{"id":44097,"date":"2025-06-17T01:42:48","date_gmt":"2025-06-16T17:42:48","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/44097.html"},"modified":"2025-06-17T01:42:48","modified_gmt":"2025-06-16T17:42:48","slug":"%e7%94%b5%e6%b1%a0%e9%a2%84%e6%b5%8b-%e7%ac%ac32%e8%ae%b2-matlab%e5%9f%ba%e4%ba%8ecnn-bilstm-attention%e7%9a%84%e9%94%82%e7%94%b5%e6%b1%a0%e5%89%a9%e4%bd%99%e5%af%bf%e5%91%bd%e9%a2%84%e6%b5%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/44097.html","title":{"rendered":"\u7535\u6c60\u9884\u6d4b | \u7b2c32\u8bb2 Matlab\u57fa\u4e8eCNN-BiLSTM-Attention\u7684\u9502\u7535\u6c60\u5269\u4f59\u5bff\u547d\u9884\u6d4b\uff0c\u9644\u9502\u7535\u6c60\u6700\u65b0\u6587\u7ae0\u6c47\u96c6"},"content":{"rendered":"<h3>\u7535\u6c60\u9884\u6d4b | \u7b2c32\u8bb2 Matlab\u57fa\u4e8eCNN-BiLSTM-Attention\u7684\u9502\u7535\u6c60\u5269\u4f59\u5bff\u547d\u9884\u6d4b&#xff0c;\u9644\u9502\u7535\u6c60\u6700\u65b0\u6587\u7ae0\u6c47\u96c6<\/h3>\n<\/p>\n<h4>\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u7535\u6c60\u9884\u6d4b | \u7b2c32\u8bb2 Matlab\u57fa\u4e8eCNN-BiLSTM-Attention\u7684\u9502\u7535\u6c60\u5269\u4f59\u5bff\u547d\u9884\u6d4b&#xff0c;\u9644\u9502\u7535\u6c60\u6700\u65b0\u6587\u7ae0\u6c47\u96c6<\/li>\n<li>\n<ul>\n<li>\u9884\u6d4b\u6548\u679c<\/li>\n<li>\u57fa\u672c\u63cf\u8ff0<\/li>\n<li>\u7a0b\u5e8f\u8bbe\u8ba1<\/li>\n<li>\u53c2\u8003\u8d44\u6599<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>\u9884\u6d4b\u6548\u679c<\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250616174244-6850579439fc6.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250616174244-685057946d1c4.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250616174244-68505794e7f0d.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250616174245-685057956e077.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250616174245-68505795cb9b2.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250616174246-6850579651759.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250616174246-68505796a7aea.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h4>\u57fa\u672c\u63cf\u8ff0<\/h4>\n<p>\u57fa\u672c\u4ecb\u7ecd<\/p>\n<p>Matlab\u57fa\u4e8eCNN-BiLSTM-Attention\u5377\u79ef\u53cc\u5411\u957f\u77ed\u671f\u8bb0\u5fc6\u795e\u7ecf\u7f51\u7edc\u878d\u5408\u6ce8\u610f\u529b\u673a\u5236\u7684\u9502\u7535\u6c60\u5269\u4f59\u5bff\u547d\u9884\u6d4b<\/p>\n<p>\u7b2c32\u8bb2 Matlab\u57fa\u4e8eCNN-BiLSTM-Attention\u5377\u79ef\u53cc\u5411\u957f\u77ed\u671f\u8bb0\u5fc6\u795e\u7ecf\u7f51\u7edc\u878d\u5408\u6ce8\u610f\u529b\u673a\u5236\u7684\u9502\u7535\u6c60\u5269\u4f59\u5bff\u547d\u9884\u6d4b&#xff08;\u5355\u53d8\u91cf&#xff09;<\/p>\n<p>\u8fd0\u884c\u73af\u5883Matlab2023b\u53ca\u4ee5\u4e0a<\/p>\n<p>\u89c6\u9891\u8bb2\u89e3\u94fe\u63a5&#xff1a;https:\/\/www.bilibili.com\/video\/BV1P3MUzUE9U\/?spm_id_from&#061;333.1387.homepage.video_card.click<\/p>\n<p>\u4ee3\u7801\u4e3b\u8981\u529f\u80fd \u7b2c\u4e00\u6bb5\u4ee3\u7801 (rongliangtiqu.m) \u6570\u636e\u63d0\u53d6\u4e0e\u9884\u5904\u7406<\/p>\n<p>\u5bfc\u51654\u7ec4NASA\u7535\u6c60\u6570\u636e\u96c6&#xff08;B0005\/B0006\/B0007\/B0018&#xff09; \u63d0\u53d6\u6240\u6709\u653e\u7535\u5faa\u73af\u7684\u5bb9\u91cf\u6570\u636e&#xff08;discharge\u7c7b\u578b&#xff09; \u5b58\u50a8\u4e3a4\u4e2a\u6570\u7ec4&#xff1a;capacity_B5\u3001capacity_B6\u3001capacity_B7\u3001capacity_B18 \u53ef\u89c6\u5316\u5206\u6790<\/p>\n<p>\u7ed8\u52364\u7ec4\u7535\u6c60\u7684\u5bb9\u91cf\u8870\u51cf\u66f2\u7ebf&#xff08;\u5faa\u73af\u6b21\u6570 vs \u7535\u6c60\u5bb9\u91cf&#xff09; \u6807\u6ce8\u56fe\u4f8b\u3001\u5750\u6807\u8f74\u548c\u6807\u9898&#xff08;\u201cNASA\u7535\u6c60\u5bb9\u91cf\u8870\u51cf\u201d&#xff09; \u6570\u636e\u5bfc\u51fa<\/p>\n<p>\u5c06\u5bb9\u91cf\u6570\u636e\u4fdd\u5b58\u4e3aExcel\u6587\u4ef6&#xff08;5\u53f7\u7535\u6c60.xlsx\u7b49&#xff09; \u7b2c\u4e8c\u6bb5\u4ee3\u7801 (main.m) \u7535\u6c60\u5bff\u547d\u9884\u6d4b\u6a21\u578b<\/p>\n<p>\u8bad\u7ec3\u96c6&#xff1a;B0005\u7535\u6c60\u6570\u636e \u6d4b\u8bd5\u96c6&#xff1a;B0006\u7535\u6c60\u6570\u636e \u4f7f\u7528 CNN-BiLSTM-Attention \u6df7\u5408\u795e\u7ecf\u7f51\u7edc \u9884\u6d4b\u7535\u6c60\u5269\u4f59\u5bff\u547d \u6838\u5fc3\u7b97\u6cd5\u6d41\u7a0b<\/p>\n<p>\u6570\u636e\u91cd\u6784&#xff1a;\u7528\u5386\u53f2 \u6570\u636e\u9884\u6d4b\u5bb9\u91cf \u751f\u6210\u8bad\u7ec3\/\u6d4b\u8bd5\u77e9\u9635 res_train, res_test \u6570\u636e\u5f52\u4e00\u5316&#xff1a;mapminmax \u5f52\u4e00\u5316\u5230 [0,1] \u7f51\u7edc\u7ed3\u6784&#xff1a; \u5e8f\u5217\u8f93\u5165 \u2192 \u5e8f\u5217\u6298\u53e0 \u2192 \u5377\u79ef\u5c42(\u00d72) \u2192 ReLU \u2192 \u5e8f\u5217\u53cd\u6298\u53e0 \u2192 BiLSTM \u2192 \u81ea\u6ce8\u610f\u529b\u5c42 \u2192 \u5168\u8fde\u63a5\u5c42 \u2192 \u56de\u5f52\u5c42 \u8bad\u7ec3\u914d\u7f6e&#xff1a; \u4f18\u5316\u5668&#xff1a;Adam \u6700\u5927\u8f6e\u6b21&#xff1a;100&#xff0c;\u6279\u5927\u5c0f&#xff1a;64 \u5b66\u4e60\u7387&#xff1a;0.001&#xff08;\u6bcf50\u8f6e\u4e0b\u964d10\u500d&#xff09; L2\u6b63\u5219\u5316&#xff1a;0.001 \u7ed3\u679c\u5206\u6790\u4e0e\u53ef\u89c6\u5316<\/p>\n<p>\u9884\u6d4b\u7ed3\u679c&#xff1a;\u53cd\u5f52\u4e00\u5316\u540e\u8f93\u51fa T_sim1&#xff08;\u8bad\u7ec3\u96c6&#xff09;\u3001T_sim2&#xff08;\u6d4b\u8bd5\u96c6&#xff09; \u8bc4\u4f30\u6307\u6807&#xff1a;RMSE\u3001R\u00b2\u3001MAE\u3001MAPE\u3001RPD\u3001MSE\u3001MBE \u53ef\u89c6\u5316\u7ec4\u4ef6&#xff1a;<\/p>\n<p>\u6781\u5750\u6807\u635f\u5931\u66f2\u7ebf\u3001\u56de\u5f52\u56fe\u3001\u8bef\u5dee\u76f4\u65b9\u56fe \u5bb9\u91cf\u8870\u51cf\u9884\u6d4b\u5bf9\u6bd4\u56fe&#xff08;\u8bad\u7ec3\u96c6\/\u6d4b\u8bd5\u96c6&#xff09; \u96f7\u8fbe\u56fe\/\u7f57\u76d8\u56fe&#xff08;\u591a\u6307\u6807\u5bf9\u6bd4&#xff09; \u5269\u4f59\u5bff\u547d\u8ba1\u7b97&#xff1a;\u5bb9\u91cf\u9608\u503c&#061;1.4&#xff0c;\u9996\u6b21\u4f4e\u4e8e\u9608\u503c\u7684\u4f4d\u7f6e\u5373\u5269\u4f59\u5bff\u547d \u903b\u8f91\u8054\u7cfb \u6570\u636e\u6d41&#xff1a;<\/p>\n<p>rongliangtiqu.m \u751f\u6210\u7684Excel\u6587\u4ef6 \u2192 main.m \u7684\u8f93\u5165\u6570\u636e<\/p>\n<p>\u8bad\u7ec3\u96c6&#xff1a;5\u53f7\u7535\u6c60.xlsx (B0005) \u6d4b\u8bd5\u96c6&#xff1a;6\u53f7\u7535\u6c60.xlsx (B0006) \u4efb\u52a1\u8854\u63a5&#xff1a;<\/p>\n<p>\u7b2c\u4e00\u6bb5\u4ee3\u7801\u63d0\u53d6\u539f\u59cb\u6570\u636e \u2192 \u7b2c\u4e8c\u6bb5\u4ee3\u7801\u5efa\u7acb\u9884\u6d4b\u6a21\u578b \u6700\u7ec8\u76ee\u6807&#xff1a;\u901a\u8fc7B0005\u8bad\u7ec3\u6a21\u578b \u2192 \u9884\u6d4bB0006\u7684\u5269\u4f59\u5bff\u547d \u7b97\u6cd5\u6b65\u9aa4&#xff08;\u7b2c\u4e8c\u6bb5\u4ee3\u7801&#xff09; \u6570\u636e\u9884\u5904\u7406<\/p>\n<p>\u6ed1\u52a8\u7a97\u53e3\u6784\u5efa\u8f93\u5165\/\u8f93\u51fa\u5e8f\u5217 \u5f52\u4e00\u5316\u6570\u636e\u5e76\u91cd\u5851\u4e3a4D\u5f20\u91cf \u2192 Cell\u6570\u7ec4 \u7f51\u7edc\u6784\u5efa<\/p>\n<p>lgraph &#061; [ sequenceInputLayer \u2192 sequenceFoldingLayer \u2192 convolution2dLayer(16) \u2192 reluLayer \u2192 convolution2dLayer(32) \u2192 reluLayer \u2192 sequenceUnfoldingLayer \u2192 flattenLayer \u2192 bilstmLayer(64) \u2192 selfAttentionLayer(2,2) \u2192 fullyConnectedLayer(1) \u2192 regressionLayer ] \u6a21\u578b\u8bad\u7ec3\u4e0e\u9884\u6d4b<\/p>\n<p>trainNetwork \u8bad\u7ec3\u6a21\u578b \u2192 predict \u751f\u6210\u9884\u6d4b\u503c \u53cd\u5f52\u4e00\u5316\u5f97\u5230\u5b9e\u9645\u5bb9\u91cf\u503c \u6027\u80fd\u8bc4\u4f30<\/p>\n<p>\u8ba1\u7b97\u591a\u79cd\u8bef\u5dee\u6307\u6807 \u7ed8\u5236\u591a\u79cd\u5206\u6790\u56fe\u8868 \u5269\u4f59\u5bff\u547d\u8ba1\u7b97<\/p>\n<p>\u5728\u6d4b\u8bd5\u96c6\u9884\u6d4b\u7ed3\u679c\u4e2d\u5b9a\u4f4d\u5bb9\u91cf\u9996\u6b21\u4f4e\u4e8e1.4\u7684\u5faa\u73af\u70b9 \u8f6f\u4ef6\u4f9d\u8d56&#xff1a;MATLAB (R2023b)<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250616174246-68505796e3bd6.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250616174247-6850579708d62.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250616174247-685057972563e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u5f80\u671f\u56de\u987e \u622a\u81f3\u76ee\u524d&#xff0c;\u9502\u7535\u6c60\u9884\u6d4b\u76f8\u5173\u6587\u7ae0\u5df2\u53d1\u591a\u7bc7&#xff0c;\u6c47\u96c6\u5982\u4e0b&#xff1a; \u9502\u7535\u6c60SOH\u9884\u6d4b \u3010SOH\u9884\u6d4b\u4ee3\u7801\u514d\u8d39\u5206\u4eab\u3011PSO-BP\u3001BP\u3001RF\u3001SVM\u56db\u6a21\u578b\u9502\u7535\u6c60\u5065\u5eb7\u72b6\u6001\u9884\u6d4b&#xff08;State of Health&#xff09; \u3010\u9502\u7535\u6c60SOH\u9884\u6d4b\u3011PSO-BP\u7c92\u5b50\u7fa4\u4f18\u5316BP\u795e\u7ecf\u7f51\u7edc\u9502\u7535\u6c60\u5065\u5eb7\u72b6\u6001\u9884\u6d4b&#xff0c;\u9502\u7535\u6c60SOH\u9884\u6d4b&#xff08;Matlab\u5b8c\u6574\u6e90\u7801\u548c\u6570\u636e&#xff09; \u7535\u6c60\u9884\u6d4b | \u7b2c19\u8bb2 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