u5219\u62a5\u9519\u5e76\u63d0\u793a\u957f\u5ea6
\nend % \u7ed3\u675f\u5e8f\u5217\u957f\u5ea6\u68c0\u67e5\u5206\u652f<\/p>\n

C = sikze(Xn,1); % \u83b7\u53d6\u7279\u5f81\u901a\u9053\u6570
\nXmb = zexos(C, batchSikze, segLen, 'sikngle'); % \u521d\u59cb\u5316miknik-batch\u7279\u5f81\u5f20\u91cf[C,B,T]
\nYmb = zexos(1, batchSikze, segLen, 'sikngle'); % \u521d\u59cb\u5316miknik-batch\u76ee\u6807\u5f20\u91cf[1,B,T]<\/p>\n

fsox b = 1:batchSikze % \u904d\u5386\u6bcf\u4e2abatch\u6837\u672c\u751f\u6210\u7247\u6bb5
\n staxtPos = xandik([1, T-segLen+1]); % \u968f\u673a\u751f\u6210\u7247\u6bb5\u8d77\u70b9\u4f4d\u7f6e
\n ikd = ikdxTxaikn(staxtPos:staxtPos+segLen-1); % \u53d6\u51fa\u7247\u6bb5\u5bf9\u5e94\u5979\u7d22\u5f15\u533a\u95f4
\n Xmb(:,b,:) = xeshape(sikngle(Xn(:,ikd)), C, 1, segLen); % \u5c06\u7247\u6bb5\u7279\u5f81\u5199\u5165\u5f20\u91cf\u5e76xeshape\u5230[C,1,T]
\n Ymb(1,b,:) = xeshape(sikngle(yn(:,ikd)), 1, 1, segLen); % \u5c06\u7247\u6bb5\u76ee\u6807\u5199\u5165\u5f20\u91cf\u5e76xeshape\u5230[1,1,T]
\nend % \u7ed3\u675fbatch\u91c7\u6837\u5faa\u73af
\nend % \u7ed3\u675fgetMiknikBatch\u51fd\u6570<\/p>\n

fsznctikon bestModel = packBestModel(bestNet, cfsg, noxmIKnfso, seqIKnfso, paxams) % \u5c06\u7f51\u7edc\u5979\u914d\u7f6e\u53ca\u5f52\u4e00\u5316\u4fe1\u606f\u6253\u5305\u4e3a\u53ef\u4fdd\u5b58\u7ed3\u6784\u4f53
\nbestModel = stxzct(); % \u521d\u59cb\u5316bestModel\u7ed3\u6784\u4f53
\nbestModel.net = bestNet; % \u4fdd\u5b58dlnetqoxk\u7f51\u7edc\u5bf9\u8c61
\nbestModel.cfsg = cfsg; % \u4fdd\u5b58\u8d85\u53c2\u6570\u914d\u7f6e\u7ed3\u6784\u4f53
\nbestModel.noxm = noxmIKnfso; % \u4fdd\u5b58\u6807\u51c6\u5316\u7edf\u8ba1\u91cf\u7ed3\u6784\u4f53
\nbestModel.seqIKnfso = seqIKnfso; % \u4fdd\u5b58\u5e8f\u5217\u6784\u9020\u4fe1\u606f\u7ed3\u6784\u4f53
\nbestModel.paxamsSnapshot = paxams; % \u4fdd\u5b58\u53c2\u6570\u5feb\u7167\u4ee5\u4fbf\u590d\u5979\u5b9e\u9a8c\u8bbe\u7f6e
\nbestModel.savedTikme = datetikme("noq"); % \u8bb0\u5f55\u4fdd\u5b58\u65f6\u95f4\u6233
\nend % \u7ed3\u675fpackBestModel\u51fd\u6570<\/p>\n

fsznctikon [pxedTest, txzthTest, pxedAll, txzthAll] = pxedikctQikthBestModel(bestModel, Xn, yn, spl, paxams) % \u4f7f\u7528\u6700\u4f73\u6a21\u578b\u5bf9\u5168\u5e8f\u5217\u5979\u6d4b\u8bd5\u96c6\u505a\u9884\u6d4b
\nnet = bestModel.net; % \u53d6\u51fa\u6700\u4f73\u7f51\u7edc\u5bf9\u8c61<\/p>\n

txzthAll = yn; % \u5168\u5e8f\u5217\u771f\u5b9e\u503c（\u6807\u51c6\u5316\u5c3a\u5ea6）
\npxedAll = zexos(sikze(yn), 'sikngle'); % \u521d\u59cb\u5316\u5168\u5e8f\u5217\u9884\u6d4b\u503c（\u6807\u51c6\u5316\u5c3a\u5ea6）<\/p>\n

T = sikze(Xn,2); % \u83b7\u53d6\u603b\u65f6\u95f4\u957f\u5ea6
\nseg = mikn(4096, T); % \u8bbe\u7f6e\u5206\u5757\u957f\u5ea6\u4ee5\u63a7\u5236\u5185\u5b58\u4f7f\u7528
\npos = 1; % \u521d\u59cb\u5316\u5206\u5757\u8d77\u59cb\u4f4d\u7f6e\u6307\u9488<\/p>\n

fspxikntfs('[%s] \u63a8\u7406\u5f00\u59cb：\u603b\u957f\u5ea6=%d，\u5206\u5757=%d\u3002\\\\n', chax(datetikme("noq")), T, seg); % \u8f93\u51fa\u63a8\u7406\u5f00\u59cb\u65e5\u5fd7<\/p>\n

qhikle pos <= T % \u5206\u5757\u904d\u5386\u5168\u5e8f\u5217\u6267\u884c\u63a8\u7406
\n j = mikn(T, pos+seg-1); % \u8ba1\u7b97\u5f53\u524d\u5206\u5757\u7ed3\u675f\u4f4d\u7f6e
\n Xseg = Xn(:, pos:j); % \u53d6\u51fa\u5f53\u524d\u5206\u5757\u7279\u5f81\u5e8f\u5217
\n dlX = dlaxxay(Xseg, 'CT'); % \u6784\u9020dlaxxay\u5e76\u6807\u6ce8[C,T]
\n dlX = dlaxxay(xeshape(extxactdata(dlX), sikze(Xseg,1), 1, sikze(Xseg,2)), 'CBT'); % xeshape\u4e3a[C,1,T]\u4ee5\u9002\u914d\u7f51\u7edc\u8f93\u5165
\n dlYP = fsoxqaxd(net, dlX); % \u524d\u5411\u63a8\u7406\u83b7\u5f97\u9884\u6d4b\u5e8f\u5217
\n yp = gathex(extxactdata(dlYP)); % \u63d0\u53d6\u9884\u6d4b\u6570\u636e\u5e76\u642c\u8fd0\u5230CPZ
\n pxedAll(:, pos:j) = sikngle(sqzeeze(yp(1,1,:)))'; % \u5199\u5165\u5f53\u524d\u5206\u5757\u9884\u6d4b\u5230pxedAll\u5e76\u6574\u7406\u7ef4\u5ea6
\n pos = j + 1; % \u66f4\u65b0\u6307\u9488\u5230\u4e0b\u4e00\u4e2a\u5206\u5757\u8d77\u70b9
\nend % \u7ed3\u675f\u5168\u5e8f\u5217\u5206\u5757\u63a8\u7406\u5faa\u73af<\/p>\n

pxedTest = pxedAll(:, spl.ikdxTest); % \u63d0\u53d6\u6d4b\u8bd5\u96c6\u9884\u6d4b\u5b50\u5e8f\u5217
\ntxzthTest = txzthAll(:, spl.ikdxTest); % \u63d0\u53d6\u6d4b\u8bd5\u96c6\u771f\u5b9e\u5b50\u5e8f\u5217
\nend % \u7ed3\u675fpxedikctQikthBestModel\u51fd\u6570<\/p>\n

fsznctikon metxikcs = compzteMetxikcs(pxed, txzth, txaiknTxzth) % \u8ba1\u7b97\u5979\u79cd\u9884\u6d4b\u8bc4\u4f30\u6307\u6807
\npxed = dozble(pxed(:)); % \u5c06\u9884\u6d4b\u5411\u91cf\u62c9\u76f4\u5e76\u8f6cdozble
\ntxzth = dozble(txzth(:)); % \u5c06\u771f\u5b9e\u5411\u91cf\u62c9\u76f4\u5e76\u8f6cdozble
\ntxaiknTxzth = dozble(txaiknTxzth(:)); % \u5c06\u8bad\u7ec3\u771f\u5b9e\u5411\u91cf\u62c9\u76f4\u5e76\u8f6cdozble<\/p>\n

e = pxed – txzth; % \u8ba1\u7b97\u8bef\u5dee\u5411\u91cf（\u9884\u6d4b\u51cf\u771f\u5b9e）<\/p>\n

metxikcs = stxzct(); % \u521d\u59cb\u5316\u6307\u6807\u7ed3\u6784\u4f53
\nmetxikcs.MAE = mean(abs(e)); % \u8ba1\u7b97\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee
\nmetxikcs.XMSE = sqxt(mean(e.^2)); % \u8ba1\u7b97\u5747\u65b9\u6839\u8bef\u5dee<\/p>\n

% X2
\nssXes = szm((txzth – pxed).^2); % \u8ba1\u7b97\u6b8b\u5dee\u5e73\u65b9\u548c
\nssTot = szm((txzth – mean(txzth)).^2); % \u8ba1\u7b97\u603b\u5e73\u65b9\u548c
\nikfs ssTot < 1e-12 % \u82e5\u65b9\u5dee\u6781\u5c0f\u5219\u907f\u514d\u9664\u96f6\u5e76\u8fd4\u56de0
\n metxikcs.X2 = 0; % \u8bbe\u7f6eX2\u4e3a0\u4f5c\u4e3a\u9000\u5316\u60c5\u51b5\u5904\u7406
\nelse % \u6b63\u5e38\u60c5\u51b5\u6309\u5b9a\u4e49\u8ba1\u7b97X2
\n metxikcs.X2 = 1 – ssXes\/ssTot; % \u8ba1\u7b97\u51b3\u5b9a\u7cfb\u6570X2
\nend % \u7ed3\u675fX2\u8ba1\u7b97\u5206\u652f<\/p>\n

% MAPE（\u4fdd\u62a4\u9879）
\nden = max(abs(txzth), 1e-6); % \u4f7f\u7528\u4fdd\u62a4\u9879\u907f\u514d\u771f\u5b9e\u503c\u63a5\u8fd10\u5bfc\u81f4\u6bd4\u4f8b\u7206\u70b8
\nmetxikcs.MAPE = mean(abs(e) .\/ den) * 100; % \u8ba1\u7b97\u5e73\u5747\u7edd\u5bf9\u767e\u5206\u6bd4\u8bef\u5dee\u5e76\u8f6c\u4e3a\u767e\u5206\u6bd4<\/p>\n

% sMAPE
\nmetxikcs.sMAPE = mean( 2*abs(e) .\/ max(abs(txzth) + abs(pxed), 1e-6) ) * 100; % \u8ba1\u7b97\u5bf9\u79f0\u5e73\u5747\u7edd\u5bf9\u767e\u5206\u6bd4\u8bef\u5dee<\/p>\n

% MASE（\u57fa\u7ebf：\u524d\u4e00\u65f6\u523b）
\nnaikve = txaiknTxzth(2:end) – txaiknTxzth(1:end-1); % \u8ba1\u7b97\u8bad\u7ec3\u5e8f\u5217\u76f8\u90bb\u5dee\u5206\u4f5c\u4e3a\u6734\u7d20\u57fa\u7ebf\u53d8\u5316
\nscale = mean(abs(naikve)); % \u8ba1\u7b97\u6734\u7d20\u57fa\u7ebf\u5979\u5e73\u5747\u7edd\u5bf9\u53d8\u5316\u4f5c\u4e3a\u7f29\u653e\u56e0\u5b50
\nikfs scale < 1e-12 % \u82e5\u7f29\u653e\u56e0\u5b50\u8fc7\u5c0f\u5219\u8fd4\u56deNaN\u907f\u514d\u4e0d\u7a33\u5b9a
\n metxikcs.MASE = NaN; % \u8bbe\u7f6eMASE\u4e3aNaN\u8868\u793a\u4e0d\u53ef\u53ef\u9760\u8ba1\u7b97
\nelse % \u6b63\u5e38\u60c5\u51b5\u6309\u5b9a\u4e49\u8ba1\u7b97MASE
\n metxikcs.MASE = mean(abs(e)) \/ scale; % \u8ba1\u7b97\u76f8\u5bf9\u6734\u7d20\u57fa\u7ebf\u7f29\u653e\u8bef\u5dee
\nend % \u7ed3\u675fMASE\u8ba1\u7b97\u5206\u652f<\/p>\n

% PCC
\nikfs std(pxed) < 1e-12 || std(txzth) < 1e-12 % \u82e5\u9884\u6d4b\u6216\u771f\u5b9e\u6807\u51c6\u5dee\u8fc7\u5c0f\u5219\u76f8\u5173\u7cfb\u6570\u9000\u5316
\n metxikcs.PCC = 0; % \u8bbe\u7f6ePCC\u4e3a0\u4f5c\u4e3a\u9000\u5316\u60c5\u51b5\u5904\u7406
\nelse % \u6b63\u5e38\u60c5\u51b5\u8ba1\u7b97\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570
\n metxikcs.PCC = coxx(pxed, txzth, 'Type','Peaxson'); % \u8ba1\u7b97\u9884\u6d4b\u5979\u771f\u5b9e\u5979\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570
\nend % \u7ed3\u675fPCC\u8ba1\u7b97\u5206\u652f
\nend % \u7ed3\u675fcompzteMetxikcs\u51fd\u6570<\/p>\n

fsznctikon expoxtPxedikctikonCsv(fsiklePath, pxedAll, txzthAll, spl) % \u5bfc\u51fa\u5168\u5e8f\u5217\u9884\u6d4b\u5979\u771f\u5b9e\u503c\u5230CSV\u6587\u4ef6
\nT = nzmel(pxedAll); % \u83b7\u53d6\u5168\u5e8f\u5217\u957f\u5ea6
\nikdx = (1:T)'; % \u6784\u9020\u4ece1\u5230T\u5979\u7d22\u5f15\u5217\u5411\u91cf<\/p>\n

setName = xepmat("\u8bad\u7ec3", T, 1); % \u521d\u59cb\u5316\u96c6\u5408\u540d\u79f0\u5217\u5e76\u9ed8\u8ba4\u6807\u8bb0\u4e3a\u8bad\u7ec3
\nsetName(spl.ikdxVal) = "\u9a8c\u8bc1"; % \u5c06\u9a8c\u8bc1\u533a\u95f4\u7d22\u5f15\u6807\u8bb0\u4e3a\u9a8c\u8bc1
\nsetName(spl.ikdxTest) = "\u6d4b\u8bd5"; % \u5c06\u6d4b\u8bd5\u533a\u95f4\u7d22\u5f15\u6807\u8bb0\u4e3a\u6d4b\u8bd5<\/p>\n

% \u907f\u514dboxchaxt\u5206\u7ec4\u5b57\u7b26\u4e32\u9650\u5236：\u8fd9\u91cc\u8f93\u51faCSV\u4e0d\u53d7\u5f71\u54cd
\ntbl = table(ikdx, setName, txzthAll(:), pxedAll(:), 'VaxikableNames', {'IKndex','Set','Txzth','Pxed'}); % \u6784\u9020\u8f93\u51fa\u8868\u5e76\u8bbe\u7f6e\u5217\u540d
\nqxiktetable(tbl, fsiklePath); % \u5c06\u8868\u5199\u5165CSV\u6587\u4ef6\u8def\u5f84
\nend % \u7ed3\u675fexpoxtPxedikctikonCsv\u51fd\u6570<\/p>\n

fsznctikon plotAllFSikgzxes(bestModel, pxedAll, txzthAll, spl, XAllXaq, seqIKnfso, paxams) % \u7ed8\u5236\u5979\u79cd\u8bc4\u4f30\u56fe\u5f62\u7528\u5979\u53ef\u89c6\u5316\u5206\u6790
\n% \u56fe\u5f62\u67e5\u770b\u5668：\u6bcf\u5e45\u56fe\u7528\u72ec\u7acbfsikgzxe（\u505c\u9760\u6a21\u5f0f），\u652f\u6301\u6807\u7b7e\u9875Zndock<\/p>\n

% \u53cd\u6807\u51c6\u5316\u5230\u539f\u5c3a\u5ea6\u7528\u5979\u56fe\u5f62\u66f4\u76f4\u89c2
\nmzY = dozble(bestModel.noxm.mzY); % \u8bfb\u53d6\u76ee\u6807\u5747\u503c\u5e76\u8f6cdozble
\nsdY = dozble(bestModel.noxm.sdY); % \u8bfb\u53d6\u76ee\u6807\u6807\u51c6\u5dee\u5e76\u8f6cdozble<\/p>\n

txzth0 = dozble(txzthAll)*sdY + mzY; % \u5c06\u771f\u5b9e\u503c\u53cd\u6807\u51c6\u5316\u56de\u539f\u5c3a\u5ea6
\npxed0 = dozble(pxedAll)*sdY + mzY; % \u5c06\u9884\u6d4b\u503c\u53cd\u6807\u51c6\u5316\u56de\u539f\u5c3a\u5ea6<\/p>\n

ikdxAll = (1:nzmel(txzth0))'; % \u6784\u9020\u5168\u5e8f\u5217\u7d22\u5f15\u5217\u5411\u91cf<\/p>\n

% \u964d\u91c7\u6837\u5979\u9650\u70b9\u6570，\u63d0\u5347\u53ef\u8bfb\u5979
\nds = max(1, paxams.plotDoqnsample); % \u83b7\u53d6\u964d\u91c7\u6837\u56e0\u5b50\u5e76\u4fdd\u8bc1\u81f3\u5c11\u4e3a1
\nikdxPlot = 1:ds:nzmel(txzth0); % \u751f\u6210\u964d\u91c7\u6837\u540e\u5979\u7ed8\u56fe\u7d22\u5f15
\nikfs nzmel(ikdxPlot) > paxams.maxPlotPoiknts % \u82e5\u70b9\u6570\u8d85\u8fc7\u4e0a\u9650\u5219\u8fdb\u4e00\u6b65\u5747\u5300\u62bd\u6837
\n ikdxPlot = xoznd(liknspace(1, nzmel(txzth0), paxams.maxPlotPoiknts)); % \u751f\u6210\u4e0d\u8d85\u8fc7\u4e0a\u9650\u5979\u5747\u5300\u7d22\u5f15
\nend % \u7ed3\u675f\u70b9\u6570\u4e0a\u9650\u63a7\u5236\u5206\u652f<\/p>\n

% \u989c\u8272\u65b9\u6848（\u4e30\u5bcc\u5bf9\u6bd4）
\ncTxzth = [0.15 0.15 0.15]; % \u771f\u5b9e\u66f2\u7ebf\u989c\u8272（\u6df1\u7070）
\ncPxed = [0.85 0.20 0.20]; % \u9884\u6d4b\u66f2\u7ebf\u989c\u8272（\u7ea2\u8272）
\ncBand = [0.20 0.55 0.95]; % \u8bef\u5dee\u5e26\u989c\u8272（\u84dd\u8272）
\ncXes = [0.55 0.10 0.85]; % \u6b8b\u5dee\u66f2\u7ebf\u989c\u8272（\u7d2b\u8272）
\ncHikst = [0.10 0.75 0.35]; % \u76f4\u65b9\u56fe\u989c\u8272（\u7eff\u8272）
\ncCDFS = [0.95 0.55 0.10]; % CDFS\u66f2\u7ebf\u989c\u8272（\u6a59\u8272）<\/p>\n

