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\"\"<\/figure>\n\n\n\n

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WCX2026\uff08The WCX\u2122 2026 World Congress Experience\uff09\u662f\u7531\u56fd\u9645\u6c7d\u8f66\u5de5\u7a0b\u5b66\u4f1a\uff08SAE International, Society of Automotive Engineers International\uff09\u4e3b\u529e\u7684\u5168\u7403\u6c7d\u8f66\u79d1\u6280\u4f1a\u8bae\u66a8\u5c55\u4f1a\u3002SAE\u662f\u7f8e\u56fd\u53ca\u4e16\u754c\u6c7d\u8f66\u5de5\u4e1a\uff08\u5305\u62ec\u822a\u7a7a\u548c\u6d77\u6d0b\uff09\u9886\u57df\u4e2d\u6709\u91cd\u8981\u5f71\u54cd\u7684\u5b66\u672f\u56e2\u4f53\uff0c\u4e5f\u662f\u4e16\u754c\u4e0a\u6c7d\u8f66\u3001\u6d77\u6d0b\u548c\u822a\u7a7a\/\u822a\u5929\u8fd0\u8f93\u673a\u68b0\u6280\u672f\u4fe1\u606f\u7684\u91cd\u8981\u8d44\u6e90\u4e4b\u4e00\u3002SAE WCX2026\u662f\u8ba8\u8bba\u5168\u7403\u6c7d\u8f66\u751f\u6001\u7cfb\u7edf\u4e2d\u6d88\u8d39\u8005\u6307\u6807\u3001\u76d1\u7ba1\u6807\u51c6\u548c\u6280\u672f\u8fdb\u6b65\u7684\u6700\u65b0\u89c1\u89e3\u7684\u4f18\u79c0\u4f1a\u8bae\uff0c\u4e8e2026\u5e744\u670814\u65e5-2026\u5e744\u670816\u65e5\u5728\u7f8e\u56fd\u5bc6\u6b47\u6839\u5dde\u7684\u5e95\u7279\u5f8b\u5e02\u4e3e\u884c\u3002<\/p>\n\n\n\n

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01 \u544a\u522bToken\u7126\u8651\uff1a\u6821\u56ed\u56ed\u533a\u7528\u80fd\u884c\u4e3a\u6a21\u62df\u7684\u201c\u5927\u6a21\u578b\u84b8\u998f\uff0c\u5c0f\u6a21\u578b\u6267\u884c\u201d\u5b9e\u73b0\u8def\u5f84<\/h4>\n\n\n\n

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\"\"<\/figure>\n\n\n\n

\u8be5\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\u662fTRANS\u8bfe\u9898\u7ec42025\u7ea7\u535a\u58eb\u7814\u7a76\u751f\u6768\u667a\u950b\uff0c\u901a\u8baf\u4f5c\u8005\u662f\u6b27\u58eb\u742a\u6559\u6388\uff0c\u5176\u4ed6\u4f5c\u8005\u5305\u62ec2025\u7ea7\u7855\u58eb\u7814\u7a76\u751f\u9648\u6c38\u5065\u3002<\/p>\n\n\n\n

\u5f15\u7528\uff1a<\/strong>Yang, Z., Chen, Y., and Ou, S., “From LLM to Deep Learning: Efficient Simulation of Last-Mile Energy Behavior in Campus Communities,” WCX SAE World Congress Experience, Detroit, Michigan, United States, April 14, 2026,\u00a0https:\/\/doi.org\/10.4271\/2026-01-0461<\/a>.<\/p>\n\n\n\n

02 \u9a7e\u9a76\u4e60\u60ef\u5982\u4f55\u201c\u5077\u8d70\u201d\u4e86\u7535\u6c60\u5bff\u547d\uff1f\u2014\u2014\u57fa\u4e8e\u6d77\u91cf\u771f\u5b9e\u8f66\u8f86\u6570\u636e\u7684\u7535\u6c60\u5065\u5eb7\u5ea6\u884c\u4e3a\u7edf\u8ba1<\/h4>\n\n\n\n

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\"\"<\/figure>\n\n\n\n

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\u5f15\u7528\uff1a<\/strong>Liu, T., Jing, H., Zhu, J., Chen, Y., et al., “Behavioral Determinants of Electric Vehicle Battery Degradation: Evidence from Large-Scale Real-world Operations,” WCX SAE World Congress Experience, Detroit, Michigan, United States, April 14, 2026,\u00a0https:\/\/doi.org\/10.4271\/2026-01-0458<\/a>.<\/p>\n\n\n\n

03 \u4e91\u8fb9\u89e3\u8026\u4e0eTransformer\u5efa\u6a21\uff1a\u9762\u5411\u7535\u52a8\u6c7d\u8f66\u7535\u6c60\u5168\u751f\u547d\u5468\u671f\u7684\u9ad8\u7cbe\u5ea6\u5065\u5eb7\u7ba1\u7406\u6846\u67b6<\/h4>\n\n\n\n

