{"id":1073598,"date":"2024-07-17T00:42:00","date_gmt":"2024-07-17T07:42:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1073598"},"modified":"2025-03-09T23:22:52","modified_gmt":"2025-03-10T06:22:52","slug":"data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation\/","title":{"rendered":"\u6570\u636e\u9a71\u52a8\u6a21\u578b\u63d0\u5347\u7535\u52a8\u6c7d\u8f66\u7535\u6c60\u9000\u5316\u9884\u6d4b\u51c6\u786e\u7387"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u5728\u5168\u7403\u5411\u65b0\u80fd\u6e90\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e0b\uff0c\u7535\u52a8\u6c7d\u8f66\u7684\u666e\u53ca\u7387\u6b63\u4e0d\u65ad\u63d0\u5347\u3002\u7136\u800c\uff0c\u5728\u4eab\u53d7\u7535\u52a8\u6c7d\u8f66\u4fbf\u5229\u6027\u7684\u540c\u65f6\uff0c\u4f60\u662f\u5426\u4e5f\u5728\u62c5\u5fe7\u7535\u6c60\u7684\u7eed\u822a\u95ee\u9898\uff1f\u7535\u6c60\u7684\u6027\u80fd\u548c\u5bff\u547d\u4ee5\u53ca\u76f8\u5e94\u7684\u76d1\u6d4b\u3001\u7ef4\u62a4\u3001\u56de\u6536\u7b49\u76f8\u5173\u95ee\u9898\u4e5f\u540c\u6837\u56f0\u6270\u7740\u7535\u52a8\u6c7d\u8f66\u751f\u4ea7\u4f01\u4e1a\u3002\u800c\u4e14\u5982\u679c\u5e9f\u65e7\u7535\u6c60\u5728\u56de\u6536\u3001\u62c6\u89e3\u548c\u518d\u5229\u7528\u7684\u8fc7\u7a0b\u4e2d\u5904\u7406\u4e0d\u5f53\uff0c\u53ef\u80fd\u4f1a\u5bf9\u73af\u5883\u9020\u6210\u4e8c\u6b21\u6c61\u67d3\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u66f4\u6709\u6548\u5730\u5b9e\u73b0\u52a8\u529b\u7535\u6c60\u6027\u80fd\u548c\u5bff\u547d\u7684\u7cbe\u51c6\u9884\u6d4b\uff0c\u4ee5\u53ca\u76f8\u5e94\u7684\u5bf9\u5e9f\u65e7\u52a8\u529b\u7535\u6c60\u7684\u7eff\u8272\u56de\u6536\u548c\u9ad8\u6548\u91cd\u590d\u5229\u7528\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8054\u624b\u65e5\u4ea7\u6c7d\u8f66\u9488\u5bf9\u7535\u6c60\u9000\u5316\u95ee\u9898\u5c55\u5f00\u4e86\u7814\u7a76\u3002\u57fa\u4e8e\u65e5\u4ea7\u6c7d\u8f66\u7279\u6709\u7684\u7535\u6c60\u6570\u636e\uff0c\u53cc\u65b9\u5171\u540c\u5f00\u53d1\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u673a\u5668\u5b66\u4e60\u9884\u6d4b\u65b9\u6cd5\u3002\u901a\u8fc7\u6316\u6398\u7535\u6c60\u7ed3\u6784\u7684\u9ad8\u7ea7\u7279\u5f81\uff0c\u8be5\u65b9\u6cd5\u5c06\u7535\u6c60\u9000\u5316\u9884\u6d4b\u51c6\u786e\u7387\u7684\u5e73\u5747\u8bef\u5dee\u63a7\u5236\u57280.0094\uff0c\u4e3a\u65e5\u4ea7\u6c7d\u8f66\u7684\u7535\u6c60\u9ad8\u6548\u56de\u6536\u63d0\u4f9b\u4e86\u6709\u529b\u4f9d\u636e\u3002<\/p>\n\n\n\n<hr 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class=\"wp-block-heading\" id=\"\u4ece\u5c0f\u5904\u7740\u624b-\u8fc8\u5411\u78b3\u4e2d\u548c\">\u4ece\u5c0f\u5904\u7740\u624b\uff0c\u8fc8\u5411\u78b3\u4e2d\u548c<\/h2>\n\n\n\n<p>\u4f5c\u4e3a\u63a8\u51fa\u5168\u7403\u9996\u6b3e\u91cf\u4ea7\u7eaf\u7535\u52a8\u8f66\u578b\u7684\u4f01\u4e1a\uff0c\u65e5\u4ea7\u6c7d\u8f66\u4e00\u76f4\u79ef\u6781\u6295\u8eab\u4e8e\u78b3\u51cf\u6392\u884c\u52a8\u4e2d\u30022021\u5e74\uff0c\u65e5\u4ea7\u5ba3\u5e03\u4e86\u78b3\u4e2d\u548c\u76ee\u6807\uff1a\u8ba1\u5212\u52302050\u5e74\uff0c\u5b9e\u73b0\u6c7d\u8f66\u5168\u751f\u547d\u5468\u671f\u7684\u78b3\u4e2d\u548c\u3002\u7535\u6c60\u7684\u7ba1\u7406\u4e0e\u521b\u65b0\u5bf9\u4e8e\u65e5\u4ea7\u6c7d\u8f66\u5b9e\u73b02050\u5e74\u78b3\u4e2d\u548c\u76ee\u6807\u81f3\u5173\u91cd\u8981\uff0c\u7535\u6c60\u56de\u6536\u5219\u662f\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1060\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-1.jpg\" alt=\"Data-driven model improves accuracy in predicting EV battery degradation\" class=\"wp-image-1073628\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-1.jpg 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-1-300x155.