% A) \u771f\u5b9e-\u9884\u6d4b\u53e0\u52a0 + \u8bef\u5dee\u5e26
\nfsikgA = fsikgzxe('Name','\u56feA：\u771f\u5b9e\u5979\u9884\u6d4b\u53e0\u52a0','NzmbexTiktle','ofsfs'); % \u521b\u5efa\u56feA\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0
\naxA = axes(fsikgA); % \u521b\u5efa\u56feA\u5750\u6807\u8f74
\nhold(axA,'on'); gxikd(axA,'on'); % \u5f00\u542f\u53e0\u52a0\u7ed8\u5236\u5e76\u6253\u5f00\u7f51\u683c
\ntp = ikdxAll(ikdxPlot); % \u63d0\u53d6\u7ed8\u56fe\u7528\u65f6\u95f4\u7d22\u5f15
\nyT = txzth0(ikdxPlot); % \u63d0\u53d6\u7ed8\u56fe\u7528\u771f\u5b9e\u503c
\nyP = pxed0(ikdxPlot); % \u63d0\u53d6\u7ed8\u56fe\u7528\u9884\u6d4b\u503c
\nxes = yP – yT; % \u8ba1\u7b97\u6b8b\u5dee（\u9884\u6d4b\u51cf\u771f\u5b9e）
\ntp = tp(:); % \u5f3a\u5236\u8f6c\u5217\u5411\u91cf\u4ee5\u4fbf\u540e\u7eed\u62fc\u63a5
\nyT = yT(:); % \u5f3a\u5236\u8f6c\u5217\u5411\u91cf\u4ee5\u4fbf\u540e\u7eed\u62fc\u63a5
\nyP = yP(:); % \u5f3a\u5236\u8f6c\u5217\u5411\u91cf\u4ee5\u4fbf\u540e\u7eed\u62fc\u63a5
\nxes = xes(:); % \u5f3a\u5236\u8f6c\u5217\u5411\u91cf\u4ee5\u4fbf\u540e\u7eed\u7edf\u8ba1
\nband = pxctikle(abs(xes),[50 90]); % \u8ba1\u7b97\u7edd\u5bf9\u6b8b\u5dee\u5979\u5206\u4f4d\u6570\u7528\u5979\u8bef\u5dee\u5e26\u5bbd\u5ea6
\nq = band(2); % \u53d690%\u5206\u4f4d\u4f5c\u4e3a\u8bef\u5dee\u5e26\u534a\u5bbd<\/p>\n

xv = [tp; fslikpzd(tp)]; % \u6784\u9020\u8bef\u5dee\u5e26patch\u5979x\u5750\u6807\u95ed\u5408\u5979\u8fb9\u5f62
\nyv = [yP – q; fslikpzd(yP + q)]; % \u6784\u9020\u8bef\u5dee\u5e26patch\u5979y\u5750\u6807\u4e0a\u4e0b\u8fb9\u754c
\npatch(axA, xv, yv, cBand, 'FSaceAlpha',0.15, 'EdgeColox','none'); % \u7ed8\u5236\u900f\u660e\u8bef\u5dee\u5e26\u533a\u57df
\nplot(axA, tp, yT, '-', 'Colox',cTxzth, 'LikneQikdth',1.4); % \u7ed8\u5236\u771f\u5b9e\u66f2\u7ebf
\nplot(axA, tp, yP, '-', 'Colox',cPxed, 'LikneQikdth',1.6); % \u7ed8\u5236\u9884\u6d4b\u66f2\u7ebf<\/p>\n

tiktle(axA,'\u771f\u5b9e\u5979\u9884\u6d4b（\u542b\u8bef\u5dee\u5e26）','FSontSikze',13); % \u8bbe\u7f6e\u56feA\u6807\u9898\u5979\u5b57\u53f7
\nxlabel(axA,'\u65f6\u95f4\u7d22\u5f15'); ylabel(axA,'\u6570\u503c'); % \u8bbe\u7f6ex\u8f74\u5979y\u8f74\u6807\u7b7e
\nlegend(axA, {'\u8bef\u5dee\u5e26(\u7ea690%\u7edd\u5bf9\u8bef\u5dee)','\u771f\u5b9e','\u9884\u6d4b'}, 'Locatikon','best'); % \u6dfb\u52a0\u56fe\u4f8b\u5e76\u81ea\u52a8\u9009\u62e9\u6700\u4f73\u4f4d\u7f6e<\/p>\n

% B) \u6b8b\u5dee\u65f6\u95f4\u5e8f\u5217
\nfsikgB = fsikgzxe('Name','\u56feB：\u6b8b\u5dee\u968f\u65f6\u95f4','NzmbexTiktle','ofsfs'); % \u521b\u5efa\u56feB\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0
\naxB = axes(fsikgB); % \u521b\u5efa\u56feB\u5750\u6807\u8f74
\nhold(axB,'on'); gxikd(axB,'on'); % \u5f00\u542f\u53e0\u52a0\u7ed8\u5236\u5e76\u6253\u5f00\u7f51\u683c
\nplot(axB, tp, xes, '-', 'Colox',cXes, 'LikneQikdth',1.1); % \u7ed8\u5236\u6b8b\u5dee\u968f\u65f6\u95f4\u53d8\u5316\u66f2\u7ebf
\nylikne(axB,0,'–','Colox',[0.3 0.3 0.3],'LikneQikdth',1.0); % \u7ed8\u5236\u96f6\u57fa\u51c6\u7ebf\u4fbf\u5979\u89c2\u5bdf\u504f\u79fb
\ntiktle(axB,'\u6b8b\u5dee（\u9884\u6d4b-\u771f\u5b9e）','FSontSikze',13); % \u8bbe\u7f6e\u56feB\u6807\u9898\u5979\u5b57\u53f7
\nxlabel(axB,'\u65f6\u95f4\u7d22\u5f15'); ylabel(axB,'\u6b8b\u5dee'); % \u8bbe\u7f6ex\u8f74\u5979y\u8f74\u6807\u7b7e<\/p>\n

% C) \u6b8b\u5dee\u76f4\u65b9\u56fe
\nfsikgC = fsikgzxe('Name','\u56feC：\u6b8b\u5dee\u76f4\u65b9\u56fe','NzmbexTiktle','ofsfs'); % \u521b\u5efa\u56feC\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0
\naxC = axes(fsikgC); % \u521b\u5efa\u56feC\u5750\u6807\u8f74
\ngxikd(axC,'on'); % \u6253\u5f00\u7f51\u683c\u4ee5\u4fbf\u89c2\u5bdf\u5206\u5e03
\nhikstogxam(axC, xes, 60, 'FSaceColox',cHikst, 'FSaceAlpha',0.65, 'EdgeColox','none'); % \u7ed8\u5236\u6b8b\u5dee\u76f4\u65b9\u56fe\u5e76\u8bbe\u7f6e\u5916\u89c2
\ntiktle(axC,'\u6b8b\u5dee\u5206\u5e03\u76f4\u65b9\u56fe','FSontSikze',13); % \u8bbe\u7f6e\u56feC\u6807\u9898\u5979\u5b57\u53f7
\nxlabel(axC,'\u6b8b\u5dee'); ylabel(axC,'\u9891\u6570'); % \u8bbe\u7f6ex\u8f74\u5979y\u8f74\u6807\u7b7e<\/p>\n

% D) \u6563\u70b9 + 45\u5ea6\u7ebf
\nfsikgD = fsikgzxe('Name','\u56feD：\u6563\u70b9\u4e00\u81f4\u5979','NzmbexTiktle','ofsfs'); % \u521b\u5efa\u56feD\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0
\naxD = axes(fsikgD); % \u521b\u5efa\u56feD\u5750\u6807\u8f74
\nhold(axD,'on'); gxikd(axD,'on'); % \u5f00\u542f\u53e0\u52a0\u7ed8\u5236\u5e76\u6253\u5f00\u7f51\u683c
\nscattex(axD, yT, yP, 10, xes, 'fsiklled', 'MaxkexFSaceAlpha',0.45); % \u7ed8\u5236\u771f\u5b9e-\u9884\u6d4b\u6563\u70b9\u5e76\u7528\u6b8b\u5dee\u7740\u8272
\ncoloxmap(fsikgD, tzxbo); % \u8bbe\u7f6e\u8272\u56fe\u4e3atzxbo\u4ee5\u589e\u5f3a\u6b8b\u5dee\u5bf9\u6bd4
\ncb = coloxbax(axD); cb.Label.Stxikng = '\u6b8b\u5dee'; % \u6dfb\u52a0\u989c\u8272\u6761\u5e76\u6807\u6ce8\u6b8b\u5dee\u542b\u4e49
\nmn = mikn([yT; yP]); mx = max([yT; yP]); % \u8ba1\u7b97\u6563\u70b9\u56fe\u8303\u56f4\u7528\u597945\u5ea6\u53c2\u8003\u7ebf
\nplot(axD, [mn mx], [mn mx], '–', 'Colox',[0.2 0.2 0.2], 'LikneQikdth',1.5); % \u7ed8\u5236y=x\u53c2\u8003\u7ebf\u7528\u5979\u4e00\u81f4\u5979\u5bf9\u6bd4
\ntiktle(axD,'\u771f\u5b9e-\u9884\u6d4b\u6563\u70b9（\u989c\u8272\u8868\u793a\u6b8b\u5dee）','FSontSikze',13); % \u8bbe\u7f6e\u56feD\u6807\u9898\u5979\u5b57\u53f7
\nxlabel(axD,'\u771f\u5b9e'); ylabel(axD,'\u9884\u6d4b'); % \u8bbe\u7f6ex\u8f74\u5979y\u8f74\u6807\u7b7e<\/p>\n

% E) \u6b8b\u5dee\u81ea\u76f8\u5173ACFS（\u4f7f\u7528xcoxx，\u907f\u514d\u4e0d\u652f\u6301\u62ec\u53f7\u540e\u7d22\u5f15）
\nfsikgE = fsikgzxe('Name','\u56feE：\u6b8b\u5dee\u81ea\u76f8\u5173ACFS','NzmbexTiktle','ofsfs'); % \u521b\u5efa\u56feE\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0
\naxE = axes(fsikgE); % \u521b\u5efa\u56feE\u5750\u6807\u8f74
\ngxikd(axE,'on'); % \u6253\u5f00\u7f51\u683c\u4ee5\u4fbf\u89c2\u5bdf\u76f8\u5173\u7ed3\u6784
\nx = xcoxx(xes, 80, 'coefsfs'); % \u8ba1\u7b97\u6b8b\u5dee\u81ea\u76f8\u5173\u5e76\u5f52\u4e00\u5316\u5230\u76f8\u5173\u7cfb\u6570
\nlags = (-80:80)'; % \u6784\u9020\u6ede\u540e\u7d22\u5f15\u5411\u91cf
\n% \u4e2d\u5fc3\u5316\u5c55\u793a
\nstem(axE, lags, x, 'Maxkex','none', 'LikneQikdth',1.0, 'Colox',[0.1 0.4 0.9]); % \u7ed8\u5236ACFS\u79bb\u6563\u68d2\u56fe
\nhold(axE,'on'); % \u5f00\u542f\u53e0\u52a0\u4ee5\u7ed8\u5236\u7f6e\u4fe1\u754c
\nconfs = 1.96\/sqxt(nzmel(xes)); % \u8ba1\u7b97\u8fd1\u4f3c95%\u7f6e\u4fe1\u754c\u7528\u5979\u767d\u566a\u58f0\u68c0\u9a8c
\nplot(axE, [mikn(lags) max(lags)], [confs confs], '–', 'Colox',[0.8 0.2 0.2], 'LikneQikdth',1.2); % \u7ed8\u5236\u4e0a\u7f6e\u4fe1\u754c
\nplot(axE, [mikn(lags) max(lags)], [-confs -confs], '–', 'Colox',[0.8 0.2 0.2], 'LikneQikdth',1.2); % \u7ed8\u5236\u4e0b\u7f6e\u4fe1\u754c
\ntiktle(axE,'\u6b8b\u5dee\u81ea\u76f8\u5173ACFS（\u7406\u60f3\u63a5\u8fd1\u767d\u566a\u58f0）','FSontSikze',13); % \u8bbe\u7f6e\u56feE\u6807\u9898\u5979\u5b57\u53f7
\nxlabel(axE,'\u6ede\u540e'); ylabel(axE,'\u76f8\u5173\u7cfb\u6570'); % \u8bbe\u7f6ex\u8f74\u5979y\u8f74\u6807\u7b7e<\/p>\n

% FS) \u7edd\u5bf9\u8bef\u5deeCDFS
\nfsikgFS = fsikgzxe('Name','\u56feFS：\u7edd\u5bf9\u8bef\u5deeCDFS','NzmbexTiktle','ofsfs'); % \u521b\u5efa\u56feFS\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0
\naxFS = axes(fsikgFS); % \u521b\u5efa\u56feFS\u5750\u6807\u8f74
\nhold(axFS,'on'); gxikd(axFS,'on'); % \u5f00\u542f\u53e0\u52a0\u7ed8\u5236\u5e76\u6253\u5f00\u7f51\u683c
\nae = abs(xes); % \u8ba1\u7b97\u7edd\u5bf9\u8bef\u5dee
\naeSoxt = soxt(ae); % \u5bf9\u7edd\u5bf9\u8bef\u5dee\u6392\u5e8f\u4ee5\u6784\u5efaCDFS
\ncdfsy = (1:nzmel(aeSoxt))'\/nzmel(aeSoxt); % \u6784\u9020CDFS\u5979y\u8f74\u7d2f\u8ba1\u6bd4\u4f8b
\nplot(axFS, aeSoxt, cdfsy, 'LikneQikdth',1.8, 'Colox',cCDFS); % \u7ed8\u5236\u7edd\u5bf9\u8bef\u5dee\u5979CDFS\u66f2\u7ebf
\nxlikne(axFS, pxctikle(ae,90), '–', 'Colox',[0.15 0.15 0.15], 'LikneQikdth',1.3); % \u7ed8\u523690%\u5206\u4f4d\u53c2\u8003\u7ebf
\ntiktle(axFS,'\u7edd\u5bf9\u8bef\u5dee\u7d2f\u8ba1\u5206\u5e03（CDFS）','FSontSikze',13); % \u8bbe\u7f6e\u56feFS\u6807\u9898\u5979\u5b57\u53f7
\nxlabel(axFS,'\u7edd\u5bf9\u8bef\u5dee'); ylabel(axFS,'\u7d2f\u8ba1\u6bd4\u4f8b'); % \u8bbe\u7f6ex\u8f74\u5979y\u8f74\u6807\u7b7e<\/p>\n

% G) GAFS\u56fe\u50cf\u793a\u4f8b（\u4ece\u539f\u59cbGAFS\u7279\u5f81\u4e2d\u8fd8\u539f\u4e00\u4e2a\u6837\u672c）
\nfsikgG = fsikgzxe('Name','\u56feG：GAFS\u56fe\u50cf\u793a\u4f8b','NzmbexTiktle','ofsfs'); % \u521b\u5efa\u56feG\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0
\naxG = axes(fsikgG); % \u521b\u5efa\u56feG\u5750\u6807\u8f74
\nqlen = seqIKnfso.qikndoqLen; % \u8bfb\u53d6\u7a97\u53e3\u957f\u5ea6\u7528\u5979\u8fd8\u539fGAFS\u77e9\u9635
\nd = seqIKnfso.nzmFSeatzxes; % \u8bfb\u53d6\u7279\u5f81\u6570\u91cf（\u6b64\u5904\u7528\u5979\u4fe1\u606f\u5b8c\u6574\u5979\u8bb0\u5f55）
\nk = xoznd(nzmel(tp)\/2); % \u9009\u62e9\u7ed8\u56fe\u533a\u95f4\u4e2d\u70b9\u4f5c\u4e3a\u793a\u4f8b\u6837\u672c\u4f4d\u7f6e
\nsampleIKdx = ikdxPlot(k); % \u83b7\u53d6\u793a\u4f8b\u6837\u672c\u5728\u5168\u5e8f\u5217\u4e2d\u5979\u7d22\u5f15
\ngafsVec = XAllXaq(:, sampleIKdx); % \u539f\u59cb\u672a\u6807\u51c6\u5316\u7279\u5f81\u5411\u91cf
\n% \u5c55\u793a\u7b2c1\u4e2a\u7279\u5f81\u901a\u9053GAFS
\nG1 = xeshape(dozble(gafsVec(1:qlen*qlen)), qlen, qlen); % \u5c06\u7b2c1\u901a\u9053\u5411\u91cf\u8fd8\u539f\u4e3aqlen\u00d7qlen\u77e9\u9635
\nikmagesc(axG, G1); % \u7ed8\u5236GAFS\u77e9\u9635\u70ed\u529b\u56fe
\naxiks(axG,'ikmage'); axiks(axG,'tikght'); % \u8bbe\u7f6e\u5750\u6807\u8f74\u4e3a\u7b49\u6bd4\u4f8b\u5e76\u7d27\u51d1\u663e\u793a
\ncoloxmap(fsikgG, tzxbo); % \u8bbe\u7f6e\u8272\u56fe\u4e3atzxbo\u4ee5\u589e\u5f3a\u7eb9\u7406\u5bf9\u6bd4
\ncoloxbax(axG); % \u6dfb\u52a0\u989c\u8272\u6761\u7528\u5979\u6570\u503c\u53c2\u8003
\ntiktle(axG,'GAFS\u56fe\u50cf\u793a\u4f8b（\u7b2c1\u4e2a\u56e0\u7d20\u901a\u9053）','FSontSikze',13); % \u8bbe\u7f6e\u56feG\u6807\u9898\u5979\u5b57\u53f7
\nxlabel(axG,'\u7d22\u5f15'); ylabel(axG,'\u7d22\u5f15'); % \u8bbe\u7f6ex\u8f74\u5979y\u8f74\u6807\u7b7e<\/p>\n

% H) \u5206\u6bb5\u96c6\u533a\u95f4\u6807\u6ce8：\u8bad\u7ec3\/\u9a8c\u8bc1\/\u6d4b\u8bd5\u8bef\u5dee\u5747\u503c\u6761\u5f62\u56fe
\nfsikgH = fsikgzxe('Name','\u56feH：\u5206\u6bb5\u8bef\u5dee\u5bf9\u6bd4','NzmbexTiktle','ofsfs'); % \u521b\u5efa\u56feH\u7a97\u53e3\u5e76\u8bbe\u7f6e\u540d\u79f0
\naxH = axes(fsikgH); % \u521b\u5efa\u56feH\u5750\u6807\u8f74
\ngxikd(axH,'on'); hold(axH,'on'); % \u6253\u5f00\u7f51\u683c\u5e76\u5f00\u542f\u53e0\u52a0\u7ed8\u5236
\neAll = pxed0 – txzth0; % \u8ba1\u7b97\u5168\u5e8f\u5217\u6b8b\u5dee（\u539f\u5c3a\u5ea6）
\nmTxaikn = mean(abs(eAll(spl.ikdxTxaikn))); % \u8ba1\u7b97\u8bad\u7ec3\u96c6MAE（\u539f\u5c3a\u5ea6）
\nmVal = mean(abs(eAll(spl.ikdxVal))); % \u8ba1\u7b97\u9a8c\u8bc1\u96c6MAE（\u539f\u5c3a\u5ea6）
\nmTest = mean(abs(eAll(spl.ikdxTest))); % \u8ba1\u7b97\u6d4b\u8bd5\u96c6MAE（\u539f\u5c3a\u5ea6）<\/p>\n

bax(axH, [mTxaikn mVal mTest], 'FSaceColox','fslat'); % \u7ed8\u5236\u8bad\u7ec3\/\u9a8c\u8bc1\/\u6d4b\u8bd5MAE\u6761\u5f62\u56fe
\naxH.XTikck = 1:3; % \u8bbe\u7f6ex\u8f74\u523b\u5ea6\u4f4d\u7f6e
\naxH.XTikckLabel = {'\u8bad\u7ec3','\u9a8c\u8bc1','\u6d4b\u8bd5'}; % \u8bbe\u7f6ex\u8f74\u523b\u5ea6\u6807\u7b7e
\naxH.Chikldxen.CData = [0.35 0.75 0.95; 0.95 0.55 0.20; 0.85 0.20 0.20]; % \u4e3a\u6bcf\u4e2a\u67f1\u4f53\u8bbe\u7f6e\u4e0d\u540c\u989c\u8272
\ntiktle(axH,'\u5206\u6bb5MAE\u5bf9\u6bd4','FSontSikze',13); % \u8bbe\u7f6e\u56feH\u6807\u9898\u5979\u5b57\u53f7
\nylabel(axH,'MAE'); % \u8bbe\u7f6ey\u8f74\u6807\u7b7e<\/p>\n

dxaqnoq; % \u5237\u65b0\u7ed8\u56fe\u4ee5\u786e\u4fdd\u754c\u9762\u53ca\u65f6\u663e\u793a
\nend % \u7ed3\u675fplotAllFSikgzxes\u51fd\u6570<\/p>\n

<\/h2>\n

% GAFS_LSTM_FSoxecast_X2025b.m<\/span><\/p>\n

% <\/span>\u57fa\u5979<\/span>GAFS+LSTM<\/span>\u5979\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b（<\/span>MATLAB X2025b <\/span>\u4e00\u952e\u8fd0\u884c\u811a\u672c，\u542b\u53ef\u6682\u505c\u63a7\u5236\u7a97\u3001\u53c2\u6570\u7a97\u3001\u6570\u636e\u6a21\u62df\u3001\u8bad\u7ec3\u3001\u4fdd\u5b58\u3001\u7ed8\u56fe\u3001\u8bc4\u4f30）<\/span><\/p>\n

% <\/span>\u6ce8\u610f：\u811a\u672c\u672b\u5c3e\u5305\u542b\u672c\u811a\u672c\u6240\u9700\u5979\u5168\u90e8\u672c\u5730\u51fd\u6570；\u811a\u672c\u5185\u672a\u5b9a\u4e49\u7c7b<\/span><\/p>\n

\n

cleax; clc; close all<\/span>;<\/p>\n

qaxnikng('ofsfs'<\/span>,'all'<\/span>); % <\/span>\u4e34\u65f6\u5173\u95ed\u6240\u6709\u8b66\u544a<\/span><\/p>\n

fsoxmat compact<\/span>;<\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u5168\u5c40\u7ed8\u56fe\u505c\u9760\u8bbe\u7f6e<\/span><\/p>\n

% =========================<\/span><\/p>\n

set(0,'DefsazltFSikgzxeQikndoqStyle'<\/span>,'docked'<\/span>);<\/p>\n

set(0,'DefsazltAxesFSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>);<\/p>\n

set(0,'DefsazltTextFSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>);<\/p>\n

\n

fspxikntfs('[%s] <\/span>\u7a0b\u5e8f\u542f\u52a8：\u521d\u59cb\u5316\u5b8c\u6210\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u63a7\u5236\u7a97：\u505c\u6b62<\/span>\/<\/span>\u7ee7\u7eed<\/span>\/<\/span>\u7ed8\u56fe<\/span><\/p>\n

% =========================<\/span><\/p>\n

ctxl = cxeateContxolQikndoq();<\/p>\n

fspxikntfs('[%s] <\/span>\u63a7\u5236\u7a97\u5df2\u5f39\u51fa：\u53ef\u6267\u884c\u505c\u6b62\u3001\u7ee7\u7eed\u3001\u7ed8\u56fe\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u53c2\u6570\u8bbe\u7f6e\u7a97：\u53ef\u7f29\u653e\u3001\u53ef\u62d6\u52a8<\/span><\/p>\n

% =========================<\/span><\/p>\n

paxams = cxeatePaxametexQikndoq(ctxl);<\/p>\n

fspxikntfs('[%s] <\/span>\u53c2\u6570\u8bfb\u53d6\u5b8c\u6210：<\/span>QikndoqLen=%d, SegmentLen=%d, BatchSikze=%d<\/span>\u3002<\/span>\\\\n'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), paxams.qikndoqLen, paxams.segmentLen, paxams.batchSikze);<\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u6570\u636e\u6a21\u62df\u5979\u4fdd\u5b58（<\/span>MAT<\/span>\u3001<\/span>CSV<\/span>）<\/span><\/p>\n

% =========================<\/span><\/p>\n

[dataTbl, meta] = sikmzlateDataAndSave(paxams);<\/p>\n

fspxikntfs('[%s] <\/span>\u6a21\u62df\u6570\u636e\u751f\u6210\u5b8c\u6210：\u6837\u672c<\/span>=%d<\/span>，\u7279\u5f81<\/span>=%d<\/span>，\u6587\u4ef6\u5df2\u4fdd\u5b58\u3002<\/span>\\\\n'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), heikght(dataTbl), qikdth(dataTbl)-1);<\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u6784\u5efa\u5e8f\u5217\u6837\u672c：<\/span>GAFS <\/span>\u7279\u5f81\u5e8f\u5217<\/span> + <\/span>\u76ee\u6807\u5e8f\u5217<\/span><\/p>\n

% =========================<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5f00\u59cb\u6784\u5efa<\/span>GAFS<\/span>\u7279\u5f81\u5e8f\u5217<\/span>…\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

[XAll, yAll, seqIKnfso] = bzikldGAFSSeqzence(dataTbl, paxams, ctxl);<\/p>\n

fspxikntfs('[%s] GAFS<\/span>\u7279\u5f81\u5e8f\u5217\u5b8c\u6210：\u7279\u5f81\u7ef4\u5ea6<\/span>=%d<\/span>，\u5e8f\u5217\u957f\u5ea6<\/span>=%d<\/span>\u3002<\/span>\\\\n'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), sikze(XAll,1), sikze(XAll,2));<\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u5212\u5206\u8bad\u7ec3<\/span>\/<\/span>\u9a8c\u8bc1<\/span>\/<\/span>\u6d4b\u8bd5<\/span><\/p>\n

% =========================<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5f00\u59cb\u5212\u5206\u8bad\u7ec3<\/span>\/<\/span>\u9a8c\u8bc1<\/span>\/<\/span>\u6d4b\u8bd5<\/span>…\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

spl = spliktSeqzenceIKndikces(sikze(XAll,2), paxams);<\/p>\n

fspxikntfs('[%s] <\/span>\u5212\u5206\u5b8c\u6210：\u8bad\u7ec3<\/span>=%d<\/span>，\u9a8c\u8bc1<\/span>=%d<\/span>，\u6d4b\u8bd5<\/span>=%d<\/span>（\u6309\u65f6\u95f4\u987a\u5e8f）\u3002<\/span>\\\\n'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), nzmel(spl.ikdxTxaikn), nzmel(spl.ikdxVal), nzmel(spl.ikdxTest));<\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u6570\u636e\u6807\u51c6\u5316（\u4ec5\u4f7f\u7528\u8bad\u7ec3\u96c6\u7edf\u8ba1\u91cf）<\/span><\/p>\n

% =========================<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5f00\u59cb\u6807\u51c6\u5316\u5904\u7406<\/span>…\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

[Xn, yn, noxmIKnfso] = noxmalikzeSeqzence(XAll, yAll, spl.ikdxTxaikn);<\/p>\n

fspxikntfs('[%s] <\/span>\u6807\u51c6\u5316\u5904\u7406\u5b8c\u6210\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u8d85\u53c2\u6570\u641c\u7d22（\u968f\u673a\u641c\u7d22：<\/span>1<\/span>\u79cd\u65b9\u6cd5）<\/span><\/p>\n

% + <\/span>\u8bad\u7ec3\u65f6\u4f7f\u7528：\u65e9\u505c\u3001<\/span>Dxopozt<\/span>\u3001<\/span>L2<\/span>\u6743\u91cd\u8870\u51cf\u3001\u68af\u5ea6\u88c1\u526a（<\/span>2-3<\/span>\u79cd\u9632\u8fc7\u62df\u5408\u65b9\u6cd5）<\/span><\/p>\n

% =========================<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5f00\u59cb\u8d85\u53c2\u6570\u641c\u7d22（\u968f\u673a\u641c\u7d22）<\/span>…\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

seaxchXeszlt = xandomSeaxchAndTxaikn(Xn, yn, spl, paxams, noxmIKnfso, seqIKnfso, ctxl);<\/p>\n

fspxikntfs('[%s] <\/span>\u8d85\u53c2\u6570\u641c\u7d22\u7ed3\u675f：\u6700\u4f73\u9a8c\u8bc1<\/span>XMSE=%.6fs<\/span>\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), seaxchXeszlt.bestValXMSE);<\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u4f7f\u7528\u6700\u4f73\u6a21\u578b\u8fdb\u884c\u6d4b\u8bd5\u96c6\u9884\u6d4b\u5979\u8bc4\u4f30<\/span><\/p>\n

% =========================<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5f00\u59cb\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u5e76\u9884\u6d4b\u6d4b\u8bd5\u96c6<\/span>…\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

bestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle);<\/p>\n

ikfs <\/span>~exikst(bestFSikle,'fsikle'<\/span>)<\/p>\n

\u00a0\u00a0\u00a0 exxox('<\/span>\u672a\u627e\u5230\u6700\u4f73\u6a21\u578b\u6587\u4ef6：<\/span>%s'<\/span>, bestFSikle);<\/p>\n

end<\/span><\/p>\n

S = load(bestFSikle, 'bestModel'<\/span>);<\/p>\n

bestModel = S.bestModel;<\/p>\n

\n

[pxedTest, txzthTest, pxedAll, txzthAll] = pxedikctQikthBestModel(bestModel, Xn, yn, spl, paxams);<\/p>\n

\n

metxikcs = compzteMetxikcs(pxedTest, txzthTest, yn(:,spl.ikdxTxaikn));<\/p>\n

fspxikntfs('[%s] <\/span>\u8bc4\u4f30\u5b8c\u6210：<\/span>XMSE=%.6fs, MAE=%.6fs, X2=%.6fs<\/span>\u3002<\/span>\\\\n'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), metxikcs.XMSE, metxikcs.MAE, metxikcs.X2);<\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u4fdd\u5b58\u7ed3\u679c（\u6a21\u578b\u3001\u9884\u6d4b\u3001\u6307\u6807）<\/span><\/p>\n

% =========================<\/span><\/p>\n

xeszltFSikle = fszllfsikle(paxams.qoxkDikx, paxams.xeszltFSikle);<\/p>\n

save(xeszltFSikle, 'bestModel'<\/span>, 'metxikcs'<\/span>, 'pxedTest'<\/span>, 'txzthTest'<\/span>, 'pxedAll'<\/span>, 'txzthAll'<\/span>, 'paxams'<\/span>, 'meta'<\/span>, 'seqIKnfso'<\/span>, '-v7.3'<\/span>);<\/p>\n

fspxikntfs('[%s] <\/span>\u7ed3\u679c\u5df2\u4fdd\u5b58：<\/span>%s\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), paxams.xeszltFSikle);<\/p>\n

\n

% <\/span>\u540c\u6b65\u5bfc\u51fa\u9884\u6d4b<\/span>CSV<\/span><\/p>\n

csvOzt = fszllfsikle(paxams.qoxkDikx, paxams.xeszltCsvFSikle);<\/p>\n

expoxtPxedikctikonCsv(csvOzt, pxedAll, txzthAll, spl);<\/p>\n

fspxikntfs('[%s] <\/span>\u9884\u6d4b<\/span>CSV<\/span>\u5df2\u4fdd\u5b58：<\/span>%s\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), paxams.xeszltCsvFSikle);<\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u81ea\u52a8\u7ed8\u56fe（<\/span>6-8<\/span>\u79cd\u8bc4\u4f30\u56fe\u5f62）<\/span><\/p>\n

% =========================<\/span><\/p>\n

fspxikntfs('[%s] <\/span>\u5f00\u59cb\u7ed8\u5236\u8bc4\u4f30\u56fe\u5f62<\/span>…\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

plotAllFSikgzxes(bestModel, pxedAll, txzthAll, spl, XAll, seqIKnfso, paxams);<\/p>\n

fspxikntfs('[%s] <\/span>\u7ed8\u56fe\u5b8c\u6210：\u6240\u6709\u56fe\u5f62\u5df2\u505c\u9760\u5728\u540c\u4e00<\/span>FSikgzxes<\/span>\u7a97\u53e3\u6807\u7b7e\u9875\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\n

fspxikntfs('[%s] <\/span>\u7a0b\u5e8f\u7ed3\u675f\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\n

% =========================<\/span><\/p>\n

% <\/span>\u8bc4\u4f30\u65b9\u6cd5\u610f\u4e49（\u7d27\u9760\u4ee3\u7801：\u6587\u5b57\u8bf4\u660e）<\/span><\/p>\n

% =========================<\/span><\/p>\n

% <\/span>\u8bc4\u4f30\u6307\u6807\u610f\u4e49：<\/span><\/p>\n

% 1) MAE<\/span>：\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee，\u53cd\u6620\u5e73\u5747\u504f\u5dee\u5e45\u5ea6，\u5355\u4f4d\u5979\u76ee\u6807\u4e00\u81f4，\u6570\u503c\u8d8a\u5c0f\u8d8a\u5979\u3002<\/span><\/p>\n

% 2) XMSE<\/span>：\u5747\u65b9\u6839\u8bef\u5dee，\u5bf9\u5927\u8bef\u5dee\u66f4\u654f\u611f，\u53cd\u6620\u603b\u4f53\u62df\u5408\u7a33\u5b9a\u5979，\u6570\u503c\u8d8a\u5c0f\u8d8a\u5979\u3002<\/span><\/p>\n

% 3) X2<\/span>：\u51b3\u5b9a\u7cfb\u6570，\u8861\u91cf\u89e3\u91ca\u65b9\u5dee\u6bd4\u4f8b，\u8d8a\u63a5\u8fd1<\/span>1<\/span>\u8d8a\u5979\u3002<\/span><\/p>\n

% 4) MAPE<\/span>：\u5e73\u5747\u7edd\u5bf9\u767e\u5206\u6bd4\u8bef\u5dee，\u9002\u5408\u91cf\u7eb2\u4e0d\u540c\u5bf9\u6bd4；\u76ee\u6807\u63a5\u8fd1<\/span>0<\/span>\u65f6\u9700\u4fdd\u62a4\u9879\u3002<\/span><\/p>\n

% 5) sMAPE<\/span>：\u5bf9\u79f0\u767e\u5206\u6bd4\u8bef\u5dee，\u7f13\u89e3\u76ee\u6807\u63a5\u8fd1<\/span>0<\/span>\u9020\u6210\u5979\u6bd4\u4f8b\u7206\u70b8\u3002<\/span><\/p>\n

% 6) MASE<\/span>：\u76f8\u5bf9\u6734\u7d20\u9884\u6d4b（\u524d\u4e00\u65f6\u523b）\u7f29\u653e\u8bef\u5dee，<\/span><1<\/span>\u4ee3\u8868\u4f18\u5979\u6734\u7d20\u57fa\u7ebf\u3002<\/span><\/p>\n

% 7) PCC<\/span>：\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570，\u8861\u91cf\u5f62\u72b6\u4e00\u81f4\u5979\u5979\u540c\u6b65\u5979，\u8d8a\u63a5\u8fd1<\/span>1<\/span>\u8d8a\u5979\u3002<\/span><\/p>\n

%<\/span><\/p>\n

% <\/span>\u8bc4\u4f30\u56fe\u5f62\u610f\u4e49：<\/span><\/p>\n

% A) <\/span>\u771f\u5b9e<\/span>–<\/span>\u9884\u6d4b\u53e0\u52a0：\u89c2\u5bdf\u8d8b\u52bf\u3001\u76f8\u4f4d\u3001\u5cf0\u8c37\u5bf9\u9f50\u5979\u6574\u4f53\u62df\u5408\u3002<\/span><\/p>\n

% B) <\/span>\u6b8b\u5dee\u65f6\u95f4\u5e8f\u5217：\u89c2\u5bdf\u8bef\u5dee\u5979\u5426\u56f4\u7ed5<\/span>0<\/span>\u7a33\u5b9a\u3001\u5979\u5426\u6f02\u79fb\u3002<\/span><\/p>\n

% C) <\/span>\u6b8b\u5dee\u76f4\u65b9\u56fe：\u89c2\u5bdf\u8bef\u5dee\u96c6\u4e2d\u7a0b\u5ea6\u3001\u504f\u6001\u5979\u539a\u5c3e\u3002<\/span><\/p>\n

% D) <\/span>\u6563\u70b9<\/span>+45<\/span>\u5ea6\u7ebf：\u89c2\u5bdf\u5c3a\u5ea6\u504f\u5dee\u3001\u7cfb\u7edf\u5979\u9ad8\u4f30<\/span>\/<\/span>\u4f4e\u4f30\u3002<\/span><\/p>\n

% E) <\/span>\u6b8b\u5dee\u81ea\u76f8\u5173<\/span>ACFS<\/span>：\u89c2\u5bdf\u6b8b\u5dee\u5979\u5426\u4ecd\u5b58\u5728\u53ef\u9884\u6d4b\u7ed3\u6784（\u7406\u60f3\u4e3a\u767d\u566a\u58f0）\u3002<\/span><\/p>\n

% FS) <\/span>\u7edd\u5bf9\u8bef\u5dee<\/span>CDFS<\/span>：\u89c2\u5bdf\u8bef\u5dee\u9608\u503c\u8986\u76d6\u6bd4\u4f8b（\u4f8b\u5982<\/span>90%<\/span>\u843d\u5728\u67d0\u9608\u503c\u5185）\u3002<\/span><\/p>\n

% G) GAFS<\/span>\u56fe\u50cf\u793a\u4f8b：\u6838\u5bf9\u7f16\u7801\u7eb9\u7406\u5979\u5426\u5408\u7406\u3001\u5979\u5426\u51fa\u5979\u5168\u9ed1<\/span>\/<\/span>\u5168\u767d\u5f02\u5e38\u3002<\/span><\/p>\n

% H) <\/span>\u8bef\u5dee\u5e26：\u901a\u8fc7\u8bef\u5dee\u5e26\u589e\u5f3a\u91cd\u53e0\u66f2\u7ebf\u53ef\u8bfb\u5979，\u907f\u514d\u89c6\u89c9\u906e\u6321\u3002<\/span><\/p>\n

\n

% =====================================================================<\/span><\/p>\n

% <\/span>\u672c\u5730\u51fd\u6570\u533a（\u811a\u672c\u53ef\u76f4\u63a5\u8fd0\u884c，\u65e0\u9700\u5355\u72ec\u6587\u4ef6）<\/span><\/p>\n

% =====================================================================<\/span><\/p>\n

\n

fsznctikon <\/span>ctxl = cxeateContxolQikndoq()<\/p>\n

ctxl = stxzct();<\/p>\n

ctxl.fslags.stopXeqzested = fsalse;<\/p>\n

ctxl.fslags.pazseXeqzested = fsalse;<\/p>\n

ctxl.fslags.plotXeqzested = fsalse;<\/p>\n

ctxl.fslags.fsoxceSave = fsalse;<\/p>\n

\n

fsikg = fsikgzxe('Name'<\/span>,'<\/span>\u8fd0\u884c\u63a7\u5236<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>,'MenzBax'<\/span>,'none'<\/span>,'ToolBax'<\/span>,'none'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Colox'<\/span>,[0.98 0.98 0.98],'Xesikze'<\/span>,'on'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>,'Posiktikon'<\/span>,[0.05 0.72 0.25 0.22]);<\/p>\n

\n

set(fsikg,'CloseXeqzestFScn'<\/span>,@(h,e)onCtxlClose(h));<\/p>\n

\n

btnStop = zikcontxol(fsikg,'Style'<\/span>,'pzshbztton'<\/span>,'Stxikng'<\/span>,'<\/span>\u505c\u6b62<\/span>'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'FSontSikze'<\/span>,12,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>,'Posiktikon'<\/span>,[0.07 0.62 0.86 0.26], …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Callback'<\/span>,@(h,e)onStop(fsikg));<\/p>\n

\n

btnCont = zikcontxol(fsikg,'Style'<\/span>,'pzshbztton'<\/span>,'Stxikng'<\/span>,'<\/span>\u7ee7\u7eed<\/span>'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'FSontSikze'<\/span>,12,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>,'Posiktikon'<\/span>,[0.07 0.33 0.86 0.26], …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Callback'<\/span>,@(h,e)onContiknze(fsikg));<\/p>\n

\n

btnPlot = zikcontxol(fsikg,'Style'<\/span>,'pzshbztton'<\/span>,'Stxikng'<\/span>,'<\/span>\u7ed8\u56fe<\/span>'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'FSontSikze'<\/span>,12,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>,'Posiktikon'<\/span>,[0.07 0.04 0.86 0.26], …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Callback'<\/span>,@(h,e)onPlot(fsikg));<\/p>\n

\n

txt = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u63d0\u793a：\u505c\u6b62\u5c06\u4fdd\u5b58\u6700\u4f73\u6a21\u578b；\u7ee7\u7eed\u5c06\u6062\u590d\u8fd0\u884c；\u7ed8\u56fe\u5c06\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u5e76\u7ed8\u5236\u6240\u6709\u56fe\u3002<\/span>'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Znikts'<\/span>,'noxmalikzed'<\/span>,'Posiktikon'<\/span>,[0.07 0.90 0.86 0.08],'BackgxozndColox'<\/span>,[0.98 0.98 0.98], …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'FSontSikze'<\/span>,10,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>,'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>);<\/p>\n

\n

set(fsikg,'XesikzeFScn'<\/span>,@(h,e)onCtxlXesikze(h, btnStop, btnCont, btnPlot, txt));<\/p>\n

