{"id":87044,"date":"2026-07-29T18:08:54","date_gmt":"2026-07-29T10:08:54","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/87044.html"},"modified":"2026-07-29T18:08:54","modified_gmt":"2026-07-29T10:08:54","slug":"%e3%80%90%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a1%88%e5%88%97-42%e3%80%91nasa-%e7%94%b5%e6%b1%a0%e5%af%bf%e5%91%bd%e9%a2%84%e6%b5%8b%e6%95%b0%e6%8d%ae%e9%9b%86%ef%bc%9a%e4%bb%8e%e6%95%b0%e6%8d%ae","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/87044.html","title":{"rendered":"\u3010\u673a\u5668\u5b66\u4e60\u6848\u5217-42\u3011NASA \u7535\u6c60\u5bff\u547d\u9884\u6d4b\u6570\u636e\u96c6\uff1a\u4ece\u6570\u636e\u5230\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u5b8c\u6574\u5b9e\u6218\uff08\u9644\u5b8c\u6574\u6570\u636e\u548c\u4ee3\u7801\u4e0b\u8f7d\uff09"},"content":{"rendered":"<p>&#x1f9d1; \u535a\u4e3b\u7b80\u4ecb&#xff1a;\u66fe\u4efb\u67d0\u667a\u6167\u57ce\u5e02\u7c7b\u4f01\u4e1a\u7b97\u6cd5\u603b\u76d1&#xff0c;\u76ee\u524d\u5728\u7f8e\u56fd\u5e02\u573a\u7684\u7269\u6d41\u516c\u53f8\u4ece\u4e8b\u9ad8\u7ea7\u7b97\u6cd5\u5de5\u7a0b\u5e08\u4e00\u804c&#xff0c;\u6df1\u8015\u4eba\u5de5\u667a\u80fd\u9886\u57df&#xff0c;\u7cbe\u901apython\u6570\u636e\u6316\u6398\u3001\u53ef\u89c6\u5316\u3001\u673a\u5668\u5b66\u4e60\u7b49&#xff0c;\u53d1\u8868\u8fc7AI\u76f8\u5173\u7684\u4e13\u5229\u5e76\u591a\u6b21\u5728AI\u7c7b\u6bd4\u8d5b\u4e2d\u83b7\u5956\u3002CSDN\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u4f18\u8d28\u521b\u4f5c\u8005&#xff0c;\u63d0\u4f9bAI\u76f8\u5173\u7684\u6280\u672f\u54a8\u8be2\u3001\u9879\u76ee\u5f00\u53d1\u548c\u4e2a\u6027\u5316\u89e3\u51b3\u65b9\u6848\u7b49\u670d\u52a1&#xff0c;\u5982\u6709\u9700\u8981\u8bf7\u7ad9\u5185\u79c1\u4fe1\u6216\u8005\u8054\u7cfb\u4efb\u610f\u6587\u7ae0\u5e95\u90e8\u7684\u7684VX\u540d\u7247&#xff08;ID&#xff1a;xf982831907&#xff09;<\/p>\n<p>&#x1f4ac; \u535a\u4e3b\u7c89\u4e1d\u7fa4\u4ecb\u7ecd&#xff1a;\u2460 \u7fa4\u5185\u521d\u4e2d\u751f\u3001\u9ad8\u4e2d\u751f\u3001\u672c\u79d1\u751f\u3001\u7814\u7a76\u751f\u3001\u535a\u58eb\u751f\u904d\u5e03&#xff0c;\u53ef\u4e92\u76f8\u5b66\u4e60&#xff0c;\u4ea4\u6d41\u56f0\u60d1\u3002\u2461 \u70ed\u699ctop10\u7684\u5e38\u5ba2\u4e5f\u5728\u7fa4\u91cc&#xff0c;\u4e5f\u6709\u6570\u4e0d\u6e05\u7684\u4e07\u7c89\u5927\u4f6c&#xff0c;\u53ef\u4ee5\u4ea4\u6d41\u5199\u4f5c\u6280\u5de7&#xff0c;\u4e0a\u699c\u7ecf\u9a8c&#xff0c;\u6da8\u7c89\u79d8\u7c4d\u3002\u2462 \u7fa4\u5185\u4e5f\u6709\u804c\u573a\u7cbe\u82f1&#xff0c;\u5927\u5382\u5927\u4f6c&#xff0c;\u53ef\u4ea4\u6d41\u6280\u672f\u3001\u9762\u8bd5\u3001\u627e\u5de5\u4f5c\u7684\u7ecf\u9a8c\u3002\u2463 \u8fdb\u7fa4\u514d\u8d39\u8d60\u9001\u5199\u4f5c\u79d8\u7c4d\u4e00\u4efd&#xff0c;\u52a9\u4f60\u7531\u5199\u4f5c\u5c0f\u767d\u664b\u5347\u4e3a\u521b\u4f5c\u5927\u4f6c\u3002\u2464 \u8fdb\u7fa4\u8d60\u9001CSDN\u8bc4\u8bba\u9632\u5c01\u811a\u672c&#xff0c;\u9001\u771f\u6d3b\u8dc3\u7c89\u4e1d&#xff0c;\u52a9\u4f60\u63d0\u5347\u6587\u7ae0\u70ed\u5ea6\u3002\u6709\u5174\u8da3\u7684\u52a0\u6587\u672b\u8054\u7cfb\u65b9\u5f0f&#xff0c;\u5907\u6ce8\u81ea\u5df1\u7684CSDN\u6635\u79f0&#xff0c;\u62c9\u4f60\u8fdb\u7fa4&#xff0c;\u4e92\u76f8\u5b66\u4e60\u5171\u540c\u8fdb\u6b65\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729100849-6a69d131e9b29.gif\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<\/p>\n<h4>\u3010\u673a\u5668\u5b66\u4e60\u6848\u5217-42\u3011NASA \u7535\u6c60\u5bff\u547d\u9884\u6d4b\u6570\u636e\u96c6&#xff1a;\u4ece\u6570\u636e\u5230\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u5b8c\u6574\u5b9e\u6218&#xff08;\u9644\u5b8c\u6574\u6570\u636e\u548c\u4ee3\u7801\u4e0b\u8f7d&#xff09;<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u4e00\u3001\u9879\u76ee\u80cc\u666f<\/li>\n<li>\u4e8c\u3001\u6570\u636e\u96c6\u6982\u51b5<\/li>\n<li>\n<ul>\n<li>1. \u6570\u636e\u91cf\u7ea7<\/li>\n<li>2. \u6838\u5fc3\u7279\u5f81<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u4efb\u52a1\u76ee\u6807<\/li>\n<li>\u56db\u3001\u7279\u5f81\u5de5\u7a0b\u601d\u8def<\/li>\n<li>\u4e94\u3001\u6a21\u578b\u4e0e\u8bc4\u4f30\u65b9\u6848<\/li>\n<li>\n<ul>\n<li>1. \u6a21\u578b\u9009\u62e9<\/li>\n<li>2. \u6570\u503c\u5904\u7406<\/li>\n<li>3. \u5212\u5206\u7b56\u7565<\/li>\n<li>4. \u8bc4\u4ef7\u6307\u6807<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u5b9e\u6218\u7ed3\u679c<\/li>\n<li>\n<ul>\n<li>1\u3001\u53ef\u89c6\u5316\u5206\u6790<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u4ee3\u7801\u8bf4\u660e<\/li>\n<li>\u516b\u3001\u540e\u7eed\u63d0\u5347\u65b9\u5411<\/li>\n<li>\u4e5d\u3001\u603b\u7ed3<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e00\u3001\u9879\u76ee\u80cc\u666f<\/h3>\n<p>\u7535\u6c60\u5bff\u547d\u9884\u6d4b\u662f\u7535\u52a8\u6c7d\u8f66\u3001\u50a8\u80fd\u7cfb\u7edf\u7b49\u9886\u57df\u7684\u91cd\u8981\u95ee\u9898\u3002\u672c\u9879\u76ee\u57fa\u4e8e\u4e00\u4e2a\u6e05\u6d17\u540e\u7684 