{"id":65423,"date":"2026-01-24T23:24:33","date_gmt":"2026-01-24T15:24:33","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/65423.html"},"modified":"2026-01-24T23:24:33","modified_gmt":"2026-01-24T15:24:33","slug":"%e5%93%8d%e5%ba%94%e9%9d%a2%e6%b3%95%e4%bb%a3%e7%90%86%e6%a8%a1%e5%9e%8bmogwo%e5%a4%9a%e7%9b%ae%e6%a0%87%e7%81%b0%e7%8b%bc%e4%bc%98%e5%8c%96%e5%be%97%e5%88%b0%e6%9c%80%e4%bc%98%e7%89%b9%e5%be%81","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/65423.html","title":{"rendered":"\u54cd\u5e94\u9762\u6cd5\u4ee3\u7406\u6a21\u578b+MOGWO\u591a\u76ee\u6807\u7070\u72fc\u4f18\u5316\u5f97\u5230\u6700\u4f18\u7279\u5f81\u7ec4\u5408\uff08\u4ee3\u7801&amp;\u6570\u636e\uff09"},"content":{"rendered":"<p><span style=\"color:#956fe7\">\u58f0\u660e&#xff1a;\u6587\u7ae0\u662f\u4ece\u672c\u4eba\u516c\u4f17\u53f7\u4e2d\u590d\u5236\u800c\u6765&#xff0c;\u56e0\u6b64&#xff0c;\u60f3\u6700\u65b0\u6700\u5feb\u4e86\u89e3\u5404\u7c7b\u667a\u80fd\u4f18\u5316\u7b97\u6cd5\u53ca\u5176\u6539\u8fdb\u7684\u670b\u53cb&#xff0c;\u53ef\u5173\u6ce8\u6211\u7684\u516c\u4f17\u53f7&#xff1a;\u5f3a\u76db\u673a\u5668\u5b66\u4e60&#xff0c;\u4e0d\u5b9a\u671f\u4f1a\u6709\u5f88\u591a\u514d\u8d39\u4ee3\u7801\u5206\u4eab~<\/span><\/p>\n<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"%E5%B7%A5%E8%89%BA%E5%8F%82%E6%95%B0%E4%BC%98%E5%8C%96%E6%A1%88%E4%BE%8B-toc\" style=\"margin-left:0px\">\u5de5\u827a\u53c2\u6570\u4f18\u5316\u6848\u4f8b<\/p>\n<p id=\"%E4%BC%98%E5%8C%96%E5%8F%82%E6%95%B0%E8%AE%BE%E7%BD%AE-toc\" style=\"margin-left:0px\">\u4f18\u5316\u53c2\u6570\u8bbe\u7f6e<\/p>\n<p id=\"%E6%A8%A1%E5%9E%8B%E5%8E%9F%E7%90%86-toc\" style=\"margin-left:0px\">\u6a21\u578b\u539f\u7406<\/p>\n<p id=\"%E7%BB%93%E6%9E%9C%E5%B1%95%E7%A4%BA-toc\" style=\"margin-left:0px\">\u7ed3\u679c\u5c55\u793a<\/p>\n<p id=\"%E5%AE%8C%E6%95%B4%E4%BB%A3%E7%A0%81-toc\" style=\"margin-left:0px\">\u5b8c\u6574\u4ee3\u7801<\/p>\n<hr id=\"hr-toc\" \/>\n<p>\u4e4b\u524d\u7ed9\u5927\u5bb6\u5e26\u6765\u8fc7\u4e24\u671f\u673a\u5668\u5b66\u4e60&#043;NSGA2\u5b9e\u73b0\u5de5\u827a\u53c2\u6570\u4f18\u5316\u7684\u63a8\u6587&#xff1a;<\/p>\n<p>\u4fdd\u59c6\u7ea7\u6559\u7a0b&#xff01;NRBO-BP\u56de\u5f52&#043;NSGAII\u591a\u76ee\u6807\u4f18\u5316\u4e00\u952e\u5b9e\u73b0\u5de5\u827a\u53c2\u6570\u4f18\u5316&#xff01;\u81ea\u52a8\u4fdd\u5b58\u6700\u4f18\u7279\u5f81\u7ec4\u5408&#xff01;<\/p>\n<p>Matlab\u4e00\u952e\u5b9e\u73b0Transformer\u591a\u8f93\u51fa\u9884\u6d4b&#043;NSGAII\u591a\u76ee\u6807\u5de5\u827a\u53c2\u6570\u4f18\u5316<\/p>\n<p>\u540e\u53f0\u6709\u5c0f\u4f19\u4f34\u8ddf\u6211\u53cd\u9988\u8bf4&#xff0c;\u5df2\u7ecf\u7528\u8fd9\u51e0\u4e2a\u6a21\u578b\u7ed3\u5408\u81ea\u5df1\u7684\u6570\u636e&#xff0c;\u53d1\u5230\u4e86\u5404\u81ea\u5b66\u79d1\u7684Top\u671f\u520a\u4e0a\u3002<\/p>\n<p>\u5f53\u7136&#xff0c;\u673a\u5668\u5b66\u4e60\u6216\u8005\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u786e\u5b9e\u4f1a\u65b0\u9896\u4e00\u4e9b&#xff0c;\u4e0d\u8fc7&#xff0c;\u673a\u5668\u5b66\u4e60\u6a21\u578b\u901a\u5e38\u9700\u8981\u6210\u5343\u4e0a\u767e\u4e2a\u6837\u672c\u8fdb\u884c\u8bad\u7ec3&#xff0c;\u5982\u679c\u6570\u636e\u4e0d\u8db3\u7684\u8bdd\u5f88\u5bb9\u6613\u9020\u6210\u8fc7\u62df\u5408\u73b0\u8c61\u3002\u53e6\u5916&#xff0c;\u6df1\u5ea6\u5b66\u4e60\u5c5e\u4e8e\u9ed1\u7bb1\u6a21\u578b&#xff0c;\u65e0\u6cd5\u5728\u8bba\u6587\u91cc\u901a\u8fc7\u516c\u5f0f\u63cf\u8ff0\u6a21\u578b&#xff0c;\u4e5f\u6bd4\u8f83\u96be\u91cf\u5316\u4e24\u4e2a\u7279\u5f81\u4e4b\u95f4\u7684\u8026\u5408\u5173\u7cfb&#xff0c;\u6709\u7684\u5ba1\u7a3f\u4eba\u66f4\u770b\u91cd\u53ef\u89e3\u91ca\u6027\u7684\u95ee\u9898\u3002<\/p>\n<p>\u90a3\u4e48&#xff0c;\u5982\u4f55\u5728\u4fdd\u8bc1\u4ee5\u4e0a\u524d\u63d0\u7684\u57fa\u7840\u4e0a\u5bf9\u6a21\u578b\u8fdb\u884c\u521b\u65b0\u5462&#xff1f;<\/p>\n<p>\u5728\u672c\u671f\u63a8\u6587\u4e2d&#xff0c;\u6211\u4eec\u91c7\u7528\u6750\u6599\/\u5de5\u7a0b\u7b49\u9886\u57df\u4e2d\u7528\u7684\u6700\u5e7f\u6cdb\u4e5f\u662f\u6700\u5e38\u7528\u7684\u4e00\u79cd\u65b9\u6cd5\u2014\u2014\u54cd\u5e94\u6cd5\u8fdb\u884c\u5efa\u6a21\u5206\u6790&#xff0c;\u8fd9\u4e2a\u65b9\u6cd5\u901a\u5e38\u53ea\u9700\u8981\u51e0\u5341\u4e2a\u6837\u672c\u5c31\u80fd\u62df\u5408\u51fa\u6bd4\u8f83\u597d\u7684\u8d8b\u52bf&#xff0c;\u5e76\u53ef\u4ee5\u901a\u8fc7\u516c\u5f0f\u5c55\u793a\u7279\u5f81\u662f\u5982\u4f55\u5f71\u54cd\u8f93\u51fa\u7ed3\u679c\u3002\u968f\u540e&#xff0c;\u6211\u4eec\u57fa\u4e8e\u975e\u5e38\u65b0\u9896\u7684\u591a\u76ee\u6807\u4f18\u5316\u7b97\u6cd5\u2014\u2014\u591a\u76ee\u6807\u7070\u72fc\u7b97\u6cd5MOGWO\u5f97\u5230\u6700\u4f18Pareto\u7279\u5f81\u7ec4\u5408\u3002\u4e0eNSGA2\u7b49\u7b97\u6cd5\u9700\u8981\u8c03\u6574\u53d8\u5f02\u3001\u4ea4\u53c9\u6982\u7387\u7b49\u53c2\u6570\u4e0d\u540c&#xff0c;MOGWO\u9664\u4e86\u79cd