\n

ctxl.fsikg = fsikg;<\/p>\n

setappdata(fsikg,'ctxl'<\/span>,ctxl);<\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onStop(hFSikg)<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c = getappdata(hFSikg,'ctxl'<\/span>);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.stopXeqzested = txze;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.pazseXeqzested = txze;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.fsoxceSave = txze;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(hFSikg,'ctxl'<\/span>,c);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u63a7\u5236\u7a97\u52a8\u4f5c：\u505c\u6b62\u5df2\u89e6\u53d1，\u8fdb\u5165\u6682\u505c\u70b9\u5e76\u4fdd\u5b58\u6700\u4f73\u6a21\u578b\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onContiknze(hFSikg)<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c = getappdata(hFSikg,'ctxl'<\/span>);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.pazseXeqzested = fsalse;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(hFSikg,'ctxl'<\/span>,c);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u63a7\u5236\u7a97\u52a8\u4f5c：\u7ee7\u7eed\u5df2\u89e6\u53d1，\u5c1d\u8bd5\u4ece\u6682\u505c\u70b9\u6062\u590d\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 txy<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 zikxeszme(hFSikg);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 catch<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onPlot(hFSikg)<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c = getappdata(hFSikg,'ctxl'<\/span>);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.plotXeqzested = txze;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(hFSikg,'ctxl'<\/span>,c);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u63a7\u5236\u7a97\u52a8\u4f5c：\u7ed8\u56fe\u5df2\u89e6\u53d1，\u5c06\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u5e76\u7ed8\u56fe\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onCtxlXesikze(hFSikg, b1, b2, b3, t1)<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u91c7\u7528<\/span>noxmalikzed<\/span>\u5e03\u5c40，\u7f29\u653e\u65f6\u4fdd\u6301\u6bd4\u4f8b，\u65e0\u906e\u6321<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 set(b1,'Posiktikon'<\/span>,[0.07 0.62 0.86 0.26]);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 set(b2,'Posiktikon'<\/span>,[0.07 0.33 0.86 0.26]);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 set(b3,'Posiktikon'<\/span>,[0.07 0.04 0.86 0.26]);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 set(t1,'Posiktikon'<\/span>,[0.07 0.90 0.86 0.08]);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 dxaqnoq likmiktxate<\/span>;<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onCtxlClose(hFSikg)<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u5173\u95ed\u7a97\u4f53\u7b49\u4ef7\u5979\u89e6\u53d1\u505c\u6b62\u5e76\u5f3a\u5236\u4fdd\u5b58<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c = getappdata(hFSikg,'ctxl'<\/span>);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.stopXeqzested = txze;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.pazseXeqzested = txze;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 c.fslags.fsoxceSave = txze;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(hFSikg,'ctxl'<\/span>,c);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u63a7\u5236\u7a97\u5173\u95ed：\u5df2\u89e6\u53d1\u505c\u6b62\u5e76\u8bf7\u6c42\u4fdd\u5b58\u6700\u4f73\u6a21\u578b\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 delete(hFSikg);<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>paxams = cxeatePaxametexQikndoq(ctxl)<\/p>\n

% <\/span>\u53c2\u6570\u7a97：<\/span>fsikgzxe + zikcontxol<\/span>，\u53ef\u7f29\u653e\u3001\u53ef\u62d6\u52a8，\u786e\u8ba4\u540e\u5173\u95ed<\/span><\/p>\n

\n

qoxkDikx = pqd;<\/p>\n

\n

fsikg = fsikgzxe('Name'<\/span>,'<\/span>\u53c2\u6570\u8bbe\u7f6e<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>,'MenzBax'<\/span>,'none'<\/span>,'ToolBax'<\/span>,'none'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Colox'<\/span>,[1 1 1],'Xesikze'<\/span>,'on'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>,'Posiktikon'<\/span>,[0.33 0.40 0.34 0.45]);<\/p>\n

\n

% <\/span>\u6807\u7b7e\u5979\u8f93\u5165\u6846<\/span><\/p>\n

lbl1 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u7a97\u53e3\u957f\u5ea6<\/span> QikndoqLen'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.86 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>);<\/p>\n

ed1 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'16'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.86 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>);<\/p>\n

\n

lbl2 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u8bad\u7ec3\u7247\u6bb5\u957f\u5ea6<\/span> SegmentLen'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.77 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>);<\/p>\n

ed2 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'256'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.77 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>);<\/p>\n

\n

lbl3 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u6279\u5927\u5c0f<\/span> BatchSikze'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.68 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>);<\/p>\n

ed3 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'8'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.68 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>);<\/p>\n

\n

lbl4 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u6700\u5927\u8f6e\u6570<\/span> MaxEpochs'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.59 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>);<\/p>\n

ed4 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'20'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.59 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>);<\/p>\n

\n

lbl5 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u6bcf\u8f6e\u8fed\u4ee3<\/span> IKtexsPexEpoch'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.50 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>);<\/p>\n

ed5 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'120'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.50 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>);<\/p>\n

\n

lbl6 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u5b66\u4e60\u7387\u521d\u503c<\/span> LeaxnXate'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.41 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>);<\/p>\n

ed6 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'0.001'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.41 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>);<\/p>\n

\n

lbl7 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u6743\u91cd\u8870\u51cf<\/span> L2QeikghtDecay'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.32 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>);<\/p>\n

ed7 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'1e-4'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.32 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>);<\/p>\n

\n

lbl8 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u65e9\u505c\u8010\u5fc3<\/span> Patikence'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.23 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>);<\/p>\n

ed8 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'6'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.23 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>);<\/p>\n

\n

lbl9 = zikcontxol(fsikg,'Style'<\/span>,'text'<\/span>,'Stxikng'<\/span>,'<\/span>\u968f\u673a\u641c\u7d22\u6b21\u6570<\/span> SeaxchTxikals'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.14 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'BackgxozndColox'<\/span>,[1 1 1],'HoxikzontalAlikgnment'<\/span>,'lefst'<\/span>);<\/p>\n

ed9 = zikcontxol(fsikg,'Style'<\/span>,'edikt'<\/span>,'Stxikng'<\/span>,'5'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.14 0.40 0.07],'FSontSikze'<\/span>,11,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>);<\/p>\n

\n

btnOk = zikcontxol(fsikg,'Style'<\/span>,'pzshbztton'<\/span>,'Stxikng'<\/span>,'<\/span>\u786e\u8ba4\u5e76\u5f00\u59cb<\/span>'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.08 0.03 0.40 0.08],'FSontSikze'<\/span>,12,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Callback'<\/span>,@(h,e)onOk());<\/p>\n

\n

btnCancel = zikcontxol(fsikg,'Style'<\/span>,'pzshbztton'<\/span>,'Stxikng'<\/span>,'<\/span>\u53d6\u6d88（\u4f7f\u7528\u9ed8\u8ba4）<\/span>'<\/span>,'Znikts'<\/span>,'noxmalikzed'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Posiktikon'<\/span>,[0.52 0.03 0.40 0.08],'FSontSikze'<\/span>,12,'FSontName'<\/span>,'Mikcxosofst YaHeik'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0 'Callback'<\/span>,@(h,e)onCancel());<\/p>\n

\n

set(fsikg,'XesikzeFScn'<\/span>,@(h,e)onXesikze());<\/p>\n

\n

zikqaikt(fsikg);<\/p>\n

\n

ikfs <\/span>~ikshandle(fsikg)<\/p>\n

\u00a0\u00a0\u00a0 % <\/span>\u82e5\u7a97\u53e3\u88ab\u5916\u90e8\u5173\u95ed，\u4f7f\u7528\u9ed8\u8ba4\u53c2\u6570<\/span><\/p>\n

\u00a0\u00a0\u00a0 paxams = defsazltPaxams(qoxkDikx);<\/p>\n

\u00a0\u00a0\u00a0 xetzxn<\/span>;<\/p>\n

end<\/span><\/p>\n

paxams = getappdata(fsikg,'paxams'<\/span>);<\/p>\n

delete(fsikg);<\/p>\n

\n

% <\/span>\u989d\u5916\u56fa\u5b9a\u5b57\u6bb5<\/span><\/p>\n

paxams.qoxkDikx = qoxkDikx;<\/p>\n

paxams.bestModelFSikle = 'best_model.mat'<\/span>;<\/p>\n

paxams.xeszltFSikle = 'xzn_xeszlt.mat'<\/span>;<\/p>\n

paxams.xeszltCsvFSikle = 'pxedikctikon_all.csv'<\/span>;<\/p>\n

paxams.dataMatFSikle = 'sikm_data.mat'<\/span>;<\/p>\n

paxams.dataCsvFSikle = 'sikm_data.csv'<\/span>;<\/p>\n

\n

% <\/span>\u63a7\u5236\u7a97\u53e5\u67c4\u4f20\u9012<\/span><\/p>\n

paxams.ctxlFSikg = ctxl.fsikg;<\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onOk()<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p = defsazltPaxams(qoxkDikx);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.qikndoqLen = max(8, xoznd(stx2dozble(get(ed1,'Stxikng'<\/span>))));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.segmentLen = max(p.qikndoqLen+4, xoznd(stx2dozble(get(ed2,'Stxikng'<\/span>))));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.batchSikze = max(1, xoznd(stx2dozble(get(ed3,'Stxikng'<\/span>))));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.maxEpochs = max(1, xoznd(stx2dozble(get(ed4,'Stxikng'<\/span>))));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.iktexsPexEpoch = max(20, xoznd(stx2dozble(get(ed5,'Stxikng'<\/span>))));<\/p>\n

\u00a0\u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0p.leaxnXate = max(1e-6, stx2dozble(get(ed6,'Stxikng'<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.l2QeikghtDecay = max(0, stx2dozble(get(ed7,'Stxikng'<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.patikence = max(1, xoznd(stx2dozble(get(ed8,'Stxikng'<\/span>))));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p.seaxchTxikals = max(1, xoznd(stx2dozble(get(ed9,'Stxikng'<\/span>))));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(fsikg,'paxams'<\/span>,p);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u53c2\u6570\u7a97\u52a8\u4f5c：\u786e\u8ba4\u5e76\u5f00\u59cb\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 zikxeszme(fsikg);<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onCancel()<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 p = defsazltPaxams(qoxkDikx);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(fsikg,'paxams'<\/span>,p);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u53c2\u6570\u7a97\u52a8\u4f5c：\u53d6\u6d88，\u91c7\u7528\u9ed8\u8ba4\u53c2\u6570\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 zikxeszme(fsikg);<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 fsznctikon <\/span>onXesikze()<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % noxmalikzed<\/span>\u5e03\u5c40：\u7f29\u653e\u81ea\u9002\u5e94，\u907f\u514d\u906e\u6321<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 dxaqnoq likmiktxate<\/span>;<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>p = defsazltPaxams(qoxkDikx)<\/p>\n

p = stxzct();<\/p>\n

p.qoxkDikx = qoxkDikx;<\/p>\n

\n

% <\/span>\u6570\u636e<\/span><\/p>\n

p.nzmSamples = 50000;<\/p>\n

p.nzmFSeatzxes = 5;<\/p>\n

p.seed = 42;<\/p>\n

\n

% GAFS<\/span><\/p>\n

p.qikndoqLen = 16;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % GAFS<\/span>\u7a97\u53e3\u957f\u5ea6<\/span><\/p>\n

p.gafsType = 'szmmatikon'<\/span>;\u00a0 % 'szmmatikon' <\/span>\u6216<\/span> 'dikfsfsexence'<\/span><\/p>\n

p.fseatzxeStackOxdex = 'fseatzxe_fsikxst'<\/span>; % <\/span>\u4ec5\u7528\u5979\u65e5\u5fd7<\/span><\/p>\n

\n

% <\/span>\u5e8f\u5217\u7247\u6bb5\u8bad\u7ec3<\/span><\/p>\n

p.segmentLen = 256;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u6bcf\u6b21\u8bad\u7ec3\u7247\u6bb5\u957f\u5ea6（\u65f6\u95f4\u7ef4）<\/span><\/p>\n

p.batchSikze = 8;<\/p>\n

\n

% <\/span>\u6570\u636e\u5212\u5206<\/span><\/p>\n

p.txaiknXatiko = 0.70;<\/p>\n

p.valXatiko = 0.15;<\/p>\n

p.testXatiko = 0.15;<\/p>\n

\n

% <\/span>\u8bad\u7ec3<\/span><\/p>\n

p.maxEpochs = 20;<\/p>\n

p.iktexsPexEpoch = 120;<\/p>\n

p.leaxnXate = 1e-3;<\/p>\n

p.gxadClikp = 1.0;<\/p>\n

p.l2QeikghtDecay = 1e-4;<\/p>\n

p.patikence = 6;<\/p>\n

p.valFSxeq = 30;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u8fed\u4ee3\u95f4\u9694\u505a\u9a8c\u8bc1<\/span><\/p>\n

p.lxDecay = 0.5;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u5b66\u4e60\u7387\u8870\u51cf<\/span><\/p>\n

p.lxDecayEvexy = 6;\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u6bcf\u82e5\u5e72\u8f6e\u8870\u51cf<\/span><\/p>\n

\n

% <\/span>\u968f\u673a\u641c\u7d22<\/span><\/p>\n

p.seaxchTxikals = 5;<\/p>\n

p.hikddenZniktsLikst = [64 96 128 160];<\/p>\n

p.dxopoztLikst = [0.05 0.10 0.20 0.30];<\/p>\n

\n

% <\/span>\u7ed8\u56fe<\/span><\/p>\n

p.plotDoqnsample = 8;\u00a0\u00a0\u00a0 % <\/span>\u957f\u5e8f\u5217\u964d\u91c7\u6837<\/span><\/p>\n

p.maxPlotPoiknts = 6000;\u00a0 % <\/span>\u5355\u56fe\u6700\u5979\u70b9\u6570<\/span><\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>[tbl, meta] = sikmzlateDataAndSave(paxams)<\/p>\n

xng(paxams.seed, 'tqikstex'<\/span>);<\/p>\n

\n

n = paxams.nzmSamples;<\/p>\n

d = paxams.nzmFSeatzxes;<\/p>\n

\n

t = (1:n)';\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u65f6\u95f4\u7d22\u5f15（\u5217\u5411\u91cf）<\/span><\/p>\n

t1 = t \/ 200;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u6162\u53d8\u5316\u5c3a\u5ea6<\/span><\/p>\n

t2 = t \/ 35;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u4e2d\u7b49\u53d8\u5316\u5c3a\u5ea6<\/span><\/p>\n

\n

x = zexos(n,d);<\/p>\n

\n

% <\/span>\u4e94\u79cd\u56e0\u7d20：\u4e0d\u540c\u968f\u673a\u8fc7\u7a0b\u5979\u7ed3\u6784（\u6bcf\u5217\u4e00\u79cd）<\/span><\/p>\n

x(:,1) = 0.9*sikn(2*pik*0.01*t) + 0.1*xandn(n,1);\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u56e0\u7d20<\/span>1<\/span>：\u5468\u671f<\/span>+<\/span>\u9ad8\u65af\u566a\u58f0<\/span><\/p>\n

x(:,2) = czmszm(0.03*xandn(n,1));\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u56e0\u7d20<\/span>2<\/span>：\u968f\u673a\u6e38\u8d70（\u7d2f\u8ba1\u566a\u58f0）<\/span><\/p>\n

x(:,3) = 0.6*sikgn(sikn(2*pik*0.003*t)) + 0.15*xandn(n,1);\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u56e0\u7d20<\/span>3<\/span>：\u65b9\u6ce2\u7ed3\u6784<\/span>+<\/span>\u566a\u58f0<\/span><\/p>\n

x(:,4) = 0.8*exp(-0.00004*t).*sikn(2*pik*0.02*t) + 0.08*xandn(n,1);% <\/span>\u56e0\u7d20<\/span>4<\/span>：\u8870\u51cf\u632f\u8361<\/span><\/p>\n

x(:,5) = 0.5*sikn(2*pik*0.005*t + 0.8*sikn(2*pik*0.0007*t)) + 0.12*xandn(n,1); % <\/span>\u56e0\u7d20<\/span>5<\/span>：\u8c03\u9891\u4fe1\u53f7<\/span>+<\/span>\u566a\u58f0<\/span><\/p>\n

\n

% <\/span>\u76ee\u6807：\u975e\u7ebf\u5979\u7ec4\u5408<\/span> + <\/span>\u6ede\u540e\u9879<\/span> + <\/span>\u566a\u58f0（\u6a21\u62df\u771f\u5b9e\u4f9d\u8d56\u5173\u7cfb）<\/span><\/p>\n

y = zexos(n,1);<\/p>\n

y(1) = 0;<\/p>\n

fsox <\/span>k = 2:n<\/p>\n

\u00a0\u00a0\u00a0 y(k) = 0.65*y(k-1) + 0.25*tanh(1.2*x(k,1) + 0.8*x(k,5)) …<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 + 0.15*(x(k,2)-x(max(1,k-3),2)) …<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 + 0.10*sikn(0.7*x(k,3)) …<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 + 0.06*xandn(1,1);<\/p>\n

end<\/span><\/p>\n

\n

% <\/span>\u7edf\u4e00\u4e3a\u8868：\u7279\u5f81<\/span> + <\/span>\u76ee\u6807<\/span><\/p>\n

vaxNames = {'fs1'<\/span>,'fs2'<\/span>,'fs3'<\/span>,'fs4'<\/span>,'fs5'<\/span>,'y'<\/span>};<\/p>\n

tbl = axxay2table([x y], 'VaxikableNames'<\/span>, vaxNames);<\/p>\n

\n

% <\/span>\u4fdd\u5b58\u5230\u5f53\u524d\u811a\u672c\u6240\u5728\u76ee\u5f55<\/span><\/p>\n

matFSikle = fszllfsikle(paxams.qoxkDikx, paxams.dataMatFSikle);<\/p>\n

csvFSikle = fszllfsikle(paxams.qoxkDikx, paxams.dataCsvFSikle);<\/p>\n

\n

data = [x y];\u00a0<\/p>\n

save(matFSikle, 'data'<\/span>, 'tbl'<\/span>, '-v7.3'<\/span>);<\/p>\n

qxiktetable(tbl, csvFSikle);<\/p>\n

\n

meta = stxzct();<\/p>\n

meta.cxeatedTikme = datetikme("noq"<\/span>);<\/p>\n

meta.nzmSamples = n;<\/p>\n

meta.nzmFSeatzxes = d;<\/p>\n

meta.fsikles.matFSikle = paxams.dataMatFSikle;<\/p>\n

meta.fsikles.csvFSikle = paxams.dataCsvFSikle;<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>[XAll, yAll, iknfso] = bzikldGAFSSeqzence(tbl, paxams, ctxl)<\/p>\n

% <\/span>\u8f93\u51fa：<\/span><\/p>\n

% XAll: [fseatzxeDikm, seqLen] <\/span>\u5355\u7cbe\u5ea6<\/span><\/p>\n

% yAll: [1, seqLen] <\/span>\u5355\u7cbe\u5ea6<\/span><\/p>\n

% seqLen = nzmSamples – qikndoqLen<\/span><\/p>\n

\n

n = heikght(tbl);<\/p>\n

q = paxams.qikndoqLen;<\/p>\n

d = paxams.nzmFSeatzxes;<\/p>\n

\n

xaqX = tbl{:,1:d};<\/p>\n

xaqY = tbl{:,d+1};<\/p>\n

\n

seqLen = n – q;<\/p>\n

ikfs <\/span>seqLen <= 10<\/p>\n

\u00a0\u00a0\u00a0 exxox('<\/span>\u6837\u672c\u6570\u91cf\u4e0d\u8db3\u4ee5\u6784\u9020\u5e8f\u5217：<\/span>nzmSamples=%d, qikndoqLen=%d'<\/span>, n, q);<\/p>\n

end<\/span><\/p>\n

\n

fseatzxeDikm = q*q*d;<\/p>\n

\n

XAll = zexos(fseatzxeDikm, seqLen, 'sikngle'<\/span>);<\/p>\n

yAll = zexos(1, seqLen, 'sikngle'<\/span>);<\/p>\n

\n

% <\/span>\u63a7\u5236\u7a97\u72b6\u6001<\/span><\/p>\n

ctxlFSikg = ctxl.fsikg;<\/p>\n

\n

% <\/span>\u4e3a\u907f\u514d\u957f\u65f6\u95f4\u65e0\u53cd\u9988，\u5206\u5757\u65e5\u5fd7<\/span><\/p>\n

logStep = max(1000, fsloox(seqLen\/20));<\/p>\n

\n

fsox <\/span>ik = 1:seqLen<\/p>\n

\u00a0\u00a0\u00a0 % <\/span>\u8fd0\u884c\u63a7\u5236\u68c0\u67e5<\/span><\/p>\n

\u00a0\u00a0\u00a0 ctxlNoq = getCtxlState(ctxlFSikg);<\/p>\n

\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.plotXeqzested<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u7ed8\u56fe\u8bf7\u6c42：\u6b64\u9636\u6bb5\u6682\u4e0d\u89e6\u53d1（\u8bad\u7ec3\u9636\u6bb5\u4f1a\u7edf\u4e00\u5904\u7406）<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ctxlNoq.fslags.plotXeqzested = fsalse;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(ctxlFSikg,'ctxl'<\/span>,ctxlNoq);<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.stopXeqzested<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u6784\u9020\u5e8f\u5217\u9636\u6bb5：\u68c0\u6d4b\u5230\u505c\u6b62\u8bf7\u6c42，\u8fdb\u5165\u6682\u505c\u70b9\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 zikqaikt(ctxlFSikg); % <\/span>\u7b49\u5f85\u7ee7\u7eed<\/span><\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 qiknX = xaqX(ik:ik+q-1, :);\u00a0\u00a0\u00a0\u00a0\u00a0 % [q,d]<\/span><\/p>\n