    \u51c6\u786e\u4f30\u7b97\u7535\u6c60\u5065\u5eb7\u72b6\u6001\uff08SOH\uff09\u548c\u5269\u4f59\u4f7f\u7528\u5bff\u547d\uff08RUL\uff09\u662f\u5b9e\u73b0\u7535\u52a8\u6c7d\u8f66\u53ef\u6301\u7eed\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\u7684\u903b\u8f91\u57fa\u77f3\u3002\u672c\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u79cd\u4e13\u4e3a\u8f66\u8f7d\u90e8\u7f72\u8bbe\u8ba1\u7684\u4e91\u8fb9\u534f\u540c\u667a\u80fd\u6846\u67b6\uff08E-CCT\uff09\uff0c\u65e8\u5728\u89e3\u51b3\u7535\u6c60\u9000\u5316\u8fc7\u7a0b\u4e2d\u7684\u9ad8\u5ea6\u975e\u7ebf\u6027\u548c\u590d\u6742\u5efa\u6a21\u96be\u9898\u3002\u8be5\u6846\u67b6\u91c7\u7528\u57fa\u4e8eTransformer\u7684\u67b6\u6784\u6765\u6355\u6349\u7535\u6c60\u957f\u671f\u9000\u5316\u8f68\u8ff9 \u3002\u5176\u6838\u5fc3\u5728\u4e8e\u4efb\u52a1\u89e3\u8026\u7684\u8bbe\u8ba1\uff1a\u4e91\u7aef\u6a21\u578b\u91c7\u7528\u5168\u53c2\u6570\u914d\u7f6e\u4ee5\u786e\u4fdd\u9ad8\u7cbe\u5ea6\u7684RUL\u9884\u6d4b\uff1b\u800c\u8fb9\u7f18\u7aef\u6a21\u578b\u5219\u901a\u8fc7\u526a\u679d\u548c\u77e5\u8bc6\u84b8\u998f\u6280\u672f\u8fdb\u884c\u8f7b\u91cf\u5316\u5904\u7406\uff0c\u5b9e\u73b0\u4e86\u6beb\u79d2\u7ea7\u7684\u5b9e\u65f6SOH\u4f30\u7b97\uff0c\u4e14\u4ec5\u9700\u63d0\u53d64\u4e2a\u6838\u5fc3\u5065\u5eb7\u6307\u6807\u5373\u53ef\u5b8c\u6210\u9884\u6d4b\u3002\u901a\u8fc7\u5728\u516c\u5f00\u7684LFP\u7535\u6c60\u6570\u636e\u96c6\u4ee5\u53caNCM\u7535\u6c60\u6570\u636e\u96c6\u4e0a\u7684\u5e7f\u6cdb\u9a8c\u8bc1\uff0c\u8be5\u6846\u67b6\u5728SOH\u4f30\u7b97\u65b9\u9762\u7684\u5747\u65b9\u6839\u8bef\u5dee\uff08RMSE\uff09\u4ec5\u4e3a1.41%\uff0c\u5728RUL\u9884\u6d4b\u65b9\u9762\u7684RMSE\u4e3a2.59%\uff08\u7ea678\u4e2a\u5faa\u73af\uff09\uff0c\u6027\u80fd\u663e\u8457\u4f18\u4e8eCNN\u3001LSTM\u7b49\u4e3b\u6d41\u57fa\u51c6\u6a21\u578b\u3002\u8fd9\u79cd\u7ed3\u5408\u6df1\u5ea6\u5b66\u4e60\u5efa\u6a21\u4e0e\u4e91\u8fb9\u534f\u540c\u67b6\u6784\u7684\u65b9\u6cd5\uff0c\u4e3a\u7535\u52a8\u6c7d\u8f66\u7684\u5065\u5eb7\u611f\u77e5\u4e0e\u9884\u6d4b\u6027\u7ef4\u62a4\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u7cbe\u5ea6\u3001\u4f4e\u5ef6\u8fdf\u4e14\u5177\u5907\u826f\u597d\u6269\u5c55\u6027\u7684\u667a\u80fd\u5316\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u8be5\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\u662fTRANS\u8bfe\u9898\u7ec42025\u7ea7\u7855\u58eb\u7814\u7a76\u751f\u9ad8\u4f1f\u654f\uff0c\u901a\u8baf\u4f5c\u8005\u662f\u6b27\u58eb\u742a\u6559\u6388\uff0c\u5176\u4ed6\u4f5c\u8005\u5305\u62ec2026\u7ea7\u535a\u58eb\u7814\u7a76\u751f\u5415\u5fd7\u9686\u3002<\/p>\n\n\n\n

\u5f15\u7528\uff1a<\/strong>Gao, W., Lv, Z., and Ou, S., “Enabling