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-1-1024x530.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-1-768x398.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-1-1536x795.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-1-240x124.jpg 240w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u65e5\u4ea7\u6c7d\u8f66\u7535\u6c60\u751f\u6001\u521b\u65b0\u6240\u9762\u4e34\u7684\u6311\u6218<\/figcaption><\/figure>\n\n\n\n<p>\u65e5\u4ea7\u7535\u52a8\u6c7d\u8f66\u7cfb\u7edf\u7814\u7a76\u6240\u8d1f\u8d23\u4eba\u5927\u9593\u6566\u53f2\u6307\u51fa\uff0c\u76ee\u524d\u7535\u52a8\u6c7d\u8f66\u548c\u7535\u6c60\u7684\u5e73\u5747\u751f\u547d\u5468\u671f\u5927\u7ea6\u4e3a10\u5e74\uff0c\u5176\u4e2d\u6750\u6599\u5f00\u91c7\u548c\u5236\u9020\u8fc7\u7a0b\u4ea7\u751f\u7684\u4e8c\u6c27\u5316\u78b3\u6392\u653e\u91cf\u5360\u5176\u5168\u751f\u547d\u5468\u671f\u78b3\u6392\u653e\u91cf\u768450%\u3002\u65e5\u4ea7\u6c7d\u8f66\u7684\u76ee\u6807\u662f\u901a\u8fc7\u5c06\u7535\u52a8\u6c7d\u8f66\u548c\u7535\u6c60\u7684\u751f\u547d\u5468\u671f\u5ef6\u957f\u81f315\u5e74\u4ee5\u4e0a\uff0c\u4ee5\u51cf\u5c11\u4e8c\u6c27\u5316\u78b3\u7684\u6392\u653e\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u65e5\u4ea7\u6c7d\u8f66\u5e0c\u671b\u5229\u7528\u4eba\u5de5\u667a\u80fd\u548c\u5927\u6570\u636e\u7b49\u524d\u6cbf\u6280\u672f\u63a8\u52a8\u7535\u6c60\u548c\u7535\u52a8\u6c7d\u8f66\u8bbe\u8ba1\u5f00\u53d1\u7684\u521b\u65b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"862\" height=\"447\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-2.png\" alt=\"Data-driven model improves accuracy in predicting EV battery degradation\" class=\"wp-image-1073631\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-2.png 862w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-2-300x156.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-2-768x398.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-2-240x124.png 240w\" sizes=\"auto, (max-width: 862px) 100vw, 862px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a\u65e5\u4ea7\u6c7d\u8f66\u5728\u7535\u52a8\u6c7d\u8f66\u5168\u751f\u547d\u5468\u671f\u7684\u78b3\u51cf\u6392\u613f\u666f<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u643a\u624b\u5408\u4f5c\u4fc3\u8fdb\u7535\u52a8\u6c7d\u8f66\u78b3\u51cf\u6392\">\u643a\u624b\u5408\u4f5c\u4fc3\u8fdb\u7535\u52a8\u6c7d\u8f66\u78b3\u51cf\u6392<\/h2>\n\n\n\n<p>\u81ea2020\u5e74\u5fae\u8f6f\u5ba3\u5e03\u53ef\u6301\u7eed\u53d1\u5c55\u627f\u8bfa\u53ca\u5b9e\u65bd\u8ba1\u5212\u4ee5\u6765\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e5f\u79ef\u6781\u5c55\u5f00\u884c\u52a8\uff0c\u81f4\u529b\u4e8e\u901a\u8fc7\u8de8\u5b66\u79d1\u7814\u7a76\u4ee5\u53ca\u4e0e\u76f8\u5173\u9886\u57df\u7684\u884c\u4e1a\u5408\u4f5c\u4f19\u4f34\u5408\u4f5c\uff0c\u5e94\u5bf9\u53ef\u6301\u7eed\u53d1\u5c55\u7684\u6311\u6218\u3002\u6b64\u524d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5df2\u7ecf\u5f00\u6e90\u4e86\u53ef\u7528\u4e8e\u7535\u6c60\u6027\u80fd\u5206\u6790\u548c\u9884\u6d4b\u7684\u4e00\u7ad9\u5f0f\u673a\u5668\u5b66\u4e60\u5de5\u5177 