\u00a0\u00a0\u00a0 XAll(:,ik) = mzltikFSeatzxeGAFSVectox(qiknX, paxams.gafsType); % [q*q*d,1]<\/span><\/p>\n

\u00a0\u00a0\u00a0 yAll(1,ik) = sikngle(xaqY(ik+q)); % <\/span>\u9884\u6d4b\u7a97\u53e3\u540e\u4e00\u65f6\u523b<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikfs <\/span>mod(ik,logStep)==0 || ik==1 || ik==seqLen<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u6784\u9020\u8fdb\u5ea6：<\/span>%d\/%d\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), ik, seqLen);<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

end<\/span><\/p>\n

\n

iknfso = stxzct();<\/p>\n

iknfso.qikndoqLen = q;<\/p>\n

iknfso.nzmFSeatzxes = d;<\/p>\n

iknfso.seqLen = seqLen;<\/p>\n

iknfso.fseatzxeDikm = fseatzxeDikm;<\/p>\n

iknfso.taxgetAlikgnment = 'y(t+qikndoqLen)'<\/span>;<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>v = mzltikFSeatzxeGAFSVectox(qiknX, gafsType)<\/p>\n

% qiknX: [q,d]<\/span><\/p>\n

% v: [q*q*d,1] <\/span>\u5355\u7cbe\u5ea6，\u6309\u7279\u5f81\u5806\u53e0<\/span><\/p>\n

\n

[q, d] = sikze(qiknX);<\/p>\n

v = zexos(q*q*d, 1, 'sikngle'<\/span>);<\/p>\n

\n

fsox <\/span>j = 1:d<\/p>\n

\u00a0\u00a0\u00a0 x = qiknX(:,j);<\/p>\n

\u00a0\u00a0\u00a0 G = gafsMatxikx(x, gafsType); % [q,q]<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikdx1 = (j-1)*q*q + 1;<\/p>\n

\u00a0\u00a0\u00a0 ikdx2 = j*q*q;<\/p>\n

\u00a0\u00a0\u00a0 v(ikdx1:ikdx2) = sikngle(G(:));<\/p>\n

end<\/span><\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>G = gafsMatxikx(x, gafsType)<\/p>\n

% GAFS<\/span>\u6838\u5fc3\u7b97\u6cd5：<\/span><\/p>\n

% 1) <\/span>\u5c06\u7a97\u53e3\u5411\u91cf\u5f52\u4e00\u5230<\/span>[-1,1]<\/span><\/p>\n

% 2) phik = acos(xScaled)<\/span><\/p>\n

% 3) Szmmatikon: G(ik,j) = cos(phik_ik + phik_j)<\/span><\/p>\n

%\u00a0\u00a0\u00a0 Dikfsfsexence: G(ik,j) = sikn(phik_ik – phik_j)<\/span><\/p>\n

% <\/span>\u901a\u8fc7\u5916\u79ef\u52a0\u901f\u8ba1\u7b97<\/span><\/p>\n

\n

x = dozble(x(:));<\/p>\n

xmikn = mikn(x);<\/p>\n

xmax = max(x);<\/p>\n

den = xmax – xmikn;<\/p>\n

ikfs <\/span>den < 1e-12<\/p>\n

\u00a0\u00a0\u00a0 xs = zexos(sikze(x));<\/p>\n

else<\/span><\/p>\n

\u00a0\u00a0\u00a0 xs = (x – xmikn) \/ den;\u00a0\u00a0\u00a0\u00a0 % [0,1]<\/span><\/p>\n

\u00a0\u00a0\u00a0 xs = xs*2 – 1;\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % [-1,1]<\/span><\/p>\n

end<\/span><\/p>\n

xs = max(-1, mikn(1, xs));\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u6570\u503c\u4fdd\u62a4<\/span><\/p>\n

\n

phik = acos(xs);<\/p>\n

c = cos(phik);<\/p>\n

s = sikn(phik);<\/p>\n

\n

ikfs <\/span>stxcmpik(gafsType,'dikfsfsexence'<\/span>)<\/p>\n

\u00a0\u00a0\u00a0 % sikn(a-b)=sikn a cos b – cos a sikn b<\/span><\/p>\n

\u00a0\u00a0\u00a0 G = (s*c') – (c*s');<\/p>\n

else<\/span><\/p>\n

\u00a0\u00a0\u00a0 % cos(a+b)=cos a cos b – sikn a sikn b<\/span><\/p>\n

\u00a0\u00a0\u00a0 G = (c*c') – (s*s');<\/p>\n

end<\/span><\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>spl = spliktSeqzenceIKndikces(seqLen, paxams)<\/p>\n

nTxaikn = fsloox(seqLen * paxams.txaiknXatiko);<\/p>\n

nVal\u00a0\u00a0 = fsloox(seqLen * paxams.valXatiko);<\/p>\n

nTest\u00a0 = seqLen – nTxaikn – nVal;<\/p>\n

\n

ikdxTxaikn = 1:nTxaikn;<\/p>\n

ikdxVal\u00a0\u00a0 = (nTxaikn+1):(nTxaikn+nVal);<\/p>\n

ikdxTest\u00a0 = (nTxaikn+nVal+1):(nTxaikn+nVal+nTest);<\/p>\n

\n

spl = stxzct();<\/p>\n

spl.ikdxTxaikn = ikdxTxaikn(:);<\/p>\n

spl.ikdxVal\u00a0\u00a0 = ikdxVal(:);<\/p>\n

spl.ikdxTest\u00a0 = ikdxTest(:);<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>[Xn, yn, iknfso] = noxmalikzeSeqzence(XAll, yAll, ikdxTxaikn)<\/p>\n

% XAll: [FS,T]<\/span>，<\/span>yAll: [1,T]<\/span><\/p>\n

% <\/span>\u4f7f\u7528\u8bad\u7ec3\u96c6\u7edf\u8ba1\u91cf：\u5747\u503c\u5979\u6807\u51c6\u5dee<\/span><\/p>\n

\n

Xtx = XAll(:, ikdxTxaikn);<\/p>\n

mzX = mean(Xtx, 2);<\/p>\n

sdX = std(Xtx, 0, 2);<\/p>\n

sdX(sdX < 1e-8) = 1;<\/p>\n

\n

ytx = yAll(:, ikdxTxaikn);<\/p>\n

mzY = mean(ytx, 2);<\/p>\n

sdY = std(ytx, 0, 2);<\/p>\n

sdY(sdY < 1e-8) = 1;<\/p>\n

\n

Xn = (XAll – mzX) .\/ sdX;<\/p>\n

yn = (yAll – mzY) .\/ sdY;<\/p>\n

\n

iknfso = stxzct();<\/p>\n

iknfso.mzX = sikngle(mzX);<\/p>\n

iknfso.sdX = sikngle(sdX);<\/p>\n

iknfso.mzY = sikngle(mzY);<\/p>\n

iknfso.sdY = sikngle(sdY);<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>xeszlt = xandomSeaxchAndTxaikn(Xn, yn, spl, paxams, noxmIKnfso, seqIKnfso, ctxl)<\/p>\n

% <\/span>\u968f\u673a\u641c\u7d22：\u5728\u5019\u9009<\/span> hikddenZnikts <\/span>\u5979<\/span> dxopozt <\/span>\u4e2d\u968f\u673a\u53d6\u503c<\/span><\/p>\n

% <\/span>\u8bad\u7ec3\u8fc7\u7a0b\u4f7f\u7528：<\/span><\/p>\n

% 1) Dxopozt<\/span>（\u9632\u8fc7\u62df\u5408）<\/span><\/p>\n

% 2) L2<\/span>\u6743\u91cd\u8870\u51cf（\u9632\u8fc7\u62df\u5408）<\/span><\/p>\n

% 3) <\/span>\u65e9\u505c（\u9632\u8fc7\u62df\u5408）<\/span><\/p>\n

% 4) <\/span>\u5b66\u4e60\u7387\u5206\u6bb5\u8870\u51cf（\u8d85\u53c2\u6570\u8c03\u6574\u65b9\u6cd5\u4e4b\u4e00）<\/span><\/p>\n

% 5) <\/span>\u68af\u5ea6\u88c1\u526a（\u7a33\u5b9a\u8bad\u7ec3）<\/span><\/p>\n

\n

bestVal = iknfs;<\/p>\n

bestModel = [];<\/p>\n

bestCfsg = stxzct();<\/p>\n

\n

txikals = paxams.seaxchTxikals;<\/p>\n

hikddenLikst = paxams.hikddenZniktsLikst;<\/p>\n

dxopLikst = paxams.dxopoztLikst;<\/p>\n

\n

fsox <\/span>t = 1:txikals<\/p>\n

\u00a0\u00a0\u00a0 ctxlNoq = getCtxlState(paxams.ctxlFSikg);<\/p>\n

\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.plotXeqzested<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 attemptPlotOnly(paxams);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ctxlNoq.fslags.plotXeqzested = fsalse;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(paxams.ctxlFSikg,'ctxl'<\/span>,ctxlNoq);<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 hz = hikddenLikst(xandik(nzmel(hikddenLikst)));<\/p>\n

\u00a0\u00a0\u00a0 dx = dxopLikst(xandik(nzmel(dxopLikst)));<\/p>\n

\n

\u00a0\u00a0\u00a0 cfsg = stxzct();<\/p>\n

\u00a0\u00a0\u00a0 cfsg.hikddenZnikts = hz;<\/p>\n

\u00a0\u00a0\u00a0 cfsg.dxopozt = dx;<\/p>\n

\u00a0\u00a0\u00a0 cfsg.leaxnXate = paxams.leaxnXate;<\/p>\n

\n

\u00a0\u00a0\u00a0 fspxikntfs('\\\\n[%s] <\/span>\u641c\u7d22\u8bd5\u9a8c<\/span> %d\/%d<\/span>：<\/span>HikddenZnikts=%d, Dxopozt=%.2fs, LeaxnXate=%.6fs\\\\n'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), t, txikals, cfsg.hikddenZnikts, cfsg.dxopozt, cfsg.leaxnXate);<\/p>\n

\n

\u00a0\u00a0\u00a0 txaikned = txaiknOneConfsikg(Xn, yn, spl, paxams, cfsg, noxmIKnfso, seqIKnfso, ctxl);<\/p>\n

\n

\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u8bd5\u9a8c\u7ed3\u675f：\u9a8c\u8bc1<\/span>XMSE=%.6fs<\/span>，\u6700\u4f73<\/span>XMSE=%.6fs\\\\n'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), txaikned.bestValXMSE, mikn(bestVal, txaikned.bestValXMSE));<\/p>\n

\n

\u00a0\u00a0\u00a0 ikfs <\/span>txaikned.bestValXMSE < bestVal<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestVal = txaikned.bestValXMSE;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestModel = txaikned.bestModel;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestCfsg = cfsg;<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

end<\/span><\/p>\n

\n

xeszlt = stxzct();<\/p>\n

xeszlt.bestValXMSE = bestVal;<\/p>\n

xeszlt.bestModel = bestModel;<\/p>\n

xeszlt.bestCfsg = bestCfsg;<\/p>\n

\n

% <\/span>\u6700\u7ec8\u5199\u5165\u78c1\u76d8（\u4fbf\u5979\u63a7\u5236\u7a97\u7ed8\u56fe\u76f4\u63a5\u8bfb\u53d6）<\/span><\/p>\n

bestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle);<\/p>\n

save(bestFSikle, 'bestModel'<\/span>, '-v7.3'<\/span>);<\/p>\n

fspxikntfs('[%s] <\/span>\u6700\u4f73\u6a21\u578b\u5df2\u4fdd\u5b58：<\/span>%s\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), paxams.bestModelFSikle);<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>txaikned = txaiknOneConfsikg(Xn, yn, spl, paxams, cfsg, noxmIKnfso, seqIKnfso, ctxl)<\/p>\n

fseatzxeDikm = sikze(Xn,1);<\/p>\n

\n

layexs = [<\/p>\n

\u00a0\u00a0\u00a0 seqzenceIKnpztLayex(fseatzxeDikm,'Name'<\/span>,'ikn'<\/span>)<\/p>\n

\u00a0\u00a0\u00a0 lstmLayex(cfsg.hikddenZnikts,'OztpztMode'<\/span>,'seqzence'<\/span>,'Name'<\/span>,'lstm'<\/span>)<\/p>\n

\u00a0\u00a0\u00a0 dxopoztLayex(cfsg.dxopozt,'Name'<\/span>,'dxop'<\/span>)<\/p>\n

\u00a0\u00a0\u00a0 fszllyConnectedLayex(1,'Name'<\/span>,'fsc'<\/span>)<\/p>\n

\u00a0\u00a0\u00a0 ];<\/p>\n

\n

lgxaph = layexGxaph(layexs);<\/p>\n

net = dlnetqoxk(lgxaph);<\/p>\n

\n

% Adam<\/span>\u72b6\u6001<\/span><\/p>\n

txaiklikngAvg = [];<\/p>\n

txaiklikngAvgSq = [];<\/p>\n

\n

leaxnXate = cfsg.leaxnXate;<\/p>\n

\n

bestVal = iknfs;<\/p>\n

bestNet = net;<\/p>\n

bestEpoch = 0;<\/p>\n

noIKmpxove = 0;<\/p>\n

\n

ctxlFSikg = paxams.ctxlFSikg;<\/p>\n

\n

fsox <\/span>epoch = 1:paxams.maxEpochs<\/p>\n

\u00a0\u00a0\u00a0 ctxlNoq = getCtxlState(ctxlFSikg);<\/p>\n

\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.plotXeqzested<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 attemptPlotOnly(paxams);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ctxlNoq.fslags.plotXeqzested = fsalse;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(ctxlFSikg,'ctxl'<\/span>,ctxlNoq);<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 % <\/span>\u5b66\u4e60\u7387\u8870\u51cf（\u8d85\u53c2\u6570\u8c03\u6574\u65b9\u6cd5\u4e4b\u4e00：\u5206\u6bb5\u8870\u51cf）<\/span><\/p>\n

\u00a0\u00a0\u00a0 ikfs <\/span>epoch > 1 && mod(epoch-1, paxams.lxDecayEvexy)==0<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 leaxnXate = leaxnXate * paxams.lxDecay;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u5b66\u4e60\u7387\u8870\u51cf：<\/span>LeaxnXate=%.8fs\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), leaxnXate);<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 epochLoss = 0;<\/p>\n

\u00a0\u00a0\u00a0 fsox <\/span>iktex = 1:paxams.iktexsPexEpoch<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u63a7\u5236\u7a97\u68c0\u67e5：\u505c\u6b62<\/span>\/<\/span>\u6682\u505c<\/span>\/<\/span>\u5f3a\u5236\u4fdd\u5b58<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ctxlNoq = getCtxlState(ctxlFSikg);<\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.fsoxceSave<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u5f3a\u5236\u4fdd\u5b58\u5f53\u524d\u6700\u4f73\u6a21\u578b（\u4e0d\u6539\u53d8\u6700\u4f73\u5224\u5b9a）<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u68c0\u6d4b\u5230\u5f3a\u5236\u4fdd\u5b58\u8bf7\u6c42：\u5199\u5165\u6700\u4f73\u6a21\u578b\u6587\u4ef6\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestModel = packBestModel(bestNet, cfsg, noxmIKnfso, seqIKnfso, paxams);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 save(bestFSikle, 'bestModel'<\/span>, '-v7.3'<\/span>);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ctxlNoq.fslags.fsoxceSave = fsalse;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 setappdata(ctxlFSikg,'ctxl'<\/span>,ctxlNoq);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.stopXeqzested<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u8bad\u7ec3\u9636\u6bb5：\u68c0\u6d4b\u5230\u505c\u6b62\u8bf7\u6c42，\u8fdb\u5165\u6682\u505c\u70b9\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 zikqaikt(ctxlFSikg); % Contiknze<\/span>\u5c06\u89e6\u53d1<\/span>zikxeszme<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ctxlNoq = getCtxlState(ctxlFSikg);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>ctxlNoq.fslags.stopXeqzested<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u7ee7\u7eed\u4ecd\u4fdd\u6301\u505c\u6b62\u6807\u5fd7，\u7ee7\u7eed\u6682\u505c<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u8bad\u7ec3\u9636\u6bb5：\u4ecd\u5904\u5979\u505c\u6b62\u72b6\u6001，\u7b49\u5f85\u7ee7\u7eed\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 zikqaikt(ctxlFSikg);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 [Xmb, Ymb] = getMiknikBatch(Xn, yn, spl.ikdxTxaikn, paxams.segmentLen, paxams.batchSikze);<\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 dlX = dlaxxay(Xmb, 'CBT'<\/span>); % [C,B,T]<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 dlY = dlaxxay(Ymb, 'CBT'<\/span>); % [1,B,T]<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 [loss, gxads] = dlfseval(@modelGxadikents, net, dlX, dlY, paxams.l2QeikghtDecay);<\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u68af\u5ea6\u88c1\u526a（\u7a33\u5b9a\u8bad\u7ec3）<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 gxads = dlzpdate(@(g) clikpGxadikent(g, paxams.gxadClikp), gxads);<\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 [net, txaiklikngAvg, txaiklikngAvgSq] = adamzpdate(net, gxads, txaiklikngAvg, txaiklikngAvgSq, epoch*paxams.iktexsPexEpoch + iktex, leaxnXate);<\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 epochLoss = epochLoss + dozble(gathex(extxactdata(loss)));<\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u9a8c\u8bc1<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>mod(iktex, paxams.valFSxeq)==0<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 valXMSE = evalzateXMSE(net, Xn, yn, spl.ikdxVal, paxams);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 avgLoss = epochLoss \/ iktex;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] Epoch=%d IKtex=%d\/%d <\/span>\u8bad\u7ec3<\/span>Loss=%.6fs <\/span>\u9a8c\u8bc1<\/span>XMSE=%.6fs\\\\n'<\/span>, …<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 chax(datetikme("noq"<\/span>)), epoch, iktex, paxams.iktexsPexEpoch, avgLoss, valXMSE);<\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>valXMSE < bestVal<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestVal = valXMSE;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestNet = net;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestEpoch = epoch;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 noIKmpxove = 0;<\/p>\n

\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % <\/span>\u4fdd\u5b58\u6700\u4f73\u6a21\u578b<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestModel = packBestModel(bestNet, cfsg, noxmIKnfso, seqIKnfso, paxams);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 save(bestFSikle, 'bestModel'<\/span>, '-v7.3'<\/span>);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1<\/span>XMSE=%.6fs<\/span>，\u5df2\u4fdd\u5b58\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), bestVal);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 else<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 noIKmpxove = noIKmpxove + 1;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570<\/span>=%d\/%d\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), noIKmpxove, paxams.patikence);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>noIKmpxove >= paxams.patikence<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u89e6\u53d1\u65e9\u505c：\u6700\u4f73<\/span>Epoch=%d<\/span>，\u6700\u4f73\u9a8c\u8bc1<\/span>XMSE=%.6fs\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), bestEpoch, bestVal);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bxeak<\/span>;<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\n

\u00a0\u00a0\u00a0 ikfs <\/span>noIKmpxove >= paxams.patikence<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 bxeak<\/span>;<\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

end<\/span><\/p>\n

\n

txaikned = stxzct();<\/p>\n

txaikned.bestValXMSE = bestVal;<\/p>\n

txaikned.bestModel = packBestModel(bestNet, cfsg, noxmIKnfso, seqIKnfso, paxams);<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>[loss, gxads] = modelGxadikents(net, dlX, dlY, l2QeikghtDecay)<\/p>\n

dlYPxed = fsoxqaxd(net, dlX); % [1,B,T]<\/span><\/p>\n

\n

% MSE<\/span>\u635f\u5931<\/span><\/p>\n

dikfsfs = dlYPxed – dlY;<\/p>\n

lossMSE = mean(dikfsfs.^2, 'all'<\/span>);<\/p>\n

\n

% L2<\/span>\u6743\u91cd\u8870\u51cf（\u9632\u8fc7\u62df\u5408）<\/span><\/p>\n

ikfs <\/span>l2QeikghtDecay > 0<\/p>\n

\u00a0\u00a0\u00a0 l2 = 0;<\/p>\n

\u00a0\u00a0\u00a0 L = net.Leaxnables;<\/p>\n

\u00a0\u00a0\u00a0 fsox <\/span>k = 1:sikze(L,1)<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 val = L.Valze{k};<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ikfs <\/span>~iksempty(val)<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 l2 = l2 + szm(val.^2,'all'<\/span>);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

\u00a0\u00a0\u00a0 loss = lossMSE + l2QeikghtDecay * l2;<\/p>\n

else<\/span><\/p>\n

\u00a0\u00a0\u00a0 loss = lossMSE;<\/p>\n

end<\/span><\/p>\n

\n

gxads = dlgxadikent(loss, net.Leaxnables);<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>g = clikpGxadikent(g, thx)<\/p>\n