\u7fa4\u5927\u5c0f\u548c\u6700\u5927\u8fed\u4ee3\u6b21\u6570\u4e4b\u5916&#xff0c;\u51e0\u4e4e\u6ca1\u6709\u9700\u8981\u6211\u4eec\u624b\u52a8\u8c03\u6574\u7684\u5185\u90e8\u8d85\u53c2\u6570&#xff0c;\u5e76\u4e14\u6bd4\u8f83\u9002\u5408\u8fde\u7eed\u578b\u95ee\u9898&#xff0c;\u53ef\u4ee5\u8bf4\u975e\u5e38\u9002\u5408\u5de5\u827a\u53c2\u6570\u4f18\u5316\u95ee\u9898&#xff0c;\u53c8\u80fd\u5438\u5f15\u5ba1\u7a3f\u4eba\u3002<\/p>\n<p>\u53ef\u4ee5\u8bf4&#xff0c;\u8fd9\u4e2a\u65b9\u6cd5\u65e2\u7ecf\u5178&#xff0c;\u53c8\u65b0\u9896\u3002\u5e76\u4e14&#xff0c;\u6211\u4eec\u7684\u4ee3\u7801\u4e0d\u4ec5\u4f7f\u7528\u65b9\u4fbf&#xff0c;\u53ea\u6709\u4e00\u4e2a\u6587\u4ef6\u9700\u8981\u8fd0\u884c&#xff0c;\u800c\u4e14\u6ce8\u91ca\u8be6\u7ec6&#xff0c;\u975e\u5e38\u9002\u5408\u65b0\u624b\u5c0f\u767d\u3002<\/p>\n<p>\u60a8\u53ea\u9700\u505a\u7684\u5de5\u4f5c&#xff1a;\u66ff\u6362Excel\u6570\u636e&#xff0c;\u4e00\u952e\u8fd0\u884cmain\u6587\u4ef6\u5373\u53ef&#xff01;<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"794\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124152428-6974e42cdcfa2.png\" width=\"1008\" \/><\/p>\n<p>&#xff08;Ps&#xff1a;4\u4e2a\u76ee\u6807\u4e5f\u53ef\u4ee5\u54e6~&#xff09;<\/p>\n<h2 id=\"%E5%B7%A5%E8%89%BA%E5%8F%82%E6%95%B0%E4%BC%98%E5%8C%96%E6%A1%88%E4%BE%8B\">\u5de5\u827a\u53c2\u6570\u4f18\u5316\u6848\u4f8b<\/h2>\n<\/p>\n<p>\u672c\u671f\u7ed9\u5927\u5bb6\u5e26\u6765\u7684\u6570\u636e\u662f\u4e00\u4e2a\u5de5\u827a\u53c2\u6570\u4f18\u5316\u7684\u6570\u636e&#xff0c;\u6570\u636e\u5df2\u7ecf\u8fdb\u884c\u4e86\u8131\u654f\u5904\u7406&#xff0c;\u56e0\u6b64\u7528x1-x5\u4ee3\u8868\u7279\u5f81&#xff0c;y1-y4\u4ee3\u8868\u8f93\u51fa&#xff0c;\u4e5f\u5c31\u662f5\u4e2a\u7279\u5f814\u4e2a\u8f93\u51fa\u7684\u95ee\u9898&#xff0c;\u8fd9\u6837\u4e5f\u65b9\u4fbf\u5927\u5bb6\u66ff\u6362\u6210\u81ea\u5df1\u7684\u6570\u636e\u3002<\/p>\n<p>\u9700\u8981\u63d0\u9192\u7684\u662f&#xff0c;\u7531\u4e8e\u9700\u8981\u7528\u5230\u591a\u76ee\u6807\u4f18\u5316\u7b97\u6cd5\u8fdb\u884c\u6c42\u89e3&#xff0c;\u56e0\u6b64\u5404\u4e2a\u8f93\u51fa\u4e4b\u95f4\u6700\u597d\u76f8\u4e92\u72ec\u7acb&#xff0c;\u6bd4\u5982\u521a\u521a\u63d0\u5230\u7684\u4f8b\u5b50&#xff0c;\u5316\u5de5\u53cd\u5e94\u5de5\u827a\u4e2d&#xff0c;\u6211\u4eec\u4e0d\u53ef\u80fd\u5728\u63d0\u9ad8\u4ea7\u54c1\u7eaf\u5ea6\u548c\u4ea7\u91cf\u7684\u540c\u65f6\u53c8\u80fd\u591f\u964d\u4f4e\u80fd\u8017&#xff0c;\u8fd9\u662f\u6709\u6096\u4e8e\u73b0\u5b9e\u7684&#xff0c;\u56e0\u6b64\u6211\u4eec\u624d\u9700\u8981\u5229\u7528\u591a\u76ee\u6807\u4f18\u5316\u7b97\u6cd5\u627e\u5230\u4e00\u4e2a\u5e73\u8861\u70b9&#xff0c;\u8fd9\u4e5f\u662f\u6211\u4eec\u627e\u5230\u6700\u4f18\u7279\u5f81\u7ec4\u5408\u7684\u76ee\u7684\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"982\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124152429-6974e42d32ce2.png\" width=\"1080\" \/><\/p>\n<p>\u5c0f\u4f19\u4f34\u4eec\u5728\u66f4\u6362\u81ea\u5df1\u7684\u6570\u636e\u65f6&#xff0c;\u53ea\u9700\u5c06\u51e0\u4e2a\u8f93\u51fa\u53d8\u91cf\u53ea\u9700\u653e\u5728\u6700\u540e\u51e0\u5217\u5373\u53ef&#xff0c;\u7136\u540e\u66f4\u6539outdim\u53d8\u91cf&#xff0c;\u524d\u9762\u7684\u7279\u5f81\u6570\u91cf\u653e\u591a\u5c11\u90fd\u53ef\u4ee5\u3002<\/p>\n<p>\u6bd4\u5982&#xff0c;\u4f60\u670910\u4e2a\u7279\u5f814\u4e2a\u8f93\u51fa\u53d8\u91cf&#xff0c;\u53ea\u9700\u628a\u8fd94\u4e2a\u53d8\u91cf\u653e\u5728\u6700\u540e4\u5217&#xff0c;\u524d\u976210\u5217\u653e\u7279\u5f81\u5373\u53ef&#xff0c;\u7136\u540e\u5728\u4ee3\u7801\u91cc\u627e\u5230outdim\u53d8\u91cf\u66f4\u6539\u4e3a4\u5373\u53ef&#xff0c;\u5176\u4f59\u4ee3\u7801\u65e0\u9700\u66f4\u6539&#xff0c;\u975e\u5e38\u65b9\u4fbf\u9002\u5408\u65b0\u624b\u5c0f\u767d&#xff01;<\/p>\n<p>%%  \u5bfc\u5165\u6570\u636e<br \/>\nres &#061; xlsread(&#039;\u6570\u636e\u96c6.xlsx&#039;);<\/p>\n<p>%%  \u5212\u5206\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6<br \/>\nnum_size &#061; 0.7;                              % \u8bad\u7ec3\u96c6\u5360\u6570\u636e\u96c6\u6bd4\u4f8b<br \/>\noutdim &#061; 4;                                  % \u6700\u540e\u51e0\u5217\u4e3a\u8f93\u51fa<br \/>\nnum_samples &#061; size(res, 1);                  % \u6837\u672c\u4e2a\u6570<br \/>\nres &#061; res(randperm(num_samples), :);         % \u6253\u4e71\u6570\u636e\u96c6<br \/>\nnum_train_s &#061; round(num_size * num_samples); % \u8bad\u7ec3\u96c6\u6837\u672c\u4e2a\u6570<br \/>\nf_ &#061; size(res, 2) &#8211; outdim;                  % \u8f93\u5165\u7279\u5f81\u7ef4\u5ea6 <\/p>\n<h2 