NASA \u7535\u6c60\u6570\u636e\u96c6&#xff0c;\u76ee\u6807\u662f\u901a\u8fc7\u653e\u7535\u5faa\u73af\u6570\u636e\u9884\u6d4b\u7535\u6c60\u653e\u7535\u5bb9\u91cf&#xff08;Capacity&#xff09;&#xff0c;\u8fdb\u800c\u4e3a\u7535\u6c60\u5065\u5eb7\u8bc4\u4f30\u63d0\u4f9b\u53c2\u8003&#xff0c;\u9879\u76ee\u7684\u5177\u4f53\u4ecb\u7ecd\u8bf7\u53c2\u8003&#xff1a;https:\/\/www.kaggle.com\/datasets\/patrickfleith\/nasa-battery-dataset\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729100850-6a69d1320c8f1.png\" alt=\"\" \/><\/p>\n<p>\u6570\u636e\u7ed3\u6784\u5982\u4e0b&#xff1a; <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729100850-6a69d1325a0eb.png\" alt=\"\" \/><\/p>\n<p>\u672c\u6b21\u5206\u6790\u4f7f\u7528\u7684\u6570\u636e\u6765\u81ea cleaned_dataset&#xff1a;<\/p>\n<ul>\n<li>metadata.csv&#xff1a;\u6bcf\u4e2a\u5faa\u73af\u7684\u5143\u6570\u636e&#xff0c;\u5305\u62ec type&#xff08;charge\/discharge\/impedance&#xff09;\u3001ambient_temperature\u3001battery_id\u3001filename\u3001Capacity \u7b49\u3002<\/li>\n<li>data\/&#xff1a;\u6bcf\u4e2a\u5faa\u73af\u5bf9\u5e94\u7684\u65f6\u5e8f\u6570\u636e\u6587\u4ef6&#xff0c;\u6bd4\u5982 00001.csv\u3002<\/li>\n<\/ul>\n<p>\u6700\u7ec8\u5b9e\u73b0\u4e86\u4e00\u4e2a\u53ef\u76f4\u63a5\u8fd0\u884c\u7684\u811a\u672c test_AI.py&#xff0c;\u5b83\u53ef\u4ee5\u8bfb\u53d6\u6570\u636e\u3001\u63d0\u53d6\u7279\u5f81\u3001\u8bad\u7ec3\u6a21\u578b\u5e76\u8f93\u51fa\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u6570\u636e\u96c6\u6982\u51b5<\/h3>\n<h4>1. \u6570\u636e\u91cf\u7ea7<\/h4>\n<ul>\n<li>\u5171\u6709 34 \u5757\u7535\u6c60<\/li>\n<li>discharge \u7c7b\u578b\u5faa\u73af\u7ea6 2794 \u6761<\/li>\n<li>\u6bcf\u6761\u653e\u7535\u5faa\u73af\u5305\u542b\u7535\u538b\u3001\u7535\u6d41\u3001\u6e29\u5ea6\u3001\u65f6\u95f4\u7b49\u65f6\u5e8f\u6570\u636e<\/li>\n<\/ul>\n<h4>2. \u6838\u5fc3\u7279\u5f81<\/h4>\n<p>\u653e\u7535\u5faa\u73af\u6570\u636e\u5305\u542b&#xff1a;<\/p>\n<ul>\n<li>Voltage_measured<\/li>\n<li>Current_measured<\/li>\n<li>Temperature_measured<\/li>\n<li>Time<\/li>\n<\/ul>\n<p>\u5143\u6570\u636e\u5219\u5305\u542b&#xff1a;<\/p>\n<ul>\n<li>battery_id<\/li>\n<li>test_id<\/li>\n<li>ambient_temperature<\/li>\n<li>Capacity<\/li>\n<\/ul>\n<p>\u5176\u4e2d&#xff0c;Capacity \u662f\u8981\u9884\u6d4b\u7684\u76ee\u6807\u503c&#xff0c;\u5982\u679c\u7f3a\u5931\u5219\u4f1a\u901a\u8fc7\u5f53\u524d\u5faa\u73af\u6570\u636e\u8865\u7b97\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u4efb\u52a1\u76ee\u6807<\/h3>\n<p>\u672c\u6b21\u4efb\u52a1\u7684\u76ee\u6807\u975e\u5e38\u660e\u786e&#xff1a;<\/p>\n<ul>\n<li>\u5229\u7528\u653e\u7535\u5faa\u73af\u7279\u5f81\u9884\u6d4b\u5f53\u524d\u5faa\u73af\u7684\u653e\u7535\u5bb9\u91cf Capacity<\/li>\n<li>\u4f7f\u7528\u56de\u5f52\u6a21\u578b\u5b8c\u6210\u9884\u6d4b<\/li>\n<li>\u6309 battery_id \u5206\u7ec4\u5212\u5206\u8bad\u7ec3\/\u6d4b\u8bd5\u96c6&#xff0c;\u786e\u4fdd\u6d4b\u8bd5\u96c6\u4e3a\u771f\u5b9e\u672a\u89c1\u7535\u6c60&#xff0c;\u907f\u514d\u8fc7\u62df\u5408<\/li>\n<\/ul>\n<hr \/>\n<h3>\u56db\u3001\u7279\u5f81\u5de5\u7a0b\u601d\u8def<\/h3>\n<p>\u672c\u6587\u91c7\u7528\u7684\u662f\u201c\u7edf\u8ba1\u7279\u5f81 &#043; \u7535\u6c60\u8eab\u4efd\u4fe1\u606f\u201d\u65b9\u6848\u3002<\/p>\n<p>\u5bf9\u4e8e\u6bcf\u4e2a\u653e\u7535\u5faa\u73af&#xff0c;\u63d0\u53d6\u4ee5\u4e0b\u7279\u5f81&#xff1a;<\/p>\n<ul>\n<li>\u5faa\u73af\u7f16\u53f7&#xff1a;cycle_number<\/li>\n<li>\u73af\u5883\u6e29\u5ea6&#xff1a;ambient_temperature<\/li>\n<li>\u653e\u7535\u65f6\u957f&#xff1a;duration_sec<\/li>\n<li>\u91c7\u6837\u70b9\u6570\u91cf&#xff1a;n_points<\/li>\n<li>\u7535\u538b\u7edf\u8ba1\u7279\u5f81&#xff1a;\u5e73\u5747\u503c\u3001\u6700\u5c0f\u503c\u3001\u6700\u5927\u503c\u3001\u6807\u51c6\u5dee<\/li>\n<li>\u7535\u6d41\u7edf\u8ba1\u7279\u5f81&#xff1a;\u5e73\u5747\u503c\u3001\u7edd\u5bf9\u5e73\u5747\u503c\u3001\u6700\u5c0f\u503c\u3001\u6700\u5927\u503c\u3001\u6807\u51c6\u5dee<\/li>\n<li>\u6e29\u5ea6\u7edf\u8ba1\u7279\u5f81&#xff1a;\u5e73\u5747\u503c\u3001\u6807\u51c6\u5dee<\/li>\n<li>\u80fd\u91cf\u4f30\u7b97&#xff1a;energy_wh<\/li>\n<\/ul>\n<p>\u5982\u679c\u5f53\u524d\u5faa\u73af Capacity \u7f3a\u5931&#xff0c;\u5219\u901a\u8fc7\u7535\u6d41\u5bf9\u65f6\u95f4\u79ef\u5206\u8ba1\u7b97\u4e00\u4e2a\u8fd1\u4f3c\u5bb9\u91cf&#xff0c;\u7528\u4e8e\u8865\u9f50\u6570\u636e\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u6a21\u578b\u4e0e\u8bc4\u4f30\u65b9\u6848<\/h3>\n<h4>1. \u6a21\u578b\u9009\u62e9<\/h4>\n<p>\u672c\u6b21\u4f7f\u7528\u7684\u662f\u7ecf\u5178\u6811\u6a21\u578b&#xff1a;RandomForestRegressor\u3002<\/p>\n<h4>2. \u6570\u503c\u5904\u7406<\/h4>\n<ul>\n<li>\u6570\u503c\u7279\u5f81\u4f7f\u7528 