BatteryML\uff0c\u5e76\u6301\u7eed\u7814\u7a76\u9884\u6d4b\u548c\u7ba1\u7406\u7535\u6c60\u5065\u5eb7\u53ca\u5bff\u547d\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u5171\u540c\u7684\u78b3\u4e2d\u548c\u613f\u666f\u548c\u5bf9\u9502\u79bb\u5b50\u7535\u6c60\u6027\u80fd\u9884\u6d4b\u7814\u7a76\u7684\u4e00\u81f4\u8ffd\u6c42\uff0c\u4fc3\u6210\u4e86\u65e5\u4ea7\u6c7d\u8f66\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u5408\u4f5c\u3002\u53cc\u65b9\u81f4\u529b\u4e8e\u901a\u8fc7\u6df1\u5165\u7535\u6c60\u6027\u80fd\u9000\u5316\u7814\u7a76\u6765\u63d0\u5347\u9502\u79bb\u5b50\u7535\u6c60\u7684\u6027\u80fd\u9884\u6d4b\uff0c\u4ee5\u5b9e\u73b0\u78b3\u4e2d\u548c\u76ee\u6807\u3002<\/p>\n\n\n<div class=\"wp-block-msr-image-quote\">\n\t<div class=\"row\">\n\t\t<div class=\"col col-12 col-md-6 mb-2 mb-md-0 wp-block-msr-image-quote__image\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"300\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/Atsushi-Ohma_AH-768x1024-1-225x300-1.png\" class=\"attachment-large size-large\" alt=\"Atsushi Ohma\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/Atsushi-Ohma_AH-768x1024-1-225x300-1.png 225w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/Atsushi-Ohma_AH-768x1024-1-225x300-1-135x180.png 135w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/>\t\t<\/div>\n\t\t<div class=\"col col-12 col-md-6 mt-2 mt-md-0  wp-block-msr-image-quote__content\">\n\t\t\t<blockquote class=\"wp-block-quote text-gray-700 m-0 is-style-spectrum\">\n\t\t\t\t<p><em>\u201c\u901a\u8fc7\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5408\u4f5c\uff0c\u6211\u4eec\u4e00\u8d77\u7814\u53d1\u4e86\u521b\u65b0\u6027\u7684\u7535\u6c60\u9000\u5316\u9884\u6d4b\u65b9\u6cd5\uff0c\u63d0\u5347\u4e86\u7535\u6c60\u56de\u6536\u7684\u6548\u7387\u5e76\u4fc3\u8fdb\u4e86\u8d44\u6e90\u7684\u518d\u5229\u7528\u3002\u8fd9\u662f\u65e5\u4ea7\u6c7d\u8f66\u5b9e\u73b0\u957f\u671f\u78b3\u4e2d\u548c\u76ee\u6807\u7684\u5173\u952e\u4e00\u6b65\uff0c\u6211\u4eec\u6b63\u5728\u4ee5\u2018\u5927\u5904\u7740\u773c\uff0c\u5c0f\u5904\u7740\u624b\u2019\u7684\u7b56\u7565\u5411\u7740\u76ee\u6807\u524d\u8fdb\u3002\u201d<\/em><\/p>\n\t\t\t\t\t\t\t\t\t<cite class=\"text-gray-600\"><em>\u5927\u9593\u6566\u53f2\uff0c\u65e5\u4ea7\u6c7d\u8f66\u7535\u52a8\u6c7d\u8f66\u7cfb\u7edf\u7814\u7a76\u6240\u8d1f\u8d23\u4eba<\/em><\/cite>\n\t\t\t\t\t\t\t<\/blockquote>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u521b\u65b0\u65b9\u6cd5\u5b9e\u73b0\u66f4\u5feb-\u66f4\u51c6\u786e\u7684\u7535\u6c60\u9884\u6d4b\">\u521b\u65b0\u65b9\u6cd5\u5b9e\u73b0\u66f4\u5feb\u3001\u66f4\u51c6\u786e\u7684\u7535\u6c60\u9884\u6d4b<\/h2>\n\n\n\n<p>\u7535\u6c60\u5065\u5eb7\u72b6\u6001\u662f\u7535\u6c60\u6709\u6548\u56de\u6536\u7684\u5173\u952e\u3002\u4e0d\u8fc7\uff0c\u53ef\u7528\u5bb9\u91cf\u4e0d\u80fd\u5b8c\u5168\u4ee3\u8868\u7535\u6c60\u5065\u5eb7\u72b6\u6001\uff0c\u66f4\u91cd\u8981\u7684\u56e0\u7d20\u5305\u62ec\u7535\u6c60\u4f7f\u7528\u5bff\u547d\u5185\u5316\u5b66\u7269\u8d28\u7684\u5b8c\u6574\u6027\uff0c\u5982\u9502\u3001\u94b4\u548c\u954d\u7684\u542b\u91cf\u3002\u4f20\u7edf\u4e0a\uff0c\u7535\u6c60\u9000\u5316\u9884\u6d4b\u4f9d\u8d56\u57fa\u4e8e\u5316\u5b66\u3001\u7535\u5316\u5b66\u548c\u673a\u68b0\u539f\u7406\u7684\u6570\u5b66\u6a21\u578b\u3002\u4f46\u8fd9\u79cd\u65b9\u6cd5\u9700\u8981\u901a\u8fc7\u91cd\u590d\u5b9e\u9a8c\u6765\u4e0d\u65ad\u8c03\u6574\u53c2\u6570\uff0c\u800c\u6bcf\u6b21\u5b9e\u9a8c\u90fd\u8981\u5bf9\u7535\u6c60\u8fdb\u884c\u62c6\u89e3\u548c\u5316\u9a8c\u5206\u6790\uff0c\u8fd9\u53ef\u80fd\u4f1a\u8017\u8d39\u957f\u8fbe\u534a\u5