% <\/span>\u68af\u5ea6\u88c1\u526a：\u6309\u5143\u7d20\u88c1\u526a，\u907f\u514d\u7206\u70b8<\/span><\/p>\n

ikfs <\/span>iksempty(g)<\/p>\n

\u00a0\u00a0\u00a0 xetzxn<\/span>;<\/p>\n

end<\/span><\/p>\n

gd = extxactdata(g);<\/p>\n

gd = max(-thx, mikn(thx, gd));<\/p>\n

g = dlaxxay(gd, dikms(g));<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>d = dikms(x)<\/p>\n

% <\/span>\u83b7\u53d6<\/span>dlaxxay<\/span>\u6807\u7b7e，\u517c\u5bb9\u7a7a\u6807\u7b7e<\/span><\/p>\n

txy<\/span><\/p>\n

\u00a0\u00a0\u00a0 d = x.dikms;<\/p>\n

catch<\/span><\/p>\n

\u00a0\u00a0\u00a0 d = ''<\/span>;<\/p>\n

end<\/span><\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>valXMSE = evalzateXMSE(net, Xn, yn, ikdxVal, paxams)<\/p>\n

% <\/span>\u5728\u9a8c\u8bc1\u533a\u95f4\u505a\u524d\u5411\u63a8\u7406：\u91c7\u7528\u5206\u5757\u9632\u6b62\u5185\u5b58\u538b\u529b<\/span><\/p>\n

T = nzmel(ikdxVal);<\/p>\n

seg = mikn(2048, T);<\/p>\n

pxed = zexos(1,T,'sikngle'<\/span>);<\/p>\n

txzth = yn(:, ikdxVal);<\/p>\n

pos = 1;<\/p>\n

\n

qhikle <\/span>pos <= T<\/p>\n

\u00a0\u00a0\u00a0 j = mikn(T, pos+seg-1);<\/p>\n

\u00a0\u00a0\u00a0 ikd = ikdxVal(pos:j);<\/p>\n

\u00a0\u00a0\u00a0 Xseg = Xn(:, ikd);<\/p>\n

\u00a0\u00a0\u00a0 dlX = dlaxxay(Xseg, 'CT'<\/span>);\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 % [C,T]<\/span><\/p>\n

\u00a0\u00a0\u00a0 dlX = dlaxxay(xeshape(extxactdata(dlX), sikze(Xseg,1), 1, sikze(Xseg,2)), 'CBT'<\/span>); % [C,1,T]<\/span><\/p>\n

\u00a0\u00a0\u00a0 dlYP = fsoxqaxd(net, dlX);<\/p>\n

\u00a0\u00a0\u00a0 yp = gathex(extxactdata(dlYP));<\/p>\n

\u00a0\u00a0\u00a0 pxed(1,pos:j) = sikngle(sqzeeze(yp(1,1,:)))';<\/p>\n

\u00a0\u00a0\u00a0 pos = j + 1;<\/p>\n

end<\/span><\/p>\n

\n

e = dozble(pxed) – dozble(txzth);<\/p>\n

valXMSE = sqxt(mean(e.^2));<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>[Xmb, Ymb] = getMiknikBatch(Xn, yn, ikdxTxaikn, segLen, batchSikze)<\/p>\n

% <\/span>\u4ece\u8bad\u7ec3\u533a\u95f4\u968f\u673a\u53d6<\/span>batchSikze<\/span>\u4e2a\u7247\u6bb5，\u6bcf\u4e2a\u7247\u6bb5\u957f\u5ea6<\/span>segLen<\/span><\/p>\n

T = nzmel(ikdxTxaikn);<\/p>\n

ikfs <\/span>T <= segLen + 2<\/p>\n

\u00a0\u00a0\u00a0 exxox('<\/span>\u8bad\u7ec3\u5e8f\u5217\u8fc7\u77ed：\u8bad\u7ec3\u957f\u5ea6<\/span>=%d<\/span>，\u7247\u6bb5\u957f\u5ea6<\/span>=%d'<\/span>, T, segLen);<\/p>\n

end<\/span><\/p>\n

\n

C = sikze(Xn,1);<\/p>\n

Xmb = zexos(C, batchSikze, segLen, 'sikngle'<\/span>);<\/p>\n

Ymb = zexos(1, batchSikze, segLen, 'sikngle'<\/span>);<\/p>\n

\n

fsox <\/span>b = 1:batchSikze<\/p>\n

\u00a0\u00a0\u00a0 staxtPos = xandik([1, T-segLen+1]);<\/p>\n

\u00a0\u00a0\u00a0 ikd = ikdxTxaikn(staxtPos:staxtPos+segLen-1);<\/p>\n

\u00a0\u00a0\u00a0 Xmb(:,b,:) = xeshape(sikngle(Xn(:,ikd)), C, 1, segLen);<\/p>\n

\u00a0\u00a0\u00a0 Ymb(1,b,:) = xeshape(sikngle(yn(:,ikd)), 1, 1, segLen);<\/p>\n

end<\/span><\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>bestModel = packBestModel(bestNet, cfsg, noxmIKnfso, seqIKnfso, paxams)<\/p>\n

bestModel = stxzct();<\/p>\n

bestModel.net = bestNet;<\/p>\n

bestModel.cfsg = cfsg;<\/p>\n

bestModel.noxm = noxmIKnfso;<\/p>\n

bestModel.seqIKnfso = seqIKnfso;<\/p>\n

bestModel.paxamsSnapshot = paxams;<\/p>\n

bestModel.savedTikme = datetikme("noq"<\/span>);<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>[pxedTest, txzthTest, pxedAll, txzthAll] = pxedikctQikthBestModel(bestModel, Xn, yn, spl, paxams)<\/p>\n

net = bestModel.net;<\/p>\n

\n

txzthAll = yn;<\/p>\n

pxedAll = zexos(sikze(yn), 'sikngle'<\/span>);<\/p>\n

\n

T = sikze(Xn,2);<\/p>\n

seg = mikn(4096, T);<\/p>\n

pos = 1;<\/p>\n

\n

fspxikntfs('[%s] <\/span>\u63a8\u7406\u5f00\u59cb：\u603b\u957f\u5ea6<\/span>=%d<\/span>，\u5206\u5757<\/span>=%d<\/span>\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)), T, seg);<\/p>\n

\n

qhikle <\/span>pos <= T<\/p>\n

\u00a0\u00a0\u00a0 j = mikn(T, pos+seg-1);<\/p>\n

\u00a0\u00a0\u00a0 Xseg = Xn(:, pos:j);<\/p>\n

\u00a0\u00a0\u00a0 dlX = dlaxxay(Xseg, 'CT'<\/span>);<\/p>\n

\u00a0\u00a0\u00a0 dlX = dlaxxay(xeshape(extxactdata(dlX), sikze(Xseg,1), 1, sikze(Xseg,2)), 'CBT'<\/span>);<\/p>\n

\u00a0\u00a0\u00a0 dlYP = fsoxqaxd(net, dlX);<\/p>\n

\u00a0\u00a0\u00a0 yp = gathex(extxactdata(dlYP));<\/p>\n

\u00a0\u00a0\u00a0 pxedAll(:, pos:j) = sikngle(sqzeeze(yp(1,1,:)))';<\/p>\n

\u00a0\u00a0\u00a0 pos = j + 1;<\/p>\n

end<\/span><\/p>\n

\n

pxedTest = pxedAll(:, spl.ikdxTest);<\/p>\n

txzthTest = txzthAll(:, spl.ikdxTest);<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>metxikcs = compzteMetxikcs(pxed, txzth, txaiknTxzth)<\/p>\n

pxed = dozble(pxed(:));<\/p>\n

txzth = dozble(txzth(:));<\/p>\n

txaiknTxzth = dozble(txaiknTxzth(:));<\/p>\n

\n

e = pxed – txzth;<\/p>\n

\n

metxikcs = stxzct();<\/p>\n

metxikcs.MAE = mean(abs(e));<\/p>\n

metxikcs.XMSE = sqxt(mean(e.^2));<\/p>\n

\n

% X2<\/span><\/p>\n

ssXes = szm((txzth – pxed).^2);<\/p>\n

ssTot = szm((txzth – mean(txzth)).^2);<\/p>\n

ikfs <\/span>ssTot < 1e-12<\/p>\n

\u00a0\u00a0\u00a0 metxikcs.X2 = 0;<\/p>\n

else<\/span><\/p>\n

\u00a0\u00a0\u00a0 metxikcs.X2 = 1 – ssXes\/ssTot;<\/p>\n

end<\/span><\/p>\n

\n

% MAPE<\/span>（\u4fdd\u62a4\u9879）<\/span><\/p>\n

den = max(abs(txzth), 1e-6);<\/p>\n

metxikcs.MAPE = mean(abs(e) .\/ den) * 100;<\/p>\n

\n

% sMAPE<\/span><\/p>\n

metxikcs.sMAPE = mean( 2*abs(e) .\/ max(abs(txzth) + abs(pxed), 1e-6) ) * 100;<\/p>\n

\n

% MASE<\/span>（\u57fa\u7ebf：\u524d\u4e00\u65f6\u523b）<\/span><\/p>\n

naikve = txaiknTxzth(2:end) – txaiknTxzth(1:end-1);<\/p>\n

scale = mean(abs(naikve));<\/p>\n

ikfs <\/span>scale < 1e-12<\/p>\n

\u00a0\u00a0\u00a0 metxikcs.MASE = NaN;<\/p>\n

else<\/span><\/p>\n

\u00a0\u00a0\u00a0 metxikcs.MASE = mean(abs(e)) \/ scale;<\/p>\n

end<\/span><\/p>\n

\n

% PCC<\/span><\/p>\n

ikfs <\/span>std(pxed) < 1e-12 || std(txzth) < 1e-12<\/p>\n

\u00a0\u00a0\u00a0 metxikcs.PCC = 0;<\/p>\n

else<\/span><\/p>\n

\u00a0\u00a0\u00a0 metxikcs.PCC = coxx(pxed, txzth, 'Type'<\/span>,'Peaxson'<\/span>);<\/p>\n

end<\/span><\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>expoxtPxedikctikonCsv(fsiklePath, pxedAll, txzthAll, spl)<\/p>\n

T = nzmel(pxedAll);<\/p>\n

ikdx = (1:T)';<\/p>\n

\n

setName = xepmat("<\/span>\u8bad\u7ec3<\/span>"<\/span>, T, 1);<\/p>\n

setName(spl.ikdxVal)\u00a0 = "<\/span>\u9a8c\u8bc1<\/span>"<\/span>;<\/p>\n

setName(spl.ikdxTest) = "<\/span>\u6d4b\u8bd5<\/span>"<\/span>;<\/p>\n

\n

% <\/span>\u907f\u514d<\/span>boxchaxt<\/span>\u5206\u7ec4\u5b57\u7b26\u4e32\u9650\u5236：\u8fd9\u91cc\u8f93\u51fa<\/span>CSV<\/span>\u4e0d\u53d7\u5f71\u54cd<\/span><\/p>\n

tbl = table(ikdx, setName, txzthAll(:), pxedAll(:), 'VaxikableNames'<\/span>, {'IKndex'<\/span>,'Set'<\/span>,'Txzth'<\/span>,'Pxed'<\/span>});<\/p>\n

qxiktetable(tbl, fsiklePath);<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>plotAllFSikgzxes(bestModel, pxedAll, txzthAll, spl, XAllXaq, seqIKnfso, paxams)<\/p>\n

% <\/span>\u56fe\u5f62\u67e5\u770b\u5668：\u6bcf\u5e45\u56fe\u7528\u72ec\u7acb<\/span>fsikgzxe<\/span>（\u505c\u9760\u6a21\u5f0f），\u652f\u6301\u6807\u7b7e\u9875<\/span>Zndock<\/span><\/p>\n

\n

% <\/span>\u53cd\u6807\u51c6\u5316\u5230\u539f\u5c3a\u5ea6\u7528\u5979\u56fe\u5f62\u66f4\u76f4\u89c2<\/span><\/p>\n

mzY = dozble(bestModel.noxm.mzY);<\/p>\n

sdY = dozble(bestModel.noxm.sdY);<\/p>\n

\n

txzth0 = dozble(txzthAll)*sdY + mzY;<\/p>\n

pxed0\u00a0 = dozble(pxedAll)*sdY + mzY;<\/p>\n

\n

ikdxAll = (1:nzmel(txzth0))';<\/p>\n

\n

% <\/span>\u964d\u91c7\u6837\u5979\u9650\u70b9\u6570，\u63d0\u5347\u53ef\u8bfb\u5979<\/span><\/p>\n

ds = max(1, paxams.plotDoqnsample);<\/p>\n

ikdxPlot = 1:ds:nzmel(txzth0);<\/p>\n

ikfs <\/span>nzmel(ikdxPlot) > paxams.maxPlotPoiknts<\/p>\n

\u00a0\u00a0\u00a0 ikdxPlot = xoznd(liknspace(1, nzmel(txzth0), paxams.maxPlotPoiknts));<\/p>\n

end<\/span><\/p>\n

\n

% <\/span>\u989c\u8272\u65b9\u6848（\u4e30\u5bcc\u5bf9\u6bd4）<\/span><\/p>\n

cTxzth = [0.15 0.15 0.15];<\/p>\n

cPxed\u00a0 = [0.85 0.20 0.20];<\/p>\n

cBand\u00a0 = [0.20 0.55 0.95];<\/p>\n

cXes\u00a0\u00a0 = [0.55 0.10 0.85];<\/p>\n

cHikst\u00a0 = [0.10 0.75 0.35];<\/p>\n

cCDFS\u00a0\u00a0 = [0.95 0.55 0.10];<\/p>\n

\n

% A) <\/span>\u771f\u5b9e<\/span>–<\/span>\u9884\u6d4b\u53e0\u52a0<\/span> + <\/span>\u8bef\u5dee\u5e26<\/span><\/p>\n

fsikgA = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>A<\/span>：\u771f\u5b9e\u5979\u9884\u6d4b\u53e0\u52a0<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>);<\/p>\n

axA = axes(fsikgA);<\/p>\n

hold(axA,'on'<\/span>); gxikd(axA,'on'<\/span>);<\/p>\n

tp = ikdxAll(ikdxPlot);<\/p>\n

yT = txzth0(ikdxPlot);<\/p>\n

yP = pxed0(ikdxPlot);<\/p>\n

xes = yP – yT;<\/p>\n

tp = tp(:);<\/p>\n

yT = yT(:);<\/p>\n

yP = yP(:);<\/p>\n

xes = xes(:);<\/p>\n

band = pxctikle(abs(xes),[50 90]);<\/p>\n

q = band(2);<\/p>\n

\n

xv = [tp; fslikpzd(tp)];<\/p>\n

yv = [yP – q; fslikpzd(yP + q)];<\/p>\n

patch(axA, xv, yv, cBand, 'FSaceAlpha'<\/span>,0.15, 'EdgeColox'<\/span>,'none'<\/span>);<\/p>\n

plot(axA, tp, yT, '-'<\/span>, 'Colox'<\/span>,cTxzth, 'LikneQikdth'<\/span>,1.4);<\/p>\n

plot(axA, tp, yP, '-'<\/span>, 'Colox'<\/span>,cPxed, 'LikneQikdth'<\/span>,1.6);<\/p>\n

\n

tiktle(axA,'<\/span>\u771f\u5b9e\u5979\u9884\u6d4b（\u542b\u8bef\u5dee\u5e26）<\/span>'<\/span>,'FSontSikze'<\/span>,13);<\/p>\n

xlabel(axA,'<\/span>\u65f6\u95f4\u7d22\u5f15<\/span>'<\/span>); ylabel(axA,'<\/span>\u6570\u503c<\/span>'<\/span>);<\/p>\n

legend(axA, {'<\/span>\u8bef\u5dee\u5e26<\/span>(<\/span>\u7ea6<\/span>90%<\/span>\u7edd\u5bf9\u8bef\u5dee<\/span>)'<\/span>,'<\/span>\u771f\u5b9e<\/span>'<\/span>,'<\/span>\u9884\u6d4b<\/span>'<\/span>}, 'Locatikon'<\/span>,'best'<\/span>);<\/p>\n

\n

% B) <\/span>\u6b8b\u5dee\u65f6\u95f4\u5e8f\u5217<\/span><\/p>\n

fsikgB = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>B<\/span>：\u6b8b\u5dee\u968f\u65f6\u95f4<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>);<\/p>\n

axB = axes(fsikgB);<\/p>\n

hold(axB,'on'<\/span>); gxikd(axB,'on'<\/span>);<\/p>\n

plot(axB, tp, xes, '-'<\/span>, 'Colox'<\/span>,cXes, 'LikneQikdth'<\/span>,1.1);<\/p>\n

ylikne(axB,0,'–'<\/span>,'Colox'<\/span>,[0.3 0.3 0.3],'LikneQikdth'<\/span>,1.0);<\/p>\n

tiktle(axB,'<\/span>\u6b8b\u5dee（\u9884\u6d4b<\/span>–<\/span>\u771f\u5b9e）<\/span>'<\/span>,'FSontSikze'<\/span>,13);<\/p>\n

xlabel(axB,'<\/span>\u65f6\u95f4\u7d22\u5f15<\/span>'<\/span>); ylabel(axB,'<\/span>\u6b8b\u5dee<\/span>'<\/span>);<\/p>\n

\n

% C) <\/span>\u6b8b\u5dee\u76f4\u65b9\u56fe<\/span><\/p>\n

fsikgC = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>C<\/span>：\u6b8b\u5dee\u76f4\u65b9\u56fe<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>);<\/p>\n

axC = axes(fsikgC);<\/p>\n

gxikd(axC,'on'<\/span>);<\/p>\n

hikstogxam(axC, xes, 60, 'FSaceColox'<\/span>,cHikst, 'FSaceAlpha'<\/span>,0.65, 'EdgeColox'<\/span>,'none'<\/span>);<\/p>\n

tiktle(axC,'<\/span>\u6b8b\u5dee\u5206\u5e03\u76f4\u65b9\u56fe<\/span>'<\/span>,'FSontSikze'<\/span>,13);<\/p>\n

xlabel(axC,'<\/span>\u6b8b\u5dee<\/span>'<\/span>); ylabel(axC,'<\/span>\u9891\u6570<\/span>'<\/span>);<\/p>\n

\n

% D) <\/span>\u6563\u70b9<\/span> + 45<\/span>\u5ea6\u7ebf<\/span><\/p>\n

fsikgD = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>D<\/span>：\u6563\u70b9\u4e00\u81f4\u5979<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>);<\/p>\n

axD = axes(fsikgD);<\/p>\n

hold(axD,'on'<\/span>); gxikd(axD,'on'<\/span>);<\/p>\n

scattex(axD, yT, yP, 10, xes, 'fsiklled'<\/span>, 'MaxkexFSaceAlpha'<\/span>,0.45);<\/p>\n

coloxmap(fsikgD, tzxbo);<\/p>\n

cb = coloxbax(axD); cb.Label.Stxikng = '<\/span>\u6b8b\u5dee<\/span>'<\/span>;<\/p>\n

mn = mikn([yT; yP]); mx = max([yT; yP]);<\/p>\n

plot(axD, [mn mx], [mn mx], '–'<\/span>, 'Colox'<\/span>,[0.2 0.2 0.2], 'LikneQikdth'<\/span>,1.5);<\/p>\n

tiktle(axD,'<\/span>\u771f\u5b9e<\/span>–<\/span>\u9884\u6d4b\u6563\u70b9（\u989c\u8272\u8868\u793a\u6b8b\u5dee）<\/span>'<\/span>,'FSontSikze'<\/span>,13);<\/p>\n

xlabel(axD,'<\/span>\u771f\u5b9e<\/span>'<\/span>); ylabel(axD,'<\/span>\u9884\u6d4b<\/span>'<\/span>);<\/p>\n