StandardScaler \u6807\u51c6\u5316<\/li>\n<li>battery_id \u4f7f\u7528 OneHotEncoder \u7f16\u7801<\/li>\n<\/ul>\n<h4>3. \u5212\u5206\u7b56\u7565<\/h4>\n<p>\u4e3a\u4e86\u6a21\u62df\u771f\u5b9e\u9884\u6d4b\u573a\u666f&#xff0c;\u4f7f\u7528 GroupShuffleSplit \u6309 battery_id \u5206\u7ec4\u5212\u5206\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6&#xff0c;\u907f\u514d\u540c\u4e00\u5757\u7535\u6c60\u65e2\u51fa\u73b0\u5728\u8bad\u7ec3\u96c6\u4e5f\u51fa\u73b0\u5728\u6d4b\u8bd5\u96c6\u3002<\/p>\n<h4>4. \u8bc4\u4ef7\u6307\u6807<\/h4>\n<ul>\n<li>RMSE&#xff08;\u5747\u65b9\u6839\u8bef\u5dee&#xff09;<\/li>\n<li>R\u00b2<\/li>\n<\/ul>\n<hr \/>\n<h3>\u516d\u3001\u5b9e\u6218\u7ed3\u679c<\/h3>\n<p>\u6a21\u578b\u5b9e\u9645\u8fd0\u884c\u7ed3\u679c\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\u8bad\u7ec3\u6570\u636e\u6837\u672c&#xff1a;2568 \u6761\u653e\u7535\u5faa\u73af<\/li>\n<li>\u6d4b\u8bd5\u6570\u636e\u6837\u672c&#xff1a;329 \u6761\u653e\u7535\u5faa\u73af<\/li>\n<li>RMSE&#xff1a;\u7ea6 0.072 Ah<\/li>\n<li>R\u00b2&#xff1a;\u7ea6 0.951<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u7ed3\u679c\u8868\u660e&#xff1a;\u5728\u5f53\u524d\u7279\u5f81\u96c6\u548c\u6a21\u578b\u4e0b&#xff0c;\u6a21\u578b\u5bf9\u653e\u7535\u5bb9\u91cf\u7684\u9884\u6d4b\u6548\u679c\u975e\u5e38\u597d&#xff0c;\u8bf4\u660e\u7edf\u8ba1\u7279\u5f81\u5bf9\u653e\u7535\u5bb9\u91cf\u5177\u6709\u8f83\u5f3a\u7684\u89e3\u91ca\u529b\u3002<\/p>\n<h4>1\u3001\u53ef\u89c6\u5316\u5206\u6790<\/h4>\n<p>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u7406\u89e3\u6570\u636e\u548c\u6a21\u578b\u8868\u73b0&#xff0c;\u811a\u672c\u4f1a\u751f\u6210\u591a\u5f20\u56fe&#xff1a;<\/p>\n<ul>\n<li>output\/figures\/capacity_distribution.png&#xff1a;\u653e\u7535\u5bb9\u91cf\u5206\u5e03\u56fe<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729100850-6a69d1326db33.png\" alt=\"\" \/><\/p>\n<ul>\n<li>output\/figures\/actual_vs_predicted.png&#xff1a;\u771f\u5b9e\u5bb9\u91cf\u4e0e\u9884\u6d4b\u5bb9\u91cf\u6563\u70b9\u5bf9\u6bd4\u56fe<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729100850-6a69d13295046.png\" alt=\"\" \/><\/p>\n<ul>\n<li>output\/figures\/feature_importance.png&#xff1a;Top 10 \u7279\u5f81\u91cd\u8981\u6027\u67f1\u72b6\u56fe<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729100850-6a69d132c1678.png\" alt=\"\" \/><\/p>\n<ul>\n<li>output\/figures\/battery_cycle_count.png&#xff1a;\u6bcf\u5757\u7535\u6c60\u653e\u7535\u5faa\u73af\u6b21\u6570\u5206\u5e03\u56fe<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729100850-6a69d132ebc84.png\" alt=\"\" \/><\/p>\n<ul>\n<li>output\/figures\/capacity_vs_temperature.png&#xff1a;\u5bb9\u91cf\u4e0e\u73af\u5883\u6e29\u5ea6\u5173\u7cfb\u6563\u70b9\u56fe<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729100851-6a69d1334509b.png\" alt=\"\" \/><\/p>\n<ul>\n<li>output\/figures\/capacity_vs_energy.png&#xff1a;\u653e\u7535\u80fd\u91cf\u4e0e\u5bb9\u91cf\u5173\u7cfb\u6563\u70b9\u56fe<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729100851-6a69d13389ceb.png\" alt=\"\" \/><\/p>\n<p>\u8fd9\u51e0\u5f20\u56fe\u8f85\u52a9\u4ece\u591a\u4e2a\u89d2\u5ea6\u5206\u6790\u6570\u636e&#xff1a;<\/p>\n<ul>\n<li>\u5bb9\u91cf\u5206\u5e03\u53ef\u4ee5\u68c0\u67e5\u6837\u672c\u662f\u5426\u504f\u659c&#xff0c;\u4ee5\u53ca\u662f\u5426\u5b58\u5728\u79bb\u7fa4\u5bb9\u91cf\u503c&#xff1b;<\/li>\n<li>\u771f\u5b9e vs \u9884\u6d4b\u56fe\u5c55\u793a\u4e86\u6a21\u578b\u62df\u5408\u7cbe\u5ea6\u4e0e\u504f\u5dee\u8d8b\u52bf&#xff1b;<\/li>\n<li>\u7279\u5f81\u91cd\u8981\u6027\u56fe\u63ed\u793a\u4e86\u54ea\u4e9b\u7edf\u8ba1\u7279\u5f81\u5bf9\u5bb9\u91cf\u9884\u6d4b\u8d21\u732e\u6700\u5927&#xff1b;<\/li>\n<li>\u5faa\u73af\u6b21\u6570\u5206\u5e03\u56fe\u8bf4\u660e\u4e0d\u540c\u7535\u6c60\u7684\u6570\u636e\u91cf\u662f\u5426\u5747\u8861&#xff0c;\u907f\u514d\u8bad\u7ec3\u96c6\u4e2d\u67d0\u4e9b\u7535\u6c60\u5360\u6bd4\u8fc7\u9ad8&#xff1b;<\/li>\n<li>\u5bb9\u91cf\u4e0e\u6e29\u5ea6\u6563\u70b9\u56fe\u5e2e\u52a9\u5224\u65ad\u73af\u5883\u6e29\u5ea6\u662f\u5426\u5bf9\u5bb9\u91cf\u6709\u660e\u663e\u5f71\u54cd&#xff1b;<\/li>\n<li>\u80fd\u91cf\u4e0e\u5bb9\u91cf\u5173\u7cfb\u56fe\u5219\u53ef\u4ee5\u89c2\u5bdf\u80fd\u91cf\u4f30\u7b97\u662f\u5426\u4e0e\u5bb9\u91cf\u5448\u7ebf\u6027\u6216\u975e\u7ebf\u6027\u76f8\u5173\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9bEDA\u56fe\u8868\u5bf9\u6570\u636e\u7406\u89e3\u975e\u5e38\u5173\u952e&#xff0c;\u80fd\u8ba9\u4f60\u5728\u540e\u7eed\u5efa\u6a21\u65f6\u66f4\u6709\u4f9d\u636e\u5730\u9009\u62e9\u7279\u5f81\u548c\u8c03\u53c2\u7b56\u7565\u3002<\/p>\n<hr \/>\n<h3>\u4e03\u3001\u4ee3\u7801\u8bf4\u660e<\/h3>\n<p>\u672c\u9879\u76ee\u7684\u6838\u5fc3\u4ee3\u7801\u5df2\u7ecf\u6574\u7406\u5230 