e74\u751a\u81f3\u4e00\u5e74\u7684\u65f6\u95f4\u3002\u800c\u4e14\uff0c\u53ea\u8981\u7535\u6c60\u5316\u5b66\u6210\u5206\u53d1\u751f\u53d8\u5316\uff0c\u5c31\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u5b9e\u9a8c\u5e76\u8c03\u6574\u53c2\u6570\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u65e5\u4ea7\u6c7d\u8f66\u5e0c\u671b\u501f\u52a9\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u57fa\u4e8e\u5916\u90e8\u4fe1\u53f7\u6765\u9884\u6d4b\u7535\u6c60\u5065\u5eb7\u72b6\u6001\uff0c\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u5bf9\u7269\u7406\u5b9e\u9a8c\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u7136\u800c\u91c7\u7528\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u9884\u6d4b\u7535\u6c60\u6027\u80fd\u9762\u4e34\u4e24\u4e2a\u6311\u6218\u3002\u4e00\u662f\u7531\u4e8e\u7535\u6c60\u5145\u653e\u7535\u5468\u671f\u957f\uff0c\u96be\u4ee5\u6536\u96c6\u5230\u8db3\u591f\u7684\u6570\u636e\u3002\u4e8c\u662f\u56e0\u4e3a\u7535\u6c60\u8fd0\u884c\u6761\u4ef6\u548c\u5916\u90e8\u56e0\u7d20\u5927\u76f8\u5f84\u5ead\uff0c\u5bfc\u81f4\u4fe1\u53f7\u91c7\u96c6\u975e\u5e38\u590d\u6742\uff0c\u5f88\u591a\u4fe1\u53f7\u867d\u7136\u4e0e\u7535\u6c60\u5bb9\u91cf\u76f8\u5173\uff0c\u4f46\u53c8\u4e0d\u80fd\u76f4\u63a5\u53cd\u6620\u7535\u6c60\u5065\u5eb7\u72b6\u6001\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u6392\u9664\u5e72\u6270\u566a\u97f3\uff0c\u627e\u5230\u51c6\u786e\u53cd\u6620\u7535\u6c60\u5185\u90e8\u72b6\u6001\u7684\u4fe1\u53f7\u89c4\u5f8b\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u4e00\u7cfb\u5217\u7279\u6b8a\u7279\u5f81\uff0c\u6765\u5206\u6790\u5728\u4e0d\u540c\u7535\u538b\u548c\u7535\u6d41\u6761\u4ef6\u4e0b\u9502\u79bb\u5b50\u7535\u6c60\u5185\u90e8\u7684\u5316\u5b66\u53d8\u5316\u3002\u901a\u8fc7\u5c06\u8fd9\u4e9b\u5173\u952e\u7279\u5f81\u4e0e\u65e5\u4ea7\u6c7d\u8f66\u7684\u771f\u5b9e\u6570\u636e\u7ed3\u5408\uff0c\u4ee5\u6b64\u63d0\u5347\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u9884\u6d4b\u7cbe\u5ea6\u3002<\/p>\n\n\n<div class=\"wp-block-msr-image-quote\">\n\t<div class=\"row\">\n\t\t<div class=\"col col-12 col-md-6 mb-2 mb-md-0 wp-block-msr-image-quote__image\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"300\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/Shun-Zheng_AH-225x300-1.jpg\" class=\"attachment-large size-large\" alt=\"Shun Zheng\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/Shun-Zheng_AH-225x300-1.jpg 225w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/Shun-Zheng_AH-225x300-1-135x180.jpg 135w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/>\t\t<\/div>\n\t\t<div class=\"col col-12 col-md-6 mt-2 mt-md-0  wp-block-msr-image-quote__content\">\n\t\t\t<blockquote class=\"wp-block-quote text-gray-700 m-0 is-style-spectrum\">\n\t\t\t\t<p><em>\u201c\u6211\u4eec\u53d1\u73b0\u5b66\u672f\u516c\u5f00\u6570\u636e\u96c6\u4e0e\u4f01\u4e1a\u771f\u5b9e\u6570\u636e\u4e4b\u95f4\u5b58\u5728\u8f83\u5927\u7684\u5dee\u5f02\u3002\u7531\u4e8e\u4f01\u4e1a\u7684\u6570\u636e\u6a21\u5f0f\u3001\u6d4b\u8bd5\u6761\u4ef6\u548c\u9884\u6d4b\u76ee\u6807\u7b49\u7b49\u90fd\u4e0e\u5b66\u672f\u6570\u636e\u4e0d\u540c\uff0c\u6240\u4ee5\u73b0\u6709\u5b66\u672f\u8bba\u6587\u4e2d\u7684\u65b9\u6cd5\u96be\u4ee5\u76f4\u63a5\u9002\u914d\u4e8e\u4f01\u4e1a\u573a\u666f\u3002\u53ea\u6709\u6df1\u5165\u5230\u4f01\u4e1a\u7684\u771f\u5b9e\u573a\u666f\u4e2d\uff0c\u53d1\u6398\u884c\u4e1a\u72ec\u7279\u7684\u6570\u636e\u7279\u8272\uff0c\u5e76\u4e0e\u524d\u6cbf\u4eba\u5de5\u667a\u80fd\u65b9\u6cd5\u76f8\u7ed3\u5408\uff0c\u624d\u80fd\u5f00\u53d1\u51fa\u9ad8\u6548\u5b9e\u7528\u7684\u7535\u6c60\u6a21\u578b\u3002\u201d<\/em><\/p>\n\t\t\t\t\t\t\t\t\t<cite