id=\"%E4%BC%98%E5%8C%96%E5%8F%82%E6%95%B0%E8%AE%BE%E7%BD%AE\">\u4f18\u5316\u53c2\u6570\u8bbe\u7f6e<\/h2>\n<\/p>\n<p>\u66ff\u6362\u5b8c\u81ea\u5df1\u7684\u6570\u636e\u4e4b\u540e&#xff0c;\u56e0\u4e3a\u6a21\u578b\u4e0d\u77e5\u9053\u4f60\u7684\u8f93\u51fa\u76ee\u6807\u662f\u6700\u5927\u8fd8\u662f\u6700\u5c0f&#xff0c;\u6bd4\u5982\u521a\u521a\u7684\u4f8b\u5b50&#xff0c;\u4f60\u9700\u8981\u544a\u8bc9\u6a21\u578b\u4f60\u7684\u4ea7\u54c1\u7eaf\u5ea6\u548c\u4ea7\u91cf\u662f\u8d8a\u5927\u8d8a\u597d&#xff0c;\u800c\u80fd\u8017\u662f\u8d8a\u5c0f\u8d8a\u597d&#xff0c;\u6240\u4ee5\u9700\u8981\u7b80\u5355\u8bbe\u7f6e\u4e00\u4e0b\u3002<\/p>\n<p>\u627e\u5230objDir\u53d8\u91cf&#xff0c;\u8bbe\u7f6e1\u6216-1\u5373\u53ef&#xff0c;1\u4ee3\u8868\u6700\u5c0f\u5316&#xff0c;\u20111\u4ee3\u8868\u6700\u5927\u5316&#xff0c;\u5206\u522b\u5bf9\u5e94\u521a\u521a\u6848\u4f8bExcel\u76844\u4e2a\u8f93\u51fay1-y4\u3002\u518d\u6bd4\u5982&#xff0c;\u5982\u679c\u4f60\u6709\u4e24\u4e2a\u76ee\u6807&#xff0c;\u4e00\u4e2a\u76ee\u6807\u6700\u5927\u4e00\u4e2a\u76ee\u6807\u6700\u5c0f&#xff0c;\u90a3\u4f60\u6539\u6210[-1;1]\u5373\u53ef\u3002<\/p>\n<p>%%  MOGWO \u591a\u76ee\u6807\u7b97\u6cd5\u6c42\u89e3\u8bbe\u7f6e<br \/>\nparams.Np &#061; 50;                              % \u79cd\u7fa4\u5927\u5c0f<br \/>\nparams.Nr &#061; 50;                              % \u5b58\u6863\u5e93\u5927\u5c0f<br \/>\nparams.maxgen &#061; 100;                         % \u6700\u5927\u8fed\u4ee3\u6b21\u6570<br \/>\nMultiObj.nVar &#061; f_;                          % \u53d8\u91cf\u6570\u91cf<br \/>\nMultiObj.var_min &#061; min(res(:, 1:f_));        % \u53d8\u91cf\u4e0b\u754c<br \/>\nMultiObj.var_max &#061; max(res(:, 1:f_));        % \u53d8\u91cf\u4e0a\u754c<br \/>\nMultiObj.numOfObj &#061; outdim;                  % \u76ee\u6807\u51fd\u6570\u4e2a\u6570<br \/>\nMultiObj.name &#061; &#039;MOGWO&#039;;                     % \u95ee\u9898\u540d\u79f0<br \/>\nobjDir &#061; [-1; 1; 1; 1];                      % \u76ee\u6807\u51fd\u6570\u65b9\u5411, -1\u6700\u5927\u5316, 1\u6700\u5c0f\u5316 <\/p>\n<p>\u53e6\u5916&#xff0c;\u5982\u679c\u4f60\u6709\u7279\u5b9a\u7684\u95ee\u9898\u7ea6\u675f&#xff0c;\u60f3\u6539\u53d8\u6bcf\u4e2a\u7279\u5f81\u7684\u4e0a\u754c\u548c\u4e0b\u754c\u7ea6\u675f&#xff0c;\u4e5f\u53ef\u4ee5\u6309\u4e0a\u9762\u7684\u65b9\u6cd5\u66f4\u6539MultiObj.var_min\u548cMultiObj.var_max\u53d8\u91cf&#xff08;\u4e00\u822c\u4e0d\u7528\u66f4\u6539&#xff09;~<\/p>\n<p>\u5176\u4f59\u53c2\u6570\u662f\u5173\u4e8eMOGWO\u7684&#xff0c;\u5927\u5bb6\u53ef\u4ee5\u6839\u636e\u8ba1\u7b97\u65f6\u95f4\u7b49\u9700\u6c42\u81ea\u884c\u8c03\u6574&#xff0c;\u7528\u6211\u81ea\u5df1\u8bbe\u7f6e\u7684\u9ed8\u8ba4\u53c2\u6570\u4e5f\u5b8c\u5168\u6ca1\u95ee\u9898~<\/p>\n<h2 