test_AI.py&#xff0c;\u4f60\u53ea\u9700\u6267\u884c&#xff1a;<\/p>\n<p>python test_AI.py<\/p>\n<p>\u811a\u672c\u4f1a\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4&#xff1a;<\/p>\n<li>\u8bfb\u53d6 cleaned_dataset\/metadata.csv<\/li>\n<li>\u8fc7\u6ee4\u51fa discharge \u5faa\u73af<\/li>\n<li>\u63d0\u53d6\u6bcf\u4e2a\u5faa\u73af\u7684\u7edf\u8ba1\u7279\u5f81<\/li>\n<li>\u521b\u5efa\u56de\u5f52\u6a21\u578b\u5e76\u8bad\u7ec3<\/li>\n<li>\u8bc4\u4f30\u6a21\u578b\u5e76\u8f93\u51fa\u9884\u6d4b\u7ed3\u679c<\/li>\n<li>\u5c06\u9884\u6d4b\u7ed3\u679c\u4fdd\u5b58\u5230 prediction_results.csv<\/li>\n<hr \/>\n<h3>\u516b\u3001\u540e\u7eed\u63d0\u5347\u65b9\u5411<\/h3>\n<p>\u5982\u679c\u60f3\u7ee7\u7eed\u5347\u7ea7\u8fd9\u7bc7\u5206\u6790&#xff0c;\u53ef\u4ee5\u8003\u8651&#xff1a;<\/p>\n<ul>\n<li>\u4f7f\u7528\u65f6\u95f4\u5e8f\u5217\u6a21\u578b&#xff08;\u5982 1D \u5377\u79ef\u7f51\u7edc\u3001LSTM&#xff09;\u76f4\u63a5\u5904\u7406\u653e\u7535\u66f2\u7ebf<\/li>\n<li>\u52a0\u5165 impedance \u6570\u636e\u4e00\u8d77\u5efa\u6a21&#xff0c;\u505a\u591a\u4efb\u52a1\u5b66\u4e60<\/li>\n<li>\u8fdb\u4e00\u6b65\u63d0\u53d6\u7535\u538b\/\u7535\u6d41\u6ce2\u5f62\u7684\u5cf0\u503c\u3001\u659c\u7387\u7b49\u9ad8\u7ea7\u7279\u5f81<\/li>\n<li>\u5f15\u5165 SoH\u3001\u5faa\u73af\u6b21\u6570\u8870\u51cf\u8d8b\u52bf\u7b49\u957f\u671f\u7279\u5f81<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e5d\u3001\u603b\u7ed3<\/h3>\n<p>\u672c\u6587\u4ece\u6570\u636e\u7406\u89e3\u3001\u7279\u5f81\u5de5\u7a0b\u3001\u6a21\u578b\u9009\u62e9\u3001\u8bc4\u4ef7\u6307\u6807\u5230\u7ed3\u679c\u89e3\u91ca&#xff0c;\u5b8c\u6574\u5448\u73b0\u4e86\u7535\u6c60\u653e\u7535\u5bb9\u91cf\u9884\u6d4b\u7684\u843d\u5730\u6d41\u7a0b\u3002<\/p>\n<p>\u5982\u679c\u4f60\u4e5f\u5728\u505a\u7535\u6c60\u5bff\u547d\u6216\u5065\u5eb7\u9884\u6d4b&#xff0c;\u8fd9\u4e2a\u9879\u76ee\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u5f88\u597d\u7684\u5165\u95e8\u5b9e\u6218\u6a21\u677f\u3002<\/p>\n<p>\u6570\u636e\u96c6\u548c\u7684\u4ee3\u7801\u622a\u56fe\u548cgitee\u5730\u5740&#xff1a;https:\/\/gitee.com\/zhang-xufang\/nasa_battery <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260729100851-6a69d133c572f.png\" alt=\"\" \/><\/p>\n<hr \/>\n<p>\u2003\u2003\u6ce8&#xff1a; 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