class=\"text-gray-600\"><em>\u90d1\u987a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u7a76\u5458<\/em><\/cite>\n\t\t\t\t\t\t\t<\/blockquote>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u6570\u636e\u9a71\u52a8\u6a21\u578b\u7684\u51c6\u786e\u6027\u5728\u4eff\u771f\u6570\u636e\u4e2d\u63d0\u9ad8\u4e8680-\u5728\u5b9e\u9a8c\u6570\u636e\u4e0a\u63d0\u5347\u8d8530\">\u6570\u636e\u9a71\u52a8\u6a21\u578b\u7684\u51c6\u786e\u6027\u5728\u4eff\u771f\u6570\u636e\u4e2d\u63d0\u9ad8\u4e8680%\uff0c\u5728\u5b9e\u9a8c\u6570\u636e\u4e0a\u63d0\u5347\u8d8530%<\/h2>\n\n\n\n<p>\u4ee5\u9884\u6d4b\u7535\u6c60\u7684\u957f\u7a0b\u5065\u5eb7\u72b6\u6001\u4e3a\u4f8b\uff0c\u7814\u7a76\u5458\u4eec\u9996\u5148\u91cd\u5b9a\u4e49\u4e86\u6574\u4e2a\u7279\u5f81\u7a7a\u95f4\u3002\u8fd9\u4e2a\u7a7a\u95f4\u5305\u542b\u4e86\u5bf9\u7535\u6c60\u9000\u5316\u539f\u56e0\u7684\u7edf\u4e00\u8868\u5f81\u3002\u5982\u56fe3\u6240\u793a\uff0c\u7814\u7a76\u5458\u4eec\u91c7\u7528\u9ad8\u9636\u7279\u5f81\u5de5\u7a0b\u5206\u6790\u4e86\u5145\u7535\u548c\u653e\u7535\u5faa\u73af\u671f\u95f4\u7535\u538b-\u5bb9\u91cf\u66f2\u7ebf\u9000\u5316\u6a21\u5f0f\u4ea7\u751f\u7684\u5404\u79cd\u7279\u5f81\u3002\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u533a\u5206\u9ad8\u7535\u538b\u548c\u4f4e\u7535\u538b\u95f4\u9694\u4e4b\u95f4\u7684\u4fe1\u606f\uff0c\u5305\u62ec\u4f5c\u4e3a\u7535\u6c60\u5065\u5eb7\u6709\u6548\u6307\u6807\u7684\u4e00\u9636\u548c\u9ad8\u9636\u5dee\u5f02\uff0c\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u9884\u6d4b\u80fd\u529b\uff0c\u5e76\u63d0\u4f9b\u4e86\u5bf9\u7535\u6c60\u6027\u80fd\u548c\u5bff\u547d\u7684\u6df1\u5165\u6d1e\u5bdf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"729\" height=\"386\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-3.jpg\" alt=\"Data-driven model improves accuracy in predicting EV battery degradation - chart: cell voltage and capacity\" class=\"wp-image-1073634\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-3.jpg 729w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-3-300x159.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-3-240x127.jpg 240w\" sizes=\"auto, (max-width: 729px) 100vw, 729px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u7535\u538b\u968f\u653e\u7535\u5bb9\u91cf\u53d8\u5316\u7684\u7279\u5f81\u5de5\u7a0b<\/figcaption><\/figure>\n\n\n\n<p>\u4e0e\u5b66\u672f\u754c SOTA \u7684\u7535\u6c60\u9884\u6d4b\u65b9\u6cd5\u76f8\u6bd4\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u65e5\u4ea7\u6c7d\u8f66\u7684\u8054\u5408\u521b\u65b0\u65b9\u6cd5\u5728\u4f7f\u7528\u65e5\u4ea7\u6c7d\u8f66\u7684\u4eff\u771f\u6570\u636e\u8fdb\u884c\u6d4b\u8bd5\u65f6\uff0c\u51c6\u786e\u6027\u63d0\u5347\u4e86\u7ea680%\uff1b\u800c\u5728\u4f7f\u7528\u5b9e\u9a8c\u6570\u636e\u65f6\uff0c\u51c6\u786e\u6027\u63d0\u5347\u8d85\u8fc730%\u3002\u5982\u56fe4\u6240\u793a\uff0c\u65b0\u7684\u65b9\u6cd5\u4ec5\u4f7f\u7528\u7535\u6c60\u7684\u524d50\u4e2a\u5faa\u73af\u6570\u636e\u5c31\u80fd\u9884\u6d4b\u5230200\u4e2a\u5faa\u73af\u65f6\u7535\u6c60\u7684\u5065\u5eb7\u72b6\u6001\uff0c\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff08MAE\uff09\u63a7\u5236\u5728\u4e860.0094\u3002\u8fd9\u4e00\u7ed3\u679c\u8868\u660e\u6570\u636e\u9a71\u52a8\u6a21\u578b\u5728\u7535\u6c60\u5065\u5eb7\u9884\u6d4b\u4e0a\u6f5c\u529b\u5de8\u5927\uff0c\u975e\u5e38\u6709\u52a9\u4e8e\u66f4\u52a0\u9ad8\u6548\u3001\u51c6\u786e\u3001\u667a\u80fd\u7684\u7535\u6c60\u76d1\u6d4b\u4e0e\u7ba1\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"736\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-4.jpg\" alt=\"Data-driven