id=\"%E6%A8%A1%E5%9E%8B%E5%8E%9F%E7%90%86\">\u6a21\u578b\u539f\u7406<\/h2>\n<\/p>\n<p>\u54cd\u5e94\u9762\u6cd5\u5b9e\u9645\u4e0a\u662f\u53ef\u4ee5\u7406\u89e3\u4e3a\u6bd4\u8f83\u590d\u6742\u7684\u56de\u5f52\u5206\u6790&#xff0c;\u5176\u57fa\u672c\u601d\u60f3\u662f\u5047\u8bbe\u4e00\u4e2a\u5305\u62ec\u4e00\u4e9b\u672a\u77e5\u53c2\u91cf\u7684\u6781\u9650\u72b6\u6001\u51fd\u6570\u4e0e\u57fa\u672c\u53d8\u91cf\u4e4b\u95f4\u7684\u89e3\u6790\u8868\u8fbe\u5f0f\u4ee3\u66ff\u5b9e\u9645\u7684\u4e0d\u80fd\u660e\u786e\u8868\u8fbe\u7684\u7ed3\u6784\u6781\u9650\u72b6\u6001\u51fd\u6570\u3002\u8bf4\u4eba\u8bdd&#xff0c;\u5c31\u662f\u4f20\u7edf\u7684\u591a\u5143\u56de\u5f52\u5206\u6790\u4e00\u822c\u53ea\u6709\u4e00\u6b21\u9879&#xff0c;\u800c\u54cd\u5e94\u9762\u7684\u516c\u5f0f\u957f\u8fd9\u6837&#xff1a;<\/p>\n<p>y &#061; \u5e38\u6570 &#043; \u4e00\u6b21\u9879(\u76f4\u7ebf &#043; \u4ea4\u53c9\u9879(\u76f8\u4e92\u5f71\u54cd) &#043; 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id=\"%E7%BB%93%E6%9E%9C%E5%B1%95%E7%A4%BA\">\u7ed3\u679c\u5c55\u793a<\/h2>\n<\/p>\n<p>\u5e9f\u8bdd\u4e0d\u591a\u8bf4&#xff0c;\u6700\u540e\u5c55\u793a\u4e00\u4e0b\u6211\u4eec\u7684\u7ed3\u679c~<\/p>\n<p>\u9996\u5148\u662f\u5e15\u7d2f\u6258\u89e3\u96c6\u56fe&#xff0c;\u5982\u679c\u4f60\u53ea\u67091-2\u4e2a\u76ee\u6807&#xff0c;\u90a3\u5e15\u7d2f\u6258\u89e3\u96c6\u56fe\u5c31\u662f\u4e8c\u7ef4\u7684&#xff0c;3\u4e2a\u76ee\u6807\u5c31\u662f\u4e09\u7ef4\u7684&#xff0c;\u6211\u4eec\u7684\u6848\u4f8b\u6570\u636e\u662f4\u4e2a\u76ee\u6807&#xff0c;4\u4e2a\u76ee\u6807\u4e0d\u5927\u597d\u53ef\u89c6\u5316&#xff0c;\u56e0\u6b64\u7528\u989c\u8272\u8868\u793a\u7b2c\u56db\u4e2a\u76ee\u6807&#xff08;\u8d85\u8fc74\u4e2a\u76ee\u6807\u5c31\u4e0d\u597d\u7ed8\u5236\u4e86&#xff09;&#xff1a;<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"816\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124152429-6974e42db7e21.png\" width=\"1044\" 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src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124152430-6974e42ec3535.png\" width=\"894\" \/><\/p>\n<p>\u7ebf\u6027\u62df\u5408\u56fe&#xff08;\u51e0\u4e2a\u8f93\u51fa\u5c31\u6709\u51e0\u5f20\u8fd9\u79cd\u56fe&#xff09;&#xff1a;<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1902\