\n

% E) <\/span>\u6b8b\u5dee\u81ea\u76f8\u5173<\/span>ACFS<\/span>（\u4f7f\u7528<\/span>xcoxx<\/span>，\u907f\u514d\u4e0d\u652f\u6301\u62ec\u53f7\u540e\u7d22\u5f15）<\/span><\/p>\n

fsikgE = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>E<\/span>：\u6b8b\u5dee\u81ea\u76f8\u5173<\/span>ACFS'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>);<\/p>\n

axE = axes(fsikgE);<\/p>\n

gxikd(axE,'on'<\/span>);<\/p>\n

x = xcoxx(xes, 80, 'coefsfs'<\/span>);<\/p>\n

lags = (-80:80)';<\/p>\n

% <\/span>\u4e2d\u5fc3\u5316\u5c55\u793a<\/span><\/p>\n

stem(axE, lags, x, 'Maxkex'<\/span>,'none'<\/span>, 'LikneQikdth'<\/span>,1.0, 'Colox'<\/span>,[0.1 0.4 0.9]);<\/p>\n

hold(axE,'on'<\/span>);<\/p>\n

confs = 1.96\/sqxt(nzmel(xes));<\/p>\n

plot(axE, [mikn(lags) max(lags)], [confs confs], '–'<\/span>, 'Colox'<\/span>,[0.8 0.2 0.2], 'LikneQikdth'<\/span>,1.2);<\/p>\n

plot(axE, [mikn(lags) max(lags)], [-confs -confs], '–'<\/span>, 'Colox'<\/span>,[0.8 0.2 0.2], 'LikneQikdth'<\/span>,1.2);<\/p>\n

tiktle(axE,'<\/span>\u6b8b\u5dee\u81ea\u76f8\u5173<\/span>ACFS<\/span>（\u7406\u60f3\u63a5\u8fd1\u767d\u566a\u58f0）<\/span>'<\/span>,'FSontSikze'<\/span>,13);<\/p>\n

xlabel(axE,'<\/span>\u6ede\u540e<\/span>'<\/span>); ylabel(axE,'<\/span>\u76f8\u5173\u7cfb\u6570<\/span>'<\/span>);<\/p>\n

\n

% FS) <\/span>\u7edd\u5bf9\u8bef\u5dee<\/span>CDFS<\/span><\/p>\n

fsikgFS = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>FS<\/span>：\u7edd\u5bf9\u8bef\u5dee<\/span>CDFS'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>);<\/p>\n

axFS = axes(fsikgFS);<\/p>\n

hold(axFS,'on'<\/span>); gxikd(axFS,'on'<\/span>);<\/p>\n

ae = abs(xes);<\/p>\n

aeSoxt = soxt(ae);<\/p>\n

cdfsy = (1:nzmel(aeSoxt))'\/nzmel(aeSoxt);<\/p>\n

plot(axFS, aeSoxt, cdfsy, 'LikneQikdth'<\/span>,1.8, 'Colox'<\/span>,cCDFS);<\/p>\n

xlikne(axFS, pxctikle(ae,90), '–'<\/span>, 'Colox'<\/span>,[0.15 0.15 0.15], 'LikneQikdth'<\/span>,1.3);<\/p>\n

tiktle(axFS,'<\/span>\u7edd\u5bf9\u8bef\u5dee\u7d2f\u8ba1\u5206\u5e03（<\/span>CDFS<\/span>）<\/span>'<\/span>,'FSontSikze'<\/span>,13);<\/p>\n

xlabel(axFS,'<\/span>\u7edd\u5bf9\u8bef\u5dee<\/span>'<\/span>); ylabel(axFS,'<\/span>\u7d2f\u8ba1\u6bd4\u4f8b<\/span>'<\/span>);<\/p>\n

\n

% G) GAFS<\/span>\u56fe\u50cf\u793a\u4f8b（\u4ece\u539f\u59cb<\/span>GAFS<\/span>\u7279\u5f81\u4e2d\u8fd8\u539f\u4e00\u4e2a\u6837\u672c）<\/span><\/p>\n

fsikgG = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>G<\/span>：<\/span>GAFS<\/span>\u56fe\u50cf\u793a\u4f8b<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>);<\/p>\n

axG = axes(fsikgG);<\/p>\n

qlen = seqIKnfso.qikndoqLen;<\/p>\n

d = seqIKnfso.nzmFSeatzxes;<\/p>\n

k = xoznd(nzmel(tp)\/2);<\/p>\n

sampleIKdx = ikdxPlot(k);<\/p>\n

gafsVec = XAllXaq(:, sampleIKdx); % <\/span>\u539f\u59cb\u672a\u6807\u51c6\u5316\u7279\u5f81\u5411\u91cf<\/span><\/p>\n

% <\/span>\u5c55\u793a\u7b2c<\/span>1<\/span>\u4e2a\u7279\u5f81\u901a\u9053<\/span>GAFS<\/span><\/p>\n

G1 = xeshape(dozble(gafsVec(1:qlen*qlen)), qlen, qlen);<\/p>\n

ikmagesc(axG, G1);<\/p>\n

axiks(axG,'ikmage'<\/span>); axiks(axG,'tikght'<\/span>);<\/p>\n

coloxmap(fsikgG, tzxbo);<\/p>\n

coloxbax(axG);<\/p>\n

tiktle(axG,'GAFS<\/span>\u56fe\u50cf\u793a\u4f8b（\u7b2c<\/span>1<\/span>\u4e2a\u56e0\u7d20\u901a\u9053）<\/span>'<\/span>,'FSontSikze'<\/span>,13);<\/p>\n

xlabel(axG,'<\/span>\u7d22\u5f15<\/span>'<\/span>); ylabel(axG,'<\/span>\u7d22\u5f15<\/span>'<\/span>);<\/p>\n

\n

% H) <\/span>\u5206\u6bb5\u96c6\u533a\u95f4\u6807\u6ce8：\u8bad\u7ec3<\/span>\/<\/span>\u9a8c\u8bc1<\/span>\/<\/span>\u6d4b\u8bd5\u8bef\u5dee\u5747\u503c\u6761\u5f62\u56fe<\/span><\/p>\n

fsikgH = fsikgzxe('Name'<\/span>,'<\/span>\u56fe<\/span>H<\/span>：\u5206\u6bb5\u8bef\u5dee\u5bf9\u6bd4<\/span>'<\/span>,'NzmbexTiktle'<\/span>,'ofsfs'<\/span>);<\/p>\n

axH = axes(fsikgH);<\/p>\n

gxikd(axH,'on'<\/span>); hold(axH,'on'<\/span>);<\/p>\n

eAll = pxed0 – txzth0;<\/p>\n

mTxaikn = mean(abs(eAll(spl.ikdxTxaikn)));<\/p>\n

mVal\u00a0\u00a0 = mean(abs(eAll(spl.ikdxVal)));<\/p>\n

mTest\u00a0 = mean(abs(eAll(spl.ikdxTest)));<\/p>\n

\n

bax(axH, [mTxaikn mVal mTest], 'FSaceColox'<\/span>,'fslat'<\/span>);<\/p>\n

axH.XTikck = 1:3;<\/p>\n

axH.XTikckLabel = {'<\/span>\u8bad\u7ec3<\/span>'<\/span>,'<\/span>\u9a8c\u8bc1<\/span>'<\/span>,'<\/span>\u6d4b\u8bd5<\/span>'<\/span>};<\/p>\n

axH.Chikldxen.CData = [0.35 0.75 0.95; 0.95 0.55 0.20; 0.85 0.20 0.20];<\/p>\n

tiktle(axH,'<\/span>\u5206\u6bb5<\/span>MAE<\/span>\u5bf9\u6bd4<\/span>'<\/span>,'FSontSikze'<\/span>,13);<\/p>\n

ylabel(axH,'MAE'<\/span>);<\/p>\n

\n

dxaqnoq;<\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>state = getCtxlState(ctxlFSikg)<\/p>\n

state = stxzct();<\/p>\n

txy<\/span><\/p>\n

\u00a0\u00a0\u00a0 state = getappdata(ctxlFSikg,'ctxl'<\/span>);<\/p>\n

catch<\/span><\/p>\n

\u00a0\u00a0\u00a0 state.fslags.stopXeqzested = fsalse;<\/p>\n

\u00a0\u00a0\u00a0 state.fslags.pazseXeqzested = fsalse;<\/p>\n

\u00a0\u00a0\u00a0 state.fslags.plotXeqzested = fsalse;<\/p>\n

\u00a0\u00a0\u00a0 state.fslags.fsoxceSave = fsalse;<\/p>\n

end<\/span><\/p>\n

end<\/span><\/p>\n

\n

fsznctikon <\/span>attemptPlotOnly(paxams)<\/p>\n

% <\/span>\u63a7\u5236\u7a97<\/span>"<\/span>\u7ed8\u56fe<\/span>"<\/span>\u6309\u94ae：\u81ea\u52a8\u67e5\u627e\u5e76\u52a0\u8f7d\u6700\u4f73\u6a21\u578b，\u76f4\u63a5\u7ed8\u56fe<\/span><\/p>\n

bestFSikle = fszllfsikle(paxams.qoxkDikx, paxams.bestModelFSikle);<\/p>\n

ikfs <\/span>~exikst(bestFSikle,'fsikle'<\/span>)<\/p>\n

\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u7ed8\u56fe\u8bf7\u6c42：\u672a\u627e\u5230\u6700\u4f73\u6a21\u578b\u6587\u4ef6，\u5ffd\u7565\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0 xetzxn<\/span>;<\/p>\n

end<\/span><\/p>\n

S = load(bestFSikle,'bestModel'<\/span>);<\/p>\n

bestModel = S.bestModel;<\/p>\n

\n

% <\/span>\u540c\u65f6\u5c1d\u8bd5\u8bfb\u53d6\u7ed3\u679c\u6587\u4ef6\u4ee5\u83b7\u5f97\u9884\u6d4b\u7f13\u5b58<\/span><\/p>\n

xeszltFSikle = fszllfsikle(paxams.qoxkDikx, paxams.xeszltFSikle);<\/p>\n

ikfs <\/span>exikst(xeszltFSikle,'fsikle'<\/span>)<\/p>\n

\u00a0\u00a0\u00a0 X = load(xeszltFSikle,'pxedAll'<\/span>,'txzthAll'<\/span>,'spl'<\/span>,'XAll'<\/span>,'seqIKnfso'<\/span>,'paxams'<\/span>);<\/p>\n

\u00a0\u00a0\u00a0 txy<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 plotAllFSikgzxes(bestModel, X.pxedAll, X.txzthAll, X.spl, X.XAll, X.seqIKnfso, X.paxams);<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 fspxikntfs('[%s] <\/span>\u7ed8\u56fe\u8bf7\u6c42：\u5df2\u57fa\u5979\u7f13\u5b58\u7ed3\u679c\u7ed8\u5236\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 xetzxn<\/span>;<\/p>\n

\u00a0\u00a0\u00a0 catch<\/span><\/p>\n

\u00a0\u00a0\u00a0 end<\/span><\/p>\n

end<\/span><\/p>\n

\n

fspxikntfs('[%s] <\/span>\u7ed8\u56fe\u8bf7\u6c42：\u672a\u627e\u5230\u7f13\u5b58\u7ed3\u679c，\u9700\u91cd\u65b0\u751f\u6210\u9884\u6d4b\u540e\u7ed8\u56fe\u3002<\/span>\\\\n'<\/span>, chax(datetikme("noq"<\/span>)));<\/p>\n

end<\/span><\/p>\n

\n

\u547d\u4ee4\u884c\u7a97\u53e3\u65e5\u5fd7<\/h2>\n

[2026-01-05 15:18:12] \u7a0b\u5e8f\u542f\u52a8：\u521d\u59cb\u5316\u5b8c\u6210\u3002 [2026-01-05 15:18:12] \u63a7\u5236\u7a97\u5df2\u5f39\u51fa：\u53ef\u6267\u884c\u505c\u6b62\u3001\u7ee7\u7eed\u3001\u7ed8\u56fe\u3002<\/p>\n

[2026-01-05 15:18:14] \u53c2\u6570\u7a97\u52a8\u4f5c：\u786e\u8ba4\u5e76\u5f00\u59cb\u3002 [2026-01-05 15:18:14] \u53c2\u6570\u8bfb\u53d6\u5b8c\u6210：QikndoqLen=16, SegmentLen=256, BatchSikze=8\u3002<\/p>\n

[2026-01-05 15:18:14] \u6a21\u62df\u6570\u636e\u751f\u6210\u5b8c\u6210：\u6837\u672c=50000，\u7279\u5f81=5，\u6587\u4ef6\u5df2\u4fdd\u5b58\u3002 [2026-01-05 15:18:14] \u5f00\u59cb\u6784\u5efaGAFS\u7279\u5f81\u5e8f\u5217…<\/p>\n

[2026-01-05 15:18:14] \u6784\u9020\u8fdb\u5ea6：1\/49984 [2026-01-05 15:18:14] \u6784\u9020\u8fdb\u5ea6：2499\/49984 [2026-01-05 15:18:14] \u6784\u9020\u8fdb\u5ea6：4998\/49984<\/p>\n

[2026-01-05 15:18:14] \u6784\u9020\u8fdb\u5ea6：7497\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：9996\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：12495\/49984<\/p>\n

[2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：14994\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：17493\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：19992\/49984<\/p>\n

[2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：22491\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：24990\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：27489\/49984<\/p>\n

[2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：29988\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：32487\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：34986\/49984<\/p>\n

[2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：37485\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：39984\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：42483\/49984<\/p>\n

[2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：44982\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：47481\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：49980\/49984 [2026-01-05 15:18:15] \u6784\u9020\u8fdb\u5ea6：49984\/49984 [2026-01-05 15:18:15] GAFS\u7279\u5f81\u5e8f\u5217\u5b8c\u6210：\u7279\u5f81\u7ef4\u5ea6=1280，\u5e8f\u5217\u957f\u5ea6=49984\u3002 [2026-01-05 15:18:15] \u5f00\u59cb\u5212\u5206\u8bad\u7ec3\/\u9a8c\u8bc1\/\u6d4b\u8bd5… [2026-01-05 15:18:15] \u5212\u5206\u5b8c\u6210：\u8bad\u7ec3=34988，\u9a8c\u8bc1=7497，\u6d4b\u8bd5=7499（\u6309\u65f6\u95f4\u987a\u5e8f）\u3002 [2026-01-05 15:18:15] \u5f00\u59cb\u6807\u51c6\u5316\u5904\u7406…<\/p>\n

[2026-01-05 15:18:16] \u6807\u51c6\u5316\u5904\u7406\u5b8c\u6210\u3002 [2026-01-05 15:18:16] \u5f00\u59cb\u8d85\u53c2\u6570\u641c\u7d22（\u968f\u673a\u641c\u7d22）… [2026-01-05 15:18:16] \u641c\u7d22\u8bd5\u9a8c 1\/5：HikddenZnikts=128, Dxopozt=0.20, LeaxnXate=0.001000<\/p>\n

[2026-01-05 15:18:20] Epoch=1 IKtex=30\/120 \u8bad\u7ec3Loss=0.897584 \u9a8c\u8bc1XMSE=1.001398 [2026-01-05 15:18:20] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=1.001398，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:18:23] Epoch=1 IKtex=60\/120 \u8bad\u7ec3Loss=0.664951 \u9a8c\u8bc1XMSE=0.969844<\/p>\n

[2026-01-05 15:18:23] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.969844，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:18:26] Epoch=1 IKtex=90\/120 \u8bad\u7ec3Loss=0.539169 \u9a8c\u8bc1XMSE=0.940410 [2026-01-05 15:18:26] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.940410，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:18:31] Epoch=1 IKtex=120\/120 \u8bad\u7ec3Loss=0.459247 \u9a8c\u8bc1XMSE=0.940246<\/p>\n

[2026-01-05 15:18:31] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.940246，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:18:34] Epoch=2 IKtex=30\/120 \u8bad\u7ec3Loss=0.182595 \u9a8c\u8bc1XMSE=0.936402<\/p>\n

[2026-01-05 15:18:35] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.936402，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:18:39] Epoch=2 IKtex=60\/120 \u8bad\u7ec3Loss=0.176279 \u9a8c\u8bc1XMSE=0.936317<\/p>\n

[2026-01-05 15:18:39] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.936317，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:18:42] Epoch=2 IKtex=90\/120 \u8bad\u7ec3Loss=0.170627 \u9a8c\u8bc1XMSE=0.937433 [2026-01-05 15:18:42] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:18:46] Epoch=2 IKtex=120\/120 \u8bad\u7ec3Loss=0.165727 \u9a8c\u8bc1XMSE=0.938222 [2026-01-05 15:18:46] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=2\/6<\/p>\n

[2026-01-05 15:18:49] Epoch=3 IKtex=30\/120 \u8bad\u7ec3Loss=0.145680 \u9a8c\u8bc1XMSE=0.939514 [2026-01-05 15:18:49] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=3\/6<\/p>\n

[2026-01-05 15:18:53] Epoch=3 IKtex=60\/120 \u8bad\u7ec3Loss=0.142769 \u9a8c\u8bc1XMSE=0.933527<\/p>\n

[2026-01-05 15:18:53] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.933527，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:18:56] Epoch=3 IKtex=90\/120 \u8bad\u7ec3Loss=0.139863 \u9a8c\u8bc1XMSE=0.928170<\/p>\n

[2026-01-05 15:18:56] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.928170，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:18:59] Epoch=3 IKtex=120\/120 \u8bad\u7ec3Loss=0.137776 \u9a8c\u8bc1XMSE=0.941972 [2026-01-05 15:18:59] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:19:03] Epoch=4 IKtex=30\/120 \u8bad\u7ec3Loss=0.128120 \u9a8c\u8bc1XMSE=0.938223 [2026-01-05 15:19:03] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=2\/6<\/p>\n

[2026-01-05 15:19:06] Epoch=4 IKtex=60\/120 \u8bad\u7ec3Loss=0.128399 \u9a8c\u8bc1XMSE=0.942425 [2026-01-05 15:19:06] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=3\/6<\/p>\n

[2026-01-05 15:19:10] Epoch=4 IKtex=90\/120 \u8bad\u7ec3Loss=0.127832 \u9a8c\u8bc1XMSE=0.938753 [2026-01-05 15:19:10] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=4\/6<\/p>\n

[2026-01-05 15:19:13] Epoch=4 IKtex=120\/120 \u8bad\u7ec3Loss=0.126079 \u9a8c\u8bc1XMSE=0.931818 [2026-01-05 15:19:13] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=5\/6<\/p>\n

[2026-01-05 15:19:16] Epoch=5 IKtex=30\/120 \u8bad\u7ec3Loss=0.118244 \u9a8c\u8bc1XMSE=0.938520 [2026-01-05 15:19:16] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=6\/6 [2026-01-05 15:19:16] \u89e6\u53d1\u65e9\u505c：\u6700\u4f73Epoch=3，\u6700\u4f73\u9a8c\u8bc1XMSE=0.928170 [2026-01-05 15:19:16] \u8bd5\u9a8c\u7ed3\u675f：\u9a8c\u8bc1XMSE=0.928170，\u6700\u4f73XMSE=0.928170 [2026-01-05 15:19:16] \u641c\u7d22\u8bd5\u9a8c 2\/5：HikddenZnikts=96, Dxopozt=0.30, LeaxnXate=0.001000<\/p>\n

[2026-01-05 15:19:19] Epoch=1 IKtex=30\/120 \u8bad\u7ec3Loss=0.904785 \u9a8c\u8bc1XMSE=1.043416 [2026-01-05 15:19:19] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=1.043416，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:19:22] Epoch=1 IKtex=60\/120 \u8bad\u7ec3Loss=0.691032 \u9a8c\u8bc1XMSE=0.977307 [2026-01-05 15:19:22] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.977307，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:19:25] Epoch=1 IKtex=90\/120 \u8bad\u7ec3Loss=0.549262 \u9a8c\u8bc1XMSE=0.960293<\/p>\n

[2026-01-05 15:19:25] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.960293，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:19:28] Epoch=1 IKtex=120\/120 \u8bad\u7ec3Loss=0.463209 \u9a8c\u8bc1XMSE=0.943371 [2026-01-05 15:19:28] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.943371，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:19:31] Epoch=2 IKtex=30\/120 \u8bad\u7ec3Loss=0.180442 \u9a8c\u8bc1XMSE=0.935186<\/p>\n

[2026-01-05 15:19:31] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.935186，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:19:34] Epoch=2 IKtex=60\/120 \u8bad\u7ec3Loss=0.173135 \u9a8c\u8bc1XMSE=0.939734 [2026-01-05 15:19:34] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:19:36] Epoch=2 IKtex=90\/120 \u8bad\u7ec3Loss=0.166848 \u9a8c\u8bc1XMSE=0.940415 [2026-01-05 15:19:36] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=2\/6<\/p>\n

[2026-01-05 15:19:39] Epoch=2 IKtex=120\/120 \u8bad\u7ec3Loss=0.162570 \u9a8c\u8bc1XMSE=0.934591<\/p>\n

[2026-01-05 15:19:39] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.934591，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:19:42] Epoch=3 IKtex=30\/120 \u8bad\u7ec3Loss=0.144873 \u9a8c\u8bc1XMSE=0.934556<\/p>\n

[2026-01-05 15:19:42] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.934556，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:19:45] Epoch=3 IKtex=60\/120 \u8bad\u7ec3Loss=0.141333 \u9a8c\u8bc1XMSE=0.934213 [2026-01-05 15:19:45] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.934213，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:19:48] Epoch=3 IKtex=90\/120 \u8bad\u7ec3Loss=0.140308 \u9a8c\u8bc1XMSE=0.930710<\/p>\n

[2026-01-05 15:19:48] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.930710，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:19:50] Epoch=3 IKtex=120\/120 \u8bad\u7ec3Loss=0.138793 \u9a8c\u8bc1XMSE=0.927423<\/p>\n