model improves accuracy in predicting EV battery degradation - charts\" class=\"wp-image-1073637\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-4.jpg 831w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-4-300x266.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-4-768x680.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-4-203x180.jpg 203w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u5728\u4f7f\u7528 Qd(V)50 \u4f5c\u4e3a\u8861\u91cf\u6807\u51c6\u8fdb\u884c\u6d4b\u8bd5\u65f6\uff0c\u6a21\u578b\u5728\u9884\u6d4b\u7535\u6c60\u5728\u7b2c200\u4e2a\u5468\u671f\u65f6\u7684\u5065\u5eb7\u72b6\u6001\u65b9\u9762\u7684\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff08MAE\uff09\u4e3a0.0094<\/figcaption><\/figure>\n\n\n\n<p>\u5229\u7528\u6570\u636e\u9a71\u52a8\u7684\u65b9\u6cd5\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u53d1\u73b0\uff0c\u7535\u538b\u57283.9\u4f0f\u65f6\u7684\u7535\u6c60\u72b6\u6001\u4e0e NMC\uff08\u954d\u9530\u94b4\u6c27\u5316\u7269\uff09\u6676\u4f53\u7ed3\u6784\u7684\u53d8\u5316\uff08\u4ece M \u76f8\u5230 H2 \u76f8\uff09\u5448\u73b0\u51fa\u4e00\u81f4\u6027\u3002\u8fd9\u4e00\u7279\u5f81\u4e0e\u7535\u5316\u5b66\u7814\u7a76\u9886\u57df\u7684\u53d1\u73b0\u4e00\u81f4\uff0c\u8bc1\u5b9e\u4e86\u6570\u636e\u9a71\u52a8\u65b9\u6cd5\u5728\u8bc6\u522b\u5f71\u54cd\u7535\u6c60\u9000\u5316\u7684\u5173\u952e\u7279\u5f81\u65b9\u9762\u5177\u6709\u91cd\u8981\u7684\u73b0\u5b9e\u610f\u4e49\u3002<\/p>\n\n\n<div class=\"wp-block-msr-image-quote\">\n\t<div class=\"row\">\n\t\t<div class=\"col col-12 col-md-6 mb-2 mb-md-0 wp-block-msr-image-quote__image\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"300\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/Moon-san_AH-768x1024-1-225x300-1.jpg\" class=\"attachment-large size-large\" alt=\"Moon san\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/Moon-san_AH-768x1024-1-225x300-1.jpg 225w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/Moon-san_AH-768x1024-1-225x300-1-135x180.jpg 135w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/>\t\t<\/div>\n\t\t<div class=\"col col-12 col-md-6 mt-2 mt-md-0  wp-block-msr-image-quote__content\">\n\t\t\t<blockquote class=\"wp-block-quote text-gray-700 m-0 is-style-spectrum\">\n\t\t\t\t<p><em>\u201c\u8fd9\u9879\u7814\u7a76\u4ece\u4e24\u65b9\u9762\u5ef6\u957f\u4e86\u52a8\u529b\u7535\u6c60\u7684\u5bff\u547d\u3002\u4e00\u662f\u901a\u8fc7\u5224\u65ad\u52a8\u529b\u7535\u6c60\u7684\u5269\u4f59\u5bff\u547d\uff0c\u66f4\u597d\u5730\u5b9e\u73b0\u4e86\u7535\u6c60\u7684\u518d\u5229\u7528\u4ef7\u503c\uff1b\u4e8c\u662f\uff0c\u627e\u5230\u4e86\u4e00\u6761\u66f4\u6709\u6548\u7684\u9000\u5f79\u7535\u6c60\u56de\u6536\u7b56\u7565\u3002\u8fd9\u4e00\u72ec\u7279\u7684\u65b9\u6cd5\u4e0d\u4ec5\u80fd\u9884\u6d4b\u7535\u6c60\u5065\u5eb7\u72b6\u6001\uff0c\u8fd8\u80fd\u9884\u6d4b\u6b63\u6781\uff08NMC\uff09\u5065\u5eb7\u72b6\u6001\uff0c\u63d0\u9ad8\u4e86\u9884\u6d4b\u6a21\u578b\u7684\u53ef\u9760\u6027\u3002\u66f4\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u6570\u636e\u9a71\u