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124152431-6974e42f11b47.png\" width=\"1026\" \/><\/p>\n<p>\u6700\u540e\u547d\u4ee4\u884c\u7a97\u53e3\u4e5f\u4f1a\u6e05\u6670\u5730\u8f93\u51fa\u6bcf\u4e2a\u76ee\u6807\u5bf9\u5e94\u7684\u516c\u5f0f&#xff1a;<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"317\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124152431-6974e42fcf455.png\" width=\"1080\" \/><\/p>\n<p>\u4ee5\u53ca\u6bcf\u4e2a\u76ee\u6807\u7684\u8bef\u5dee\u6307\u6807&#xff0c;\u975e\u5e38\u6e05\u6670~&#xff1a;<\/p>\n<\/p>\n<p 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src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124152432-6974e4308deba.png\" width=\"918\" \/><\/p>\n<p>\u4ee5\u4e0a\u6240\u6709\u56fe\u7247&#xff0c;\u66ff\u6362Excel\u540e\u5747\u53ef\u4e00\u952e\u8fd0\u884cmain\u751f\u6210&#xff0c;\u6240\u4f7f\u7528\u7f16\u7a0b\u8bed\u8a00\u4e3aMatlab&#xff0c;\u65e0\u9700\u914d\u7f6e\u73af\u5883&#xff01;\u6bd4Python\u4ec0\u4e48\u65b9\u4fbf\u591a\u4e86&#xff01;\u975e\u5e38\u9002\u5408\u65b0\u624b\u5c0f\u767d&#xff01;<\/p>\n<h2 id=\"%E5%AE%8C%E6%95%B4%E4%BB%A3%E7%A0%81\">\u5b8c\u6574\u4ee3\u7801<\/h2>\n<\/p>\n<p>\u5982\u679c\u9700\u8981\u4ee5\u4e0a\u5b8c\u6574\u4ee3\u7801&#xff0c;\u53ea\u9700\u70b9\u51fb\u4e0b\u65b9\u5c0f\u5361\u7247&#xff0c;\u518d\u540e\u53f0\u56de\u590d\u5173\u952e\u5b57&#xff0c;\u4e0d\u533a\u5206\u5927\u5c0f\u5199&#xff1a;<\/p>\n<p style=\"text-align:center\"><span style=\"color:#fe2c24\">\u5de5\u827a\u53c2\u6570\u4f18\u5316<\/span><\/p>\n<p>\u5176\u4ed6\u66f4\u591a\u4ee3\u7801\u94fe\u63a5&#xff1a;\u7a0b\u5e8f\u6e05\u5355<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u58f0\u660e&#xff1a;\u6587\u7ae0\u662f\u4ece\u672c\u4eba\u516c\u4f17\u53f7\u4e2d\u590d\u5236\u800c\u6765&#xff0c;\u56e0\u6b64&#xff0c;\u60f3\u6700\u65b0\u6700\u5feb\u4e86\u89e3\u5404\u7c7b\u667a\u80fd\u4f18\u5316\u7b97\u6cd5\u53ca\u5176\u6539\u8fdb\u7684\u670b\u53cb&#xff0c;\u53ef\u5173\u6ce8\u6211\u7684\u516c\u4f17\u53f7&#xff1a;\u5f3a\u76db\u673a\u5668\u5b66\u4e60&#xff0c;\u4e0d\u5b9a\u671f\u4f1a\u6709\u5f88\u591a\u514d\u8d39\u4ee3\u7801\u5206\u4eab~<br \/>\n\u76ee\u5f55<br \/>\n\u5de5\u827a\u53c2\u6570\u4f18\u5316\u6848\u4f8b<br \/>\n\u4f18\u5316\u53c2\u6570\u8bbe\u7f6e<br \/>\n\u6a21\u578b\u539f\u7406<br \/>\n\u7ed3\u679c\u5c55\u793a<br \/>\n\u5b8c\u6574\u4ee3\u7801 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