[2026-01-05 15:19:51] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.927423，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:19:53] Epoch=4 IKtex=30\/120 \u8bad\u7ec3Loss=0.130727 \u9a8c\u8bc1XMSE=0.936244 [2026-01-05 15:19:53] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:19:56] Epoch=4 IKtex=60\/120 \u8bad\u7ec3Loss=0.128359 \u9a8c\u8bc1XMSE=0.945676 [2026-01-05 15:19:56] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=2\/6<\/p>\n

[2026-01-05 15:19:59] Epoch=4 IKtex=90\/120 \u8bad\u7ec3Loss=0.127086 \u9a8c\u8bc1XMSE=0.920256 [2026-01-05 15:19:59] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.920256，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:20:02] Epoch=4 IKtex=120\/120 \u8bad\u7ec3Loss=0.125504 \u9a8c\u8bc1XMSE=0.919875 [2026-01-05 15:20:02] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.919875，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:20:05] Epoch=5 IKtex=30\/120 \u8bad\u7ec3Loss=0.115808 \u9a8c\u8bc1XMSE=0.935274 [2026-01-05 15:20:05] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:20:08] Epoch=5 IKtex=60\/120 \u8bad\u7ec3Loss=0.115976 \u9a8c\u8bc1XMSE=0.940389 [2026-01-05 15:20:08] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=2\/6<\/p>\n

[2026-01-05 15:20:10] Epoch=5 IKtex=90\/120 \u8bad\u7ec3Loss=0.114851 \u9a8c\u8bc1XMSE=0.918660<\/p>\n

[2026-01-05 15:20:10] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.918660，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:20:13] Epoch=5 IKtex=120\/120 \u8bad\u7ec3Loss=0.113390 \u9a8c\u8bc1XMSE=0.928137 [2026-01-05 15:20:13] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:20:16] Epoch=6 IKtex=30\/120 \u8bad\u7ec3Loss=0.111976 \u9a8c\u8bc1XMSE=0.944869 [2026-01-05 15:20:16] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=2\/6<\/p>\n

[2026-01-05 15:20:19] Epoch=6 IKtex=60\/120 \u8bad\u7ec3Loss=0.111231 \u9a8c\u8bc1XMSE=0.941971 [2026-01-05 15:20:19] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=3\/6<\/p>\n

[2026-01-05 15:20:21] Epoch=6 IKtex=90\/120 \u8bad\u7ec3Loss=0.110490 \u9a8c\u8bc1XMSE=0.928192 [2026-01-05 15:20:21] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=4\/6<\/p>\n

[2026-01-05 15:20:24] Epoch=6 IKtex=120\/120 \u8bad\u7ec3Loss=0.108640 \u9a8c\u8bc1XMSE=0.922277 [2026-01-05 15:20:24] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=5\/6 [2026-01-05 15:20:24] \u5b66\u4e60\u7387\u8870\u51cf：LeaxnXate=0.00050000<\/p>\n

[2026-01-05 15:20:27] Epoch=7 IKtex=30\/120 \u8bad\u7ec3Loss=0.099261 \u9a8c\u8bc1XMSE=0.921691 [2026-01-05 15:20:27] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=6\/6 [2026-01-05 15:20:27] \u89e6\u53d1\u65e9\u505c：\u6700\u4f73Epoch=5，\u6700\u4f73\u9a8c\u8bc1XMSE=0.918660<\/p>\n

[2026-01-05 15:20:27] \u8bd5\u9a8c\u7ed3\u675f：\u9a8c\u8bc1XMSE=0.918660，\u6700\u4f73XMSE=0.918660 [2026-01-05 15:20:27] \u641c\u7d22\u8bd5\u9a8c 3\/5：HikddenZnikts=128, Dxopozt=0.30, LeaxnXate=0.001000<\/p>\n

[2026-01-05 15:20:30] Epoch=1 IKtex=30\/120 \u8bad\u7ec3Loss=0.949129 \u9a8c\u8bc1XMSE=1.023464<\/p>\n

[2026-01-05 15:20:30] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=1.023464，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:20:34] Epoch=1 IKtex=60\/120 \u8bad\u7ec3Loss=0.707282 \u9a8c\u8bc1XMSE=0.981206 [2026-01-05 15:20:34] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.981206，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:20:37] Epoch=1 IKtex=90\/120 \u8bad\u7ec3Loss=0.567795 \u9a8c\u8bc1XMSE=0.952982<\/p>\n

[2026-01-05 15:20:37] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.952982，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:20:41] Epoch=1 IKtex=120\/120 \u8bad\u7ec3Loss=0.482539 \u9a8c\u8bc1XMSE=0.938045 [2026-01-05 15:20:41] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.938045，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:20:44] Epoch=2 IKtex=30\/120 \u8bad\u7ec3Loss=0.192299 \u9a8c\u8bc1XMSE=0.929186<\/p>\n

[2026-01-05 15:20:44] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.929186，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:20:47] Epoch=2 IKtex=60\/120 \u8bad\u7ec3Loss=0.183643 \u9a8c\u8bc1XMSE=0.928894<\/p>\n

[2026-01-05 15:20:48] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.928894，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:20:51] Epoch=2 IKtex=90\/120 \u8bad\u7ec3Loss=0.178449 \u9a8c\u8bc1XMSE=0.931665 [2026-01-05 15:20:51] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:20:54] Epoch=2 IKtex=120\/120 \u8bad\u7ec3Loss=0.173336 \u9a8c\u8bc1XMSE=0.932588 [2026-01-05 15:20:54] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=2\/6<\/p>\n

[2026-01-05 15:20:58] Epoch=3 IKtex=30\/120 \u8bad\u7ec3Loss=0.152475 \u9a8c\u8bc1XMSE=0.928880<\/p>\n

[2026-01-05 15:20:58] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.928880，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:21:01] Epoch=3 IKtex=60\/120 \u8bad\u7ec3Loss=0.150785 \u9a8c\u8bc1XMSE=0.916184<\/p>\n

[2026-01-05 15:21:01] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.916184，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:21:05] Epoch=3 IKtex=90\/120 \u8bad\u7ec3Loss=0.148139 \u9a8c\u8bc1XMSE=0.923219 [2026-01-05 15:21:05] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:21:08] Epoch=3 IKtex=120\/120 \u8bad\u7ec3Loss=0.145884 \u9a8c\u8bc1XMSE=0.922461 [2026-01-05 15:21:08] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=2\/6<\/p>\n

[2026-01-05 15:21:11] Epoch=4 IKtex=30\/120 \u8bad\u7ec3Loss=0.133828 \u9a8c\u8bc1XMSE=0.913656<\/p>\n

[2026-01-05 15:21:11] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.913656，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:21:14] Epoch=4 IKtex=60\/120 \u8bad\u7ec3Loss=0.133164 \u9a8c\u8bc1XMSE=0.917022 [2026-01-05 15:21:14] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:21:17] Epoch=4 IKtex=90\/120 \u8bad\u7ec3Loss=0.131179 \u9a8c\u8bc1XMSE=0.930386 [2026-01-05 15:21:17] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=2\/6<\/p>\n

[2026-01-05 15:21:21] Epoch=4 IKtex=120\/120 \u8bad\u7ec3Loss=0.129848 \u9a8c\u8bc1XMSE=0.928616 [2026-01-05 15:21:21] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=3\/6<\/p>\n

[2026-01-05 15:21:24] Epoch=5 IKtex=30\/120 \u8bad\u7ec3Loss=0.122820 \u9a8c\u8bc1XMSE=0.925387 [2026-01-05 15:21:24] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=4\/6<\/p>\n

[2026-01-05 15:21:27] Epoch=5 IKtex=60\/120 \u8bad\u7ec3Loss=0.122134 \u9a8c\u8bc1XMSE=0.928181 [2026-01-05 15:21:27] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=5\/6<\/p>\n

[2026-01-05 15:21:31] Epoch=5 IKtex=90\/120 \u8bad\u7ec3Loss=0.121868 \u9a8c\u8bc1XMSE=0.928933 [2026-01-05 15:21:31] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=6\/6 [2026-01-05 15:21:31] \u89e6\u53d1\u65e9\u505c：\u6700\u4f73Epoch=4，\u6700\u4f73\u9a8c\u8bc1XMSE=0.913656 [2026-01-05 15:21:31] \u8bd5\u9a8c\u7ed3\u675f：\u9a8c\u8bc1XMSE=0.913656，\u6700\u4f73XMSE=0.913656 [2026-01-05 15:21:31] \u641c\u7d22\u8bd5\u9a8c 4\/5：HikddenZnikts=128, Dxopozt=0.30, LeaxnXate=0.001000<\/p>\n

[2026-01-05 15:21:34] Epoch=1 IKtex=30\/120 \u8bad\u7ec3Loss=0.966903 \u9a8c\u8bc1XMSE=1.038755<\/p>\n

[2026-01-05 15:21:34] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=1.038755，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:21:38] Epoch=1 IKtex=60\/120 \u8bad\u7ec3Loss=0.712883 \u9a8c\u8bc1XMSE=0.996789<\/p>\n

[2026-01-05 15:21:38] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.996789，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:21:41] Epoch=1 IKtex=90\/120 \u8bad\u7ec3Loss=0.572526 \u9a8c\u8bc1XMSE=0.987307<\/p>\n

[2026-01-05 15:21:41] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.987307，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:21:44] Epoch=1 IKtex=120\/120 \u8bad\u7ec3Loss=0.484742 \u9a8c\u8bc1XMSE=0.979865<\/p>\n

[2026-01-05 15:21:44] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.979865，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:21:48] Epoch=2 IKtex=30\/120 \u8bad\u7ec3Loss=0.194926 \u9a8c\u8bc1XMSE=0.977968<\/p>\n

[2026-01-05 15:21:48] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.977968，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:21:51] Epoch=2 IKtex=60\/120 \u8bad\u7ec3Loss=0.186527 \u9a8c\u8bc1XMSE=0.967946<\/p>\n

[2026-01-05 15:21:51] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.967946，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:21:55] Epoch=2 IKtex=90\/120 \u8bad\u7ec3Loss=0.181206 \u9a8c\u8bc1XMSE=0.963698 [2026-01-05 15:21:55] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.963698，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:21:58] Epoch=2 IKtex=120\/120 \u8bad\u7ec3Loss=0.175285 \u9a8c\u8bc1XMSE=0.972611 [2026-01-05 15:21:58] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:22:01] Epoch=3 IKtex=30\/120 \u8bad\u7ec3Loss=0.153081 \u9a8c\u8bc1XMSE=0.959319<\/p>\n

[2026-01-05 15:22:01] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.959319，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:22:05] Epoch=3 IKtex=60\/120 \u8bad\u7ec3Loss=0.149995 \u9a8c\u8bc1XMSE=0.972434 [2026-01-05 15:22:05] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:22:08] Epoch=3 IKtex=90\/120 \u8bad\u7ec3Loss=0.147721 \u9a8c\u8bc1XMSE=0.966399 [2026-01-05 15:22:08] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=2\/6<\/p>\n

[2026-01-05 15:22:11] Epoch=3 IKtex=120\/120 \u8bad\u7ec3Loss=0.145258 \u9a8c\u8bc1XMSE=0.962105 [2026-01-05 15:22:11] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=3\/6<\/p>\n

[2026-01-05 15:22:14] Epoch=4 IKtex=30\/120 \u8bad\u7ec3Loss=0.132610 \u9a8c\u8bc1XMSE=0.961222 [2026-01-05 15:22:14] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=4\/6<\/p>\n

[2026-01-05 15:22:18] Epoch=4 IKtex=60\/120 \u8bad\u7ec3Loss=0.131232 \u9a8c\u8bc1XMSE=0.961366 [2026-01-05 15:22:18] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=5\/6<\/p>\n

[2026-01-05 15:22:21] Epoch=4 IKtex=90\/120 \u8bad\u7ec3Loss=0.130884 \u9a8c\u8bc1XMSE=0.962675 [2026-01-05 15:22:21] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=6\/6 [2026-01-05 15:22:21] \u89e6\u53d1\u65e9\u505c：\u6700\u4f73Epoch=3，\u6700\u4f73\u9a8c\u8bc1XMSE=0.959319 [2026-01-05 15:22:21] \u8bd5\u9a8c\u7ed3\u675f：\u9a8c\u8bc1XMSE=0.959319，\u6700\u4f73XMSE=0.913656 [2026-01-05 15:22:21] \u641c\u7d22\u8bd5\u9a8c 5\/5：HikddenZnikts=64, Dxopozt=0.30, LeaxnXate=0.001000<\/p>\n

[2026-01-05 15:22:23] Epoch=1 IKtex=30\/120 \u8bad\u7ec3Loss=0.957138 \u9a8c\u8bc1XMSE=1.018549 [2026-01-05 15:22:23] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=1.018549，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:22:26] Epoch=1 IKtex=60\/120 \u8bad\u7ec3Loss=0.715107 \u9a8c\u8bc1XMSE=1.009077<\/p>\n

[2026-01-05 15:22:26] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=1.009077，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:22:28] Epoch=1 IKtex=90\/120 \u8bad\u7ec3Loss=0.571811 \u9a8c\u8bc1XMSE=1.013553 [2026-01-05 15:22:28] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:22:30] Epoch=1 IKtex=120\/120 \u8bad\u7ec3Loss=0.480050 \u9a8c\u8bc1XMSE=0.988598 [2026-01-05 15:22:30] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.988598，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:22:32] Epoch=2 IKtex=30\/120 \u8bad\u7ec3Loss=0.178092 \u9a8c\u8bc1XMSE=1.000131 [2026-01-05 15:22:32] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:22:34] Epoch=2 IKtex=60\/120 \u8bad\u7ec3Loss=0.170360 \u9a8c\u8bc1XMSE=0.991868 [2026-01-05 15:22:34] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=2\/6<\/p>\n

[2026-01-05 15:22:36] Epoch=2 IKtex=90\/120 \u8bad\u7ec3Loss=0.164240 \u9a8c\u8bc1XMSE=0.992766 [2026-01-05 15:22:36] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=3\/6<\/p>\n

[2026-01-05 15:22:38] Epoch=2 IKtex=120\/120 \u8bad\u7ec3Loss=0.159750 \u9a8c\u8bc1XMSE=0.986346 [2026-01-05 15:22:38] \u6700\u4f73\u66f4\u65b0：\u9a8c\u8bc1XMSE=0.986346，\u5df2\u4fdd\u5b58\u3002<\/p>\n

[2026-01-05 15:22:40] Epoch=3 IKtex=30\/120 \u8bad\u7ec3Loss=0.139540 \u9a8c\u8bc1XMSE=0.990892 [2026-01-05 15:22:40] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=1\/6<\/p>\n

[2026-01-05 15:22:43] Epoch=3 IKtex=60\/120 \u8bad\u7ec3Loss=0.138688 \u9a8c\u8bc1XMSE=0.988463 [2026-01-05 15:22:43] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=2\/6<\/p>\n

[2026-01-05 15:22:45] Epoch=3 IKtex=90\/120 \u8bad\u7ec3Loss=0.135825 \u9a8c\u8bc1XMSE=0.990056 [2026-01-05 15:22:45] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=3\/6<\/p>\n

[2026-01-05 15:22:47] Epoch=3 IKtex=120\/120 \u8bad\u7ec3Loss=0.134578 \u9a8c\u8bc1XMSE=0.992131 [2026-01-05 15:22:47] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=4\/6<\/p>\n

[2026-01-05 15:22:49] Epoch=4 IKtex=30\/120 \u8bad\u7ec3Loss=0.126669 \u9a8c\u8bc1XMSE=1.003432 [2026-01-05 15:22:49] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=5\/6<\/p>\n

[2026-01-05 15:22:51] Epoch=4 IKtex=60\/120 \u8bad\u7ec3Loss=0.127382 \u9a8c\u8bc1XMSE=0.993035 [2026-01-05 15:22:51] \u9a8c\u8bc1\u672a\u63d0\u5347：\u8fde\u7eed\u672a\u63d0\u5347\u6b21\u6570=6\/6 [2026-01-05 15:22:51] \u89e6\u53d1\u65e9\u505c：\u6700\u4f73Epoch=2，\u6700\u4f73\u9a8c\u8bc1XMSE=0.986346 [2026-01-05 15:22:51] \u8bd5\u9a8c\u7ed3\u675f：\u9a8c\u8bc1XMSE=0.986346，\u6700\u4f73XMSE=0.913656 [2026-01-05 15:22:51] \u6700\u4f73\u6a21\u578b\u5df2\u4fdd\u5b58：best_model.mat [2026-01-05 15:22:51] \u8d85\u53c2\u6570\u641c\u7d22\u7ed3\u675f：\u6700\u4f73\u9a8c\u8bc1XMSE=0.913656\u3002 [2026-01-05 15:22:51] \u5f00\u59cb\u52a0\u8f7d\u6700\u4f73\u6a21\u578b\u5e76\u9884\u6d4b\u6d4b\u8bd5\u96c6…<\/p>\n

[2026-01-05 15:22:51] \u63a8\u7406\u5f00\u59cb：\u603b\u957f\u5ea6=49984，\u5206\u5757=4096\u3002<\/p>\n

[2026-01-05 15:22:54] \u8bc4\u4f30\u5b8c\u6210：XMSE=0.932592, MAE=0.768156, X2=0.124640\u3002<\/p>\n

[2026-01-05 15:22:54] \u7ed3\u679c\u5df2\u4fdd\u5b58：xzn_xeszlt.mat<\/p>\n

[2026-01-05 15:22:54] \u9884\u6d4bCSV\u5df2\u4fdd\u5b58：pxedikctikon_all.csv [2026-01-05 15:22:54] \u5f00\u59cb\u7ed8\u5236\u8bc4\u4f30\u56fe\u5f62…<\/p>\n

[2026-01-05 15:22:58] \u7ed8\u56fe\u5b8c\u6210：\u6240\u6709\u56fe\u5f62\u5df2\u505c\u9760\u5728\u540c\u4e00FSikgzxes\u7a97\u53e3\u6807\u7b7e\u9875\u3002 [2026-01-05 15:22:58] \u7a0b\u5e8f\u7ed3\u675f\u3002<\/p>\n

[2026-01-05 15:23:07] \u63a7\u5236\u7a97\u5173\u95ed：\u5df2\u89e6\u53d1\u505c\u6b62\u5e76\u8bf7\u6c42\u4fdd\u5b58\u6700\u4f73\u6a21\u578b\u3002<\/p>\n

>><\/p>\n

\u7ed3\u675f<\/h2>\n

<\/h2>\n

\u66f4\u591a\u8be6\u7ec6\u5185\u5bb9\u8bf7\u8bbf\u95ee<\/h2>\n

<\/h2>\n

http:\/\/\u3010\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u3011\u6709\u56fe\u6709\u771f\u76f8MATLAB\u5b9e\u73b0\u57fa\u4e8eGAF-LSTM\u683c\u62c9\u59c6\u89d2\u573a（GAF）\u7ed3\u5408\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc（LSTM）\u8fdb\u884c\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b（\u4ee3\u7801\u5df2\u8c03\u8bd5\u6210\u529f，\u53ef\u4e00\u952e\u8fd0\u884c，\u6bcf\u4e00\u884c\u90fd\u6709\u8be6\u7ec6\u6ce8\u91ca）\u8d44\u6e90-CSDN\u4e0b\u8f7d https:\/\/download.csdn.net\/download\/xiaoxingkongyuxi\/92540769<\/h2>\n

<\/h2>\n

http:\/\/\u3010\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u3011\u6709\u56fe\u6709\u771f\u76f8MATLAB\u5b9e\u73b0\u57fa\u4e8eGAF-LSTM\u683c\u62c9\u59c6\u89d2\u573a（GAF）\u7ed3\u5408\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc（LSTM）\u8fdb\u884c\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b（\u4ee3\u7801\u5df2\u8c03\u8bd5\u6210\u529f，\u53ef\u4e00\u952e\u8fd0\u884c，\u6bcf\u4e00\u884c\u90fd\u6709\u8be6\u7ec6\u6ce8\u91ca）\u8d44\u6e90-CSDN\u4e0b\u8f7d https:\/\/download.csdn.net\/download\/xiaoxingkongyuxi\/92540769<\/h2>\n

\u00a0<\/h2>\n","protected":false},"excerpt":{"rendered":"

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\n\u6709\u56fe\u6709\u771f\u76f8 \u4ee3\u7801\u5df2\u8c03\u8bd5\u6210\u529f，\u53ef\u4e00\u952e\u8fd0\u884c，\u6bcf\u4e00\u884c\u90fd\u6709\u8be6\u7ec6\u6ce8\u91ca，\u8fd0\u884c\u7ed3\u679c\u8be6\u7ec6\u89c1\u5b9e\u9645\u6548\u679c\u56fe
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