52a8\u7684\u6b63\u6781\uff08NMC\uff09\u7535\u6c60\u5065\u5eb7\u72b6\u6001\u9884\u6d4b\u6a21\u578b\u5bf9\u7279\u5b9a\u7535\u538b\uff083.9V\uff09\u8868\u73b0\u51fa\u7684\u9ad8\u7075\u654f\u5ea6\uff0c\u4e0e\u57fa\u4e8e\u7269\u7406\u6a21\u578b\u7684\u9884\u6d4b\u7ed3\u679c\u76f8\u543b\u5408\u3002\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u5408\u4f5c\u8868\u660e\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u53ef\u4ee5\u5e94\u7528\u4e8e\u7535\u6c60\u7684\u5236\u9020\u9636\u6bb5\uff0c\u5305\u62ec\u6750\u6599\u9009\u62e9\u548c\u6d41\u7a0b\u4f18\u5316\u7b49\u73af\u8282\u3002\u201d<\/em><\/p>\n\t\t\t\t\t\t\t\t\t<cite class=\"text-gray-600\"><em>\u6587\u8d1e\u5a9b\uff0c\u65e5\u4ea7\u6c7d\u8f66\u7535\u52a8\u6c7d\u8f66\u7cfb\u7edf\u7814\u7a76\u6240\u5de5\u7a0b\u5e08<\/em><\/cite>\n\t\t\t\t\t\t\t<\/blockquote>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4eba\u5de5\u667a\u80fd\u52a9\u529b\u53ef\u6301\u7eed\u53d1\u5c55\u8fd8\u5c06\u5927\u6709\u53ef\u4e3a\">\u4eba\u5de5\u667a\u80fd\u52a9\u529b\u53ef\u6301\u7eed\u53d1\u5c55\u8fd8\u5c06\u5927\u6709\u53ef\u4e3a<\/h2>\n\n\n\n<p>\u65e5\u4ea7\u6c7d\u8f66\u548c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u5408\u4f5c\u6210\u679c\u7a81\u663e\u4e86\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u7b49\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5728\u7535\u52a8\u6c7d\u8f66\u9886\u57df\u5e94\u7528\u7684\u5de8\u5927\u6f5c\u529b\u3002\u9664\u4e86\u7535\u6c60\u56de\u6536\u7684\u5065\u5eb7\u72b6\u6001\u9884\u6d4b\uff0c\u4eba\u5de5\u667a\u80fd\u8fd8\u53ef\u4ee5\u4e3a\u9a7e\u9a76\u5458\u63d0\u4f9b\u7535\u6c60\u5bff\u547d\u9884\u6d4b\u670d\u52a1\uff0c\u4f18\u5316\u9a7e\u9a76\u4f53\u9a8c\uff0c\u5b9e\u73b0\u66f4\u667a\u80fd\u7684\u9a7e\u9a76\u3002\u4e0d\u4ec5\u5982\u6b64\uff0c\u4eba\u5de5\u667a\u80fd\u5728\u65b0\u6750\u6599\u548c\u65b0\u7269\u8d28\u7684\u53d1\u73b0\u4e0a\u4e5f\u5c06\u5927\u6709\u53ef\u4e3a\uff0c\u6709\u671b\u63a8\u52a8\u7535\u6c60\u548c\u7535\u52a8\u6c7d\u8f66\u6280\u672f\u7684\u8fdb\u4e00\u6b65\u521b\u65b0\u3002<\/p>\n\n\n<div class=\"wp-block-msr-image-quote\">\n\t<div class=\"row\">\n\t\t<div class=\"col col-12 col-md-6 mb-2 mb-md-0 wp-block-msr-image-quote__image\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"300\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/Jiang-Bian_225x300.jpg\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/Jiang-Bian_225x300.jpg 225w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/Jiang-Bian_225x300-135x180.jpg 135w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/>\t\t<\/div>\n\t\t<div class=\"col col-12 col-md-6 mt-2 mt-md-0  wp-block-msr-image-quote__content\">\n\t\t\t<blockquote class=\"wp-block-quote text-gray-700 m-0 is-style-spectrum\">\n\t\t\t\t<p><em>\u201c\u9502\u7535\u6c60\u76ee\u524d\u4ecd\u7136\u5b58\u5728\u4e00\u4e9b\u95ee\u9898\u4e9f\u5f85\u89e3\u51b3\uff0c\u6211\u4eec\u9700\u8981\u4e00\u79cd\u5177\u6709\u66f4\u9ad8\u80fd\u91cf\u5bc6\u5ea6\u3001\u66f4\u5b89\u5168\u3001\u5faa\u73af\u5bff\u547d\u66f4\u957f\u4e14\u5bf9\u73af\u5883\u5f71\u54cd\u6700\u5c0f\u7684\u7535\u6c60\u3002\u901a\u8fc7\u4e0e\u65e5\u4ea7\u6c7d\u8f66\u7684\u6df1\u5165\u5408\u4f5c\uff0c\u6211\u4eec\u770b\u5230\u4eba\u5de5\u667a\u80fd\u5728\u7535\u52a8\u6c7d\u8f66\u9886\u57df\u8fd8\u6709\u66f4\u591a\u7684\u5e94\u7528\u53ef\u80fd\uff0c\u4f8b\u5982\uff0c\u901a\u8fc7\u7535\u6c60\u6750\u6599\u7ec4\u5408\u4f18\u5316\u63d0\u5347\u7535\u6c60\u6027\u80fd\u3001\u5e2e\u52a9\u53d1\u73b0\u65b0\u6750\u6599\u3001\u7535\u6c60\u7535\u6781\u5de5\u827a\u4f18\u5316\u7b49\u3002\u672a\u6765\uff0c\u6211\u4eec\u5e0c\u671b\u4e0e\u66f4\u591a\u884c\u4e1a\u4f19\u4f34\u5408\u4f5c\uff0c\u91ca\u653e\u4eba\u5de5\u667a\u80fd\u66f4\u5927\u7684\u884c\u4e1a\u6f5c\u80fd\u3002\u201d<\/em><\/p>\n\t\t\t\t\t\t\t\t\t<cite class=\"text-gray-600\"><em>\u8fb9\u6c5f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8d44\u6df1\u9996\u5e2d\u7814\u7a76\u5458<\/em><\/cite>\n\t\t\t\t\t\t\t<\/blockquote>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n<p>\u57fa\u4e8e\u5408\u4f5c\u53d6\u5f97\u7684\u521d\u6b65\u6210\u679c\uff0c\u65e5\u4ea7\u6c7d\u8f66\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8ba1\u5212\u8fdb\u4e00\u6b65\u6df1\u5316\u3001\u62d3\u5c55\u53cc\u65b9\u7684\u5408\u4f5c\u5173\u7cfb\uff0c\u5728\u63a8\u52a8\u6280\u672f\u8fdb\u6b65\u7684\u540c\u65f6\uff0c\u52a9\u529b\u53cc\u65b9\u5728\u5b9e\u73b0\u53ef\u6301\u7eed\u53d1\u5c55\u548c\u73af\u5883\u4fdd\u62a4\u65b9\u9762\u8fc8\u51fa\u66f4\u575a\u5b9e\u7684\u6b65\u4f10\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-5.jpg\" alt=\"Group photo in front of Microsoft Research Asia - Happy 25th Anniversary wall\" class=\"wp-image-1073625\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-5.jpg 1920w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-5-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-5-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-5-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-5-1536x864.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-5-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-5-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-5-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-5-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-5-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation-5-1280x720.jpg 1280w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u5927\u9593\u6566\u53f2\uff08\u4e2d\u95f4\uff09\u4e8e2024\u5e746\u6708\u8bbf\u95ee\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u671f\u95f4\u7559\u5f71<\/figcaption><\/figure>\n\n\n\n<p>\u672c\u6587\u7f16\u8bd1\u81ea\u5fae\u8f6f\u7814\u7a76\u9662\u535a\u5ba2\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/blog\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.microsoft.com\/en-us\/research\/blog\/data-driven-model-improves-accuracy-in-predicting-ev-battery-degradation\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u5728\u5168\u7403\u5411\u65b0\u80fd\u6e90\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e0b\uff0c\u7535\u52a8\u6c7d\u8f66\u7684\u666e\u53ca\u7387\u6b63\u4e0d\u65ad\u63d0\u5347\u3002\u7136\u800c\uff0c\u5728\u4eab\u53d7\u7535\u52a8\u6c7d\u8f66\u4fbf\u5229\u6027\u7684\u540c\u65f6\uff0c\u4f60\u662f\u5426\u4e5f\u5728\u62c5\u5fe7\u7535\u6c60\u7684\u7eed\u822a\u95ee\u9898\uff1f\u7535\u6c60\u7684\u6027\u80fd\u548c\u5bff\u547d\u4ee5\u53ca\u76f8\u5e94\u7684\u76d1\u6d4b\u3001\u7ef4\u62a4\u3001\u56de\u6536\u7b49\u76f8\u5173\u95ee\u9898\u4e5f\u540c\u6837\u56f0\u6270\u7740\u7535\u52a8\u6c7d\u8f66\u751f\u4ea7\u4f01\u4e1a\u3002\u800c\u4e14\u5982\u679c\u5e9f\u65e7\u7535\u6c60\u5728\u56de\u6536\u3001\u62c6\u89e3\u548c\u518d\u5229\u7528\u7684\u8fc7\u7a0b\u4e2d\u5904\u7406\u4e0d\u5f53\uff0c\u53ef\u80fd\u4f1a\u5bf9\u73af\u5883\u9020\u6210\u4e8c\u6b21\u6c61\u67d3\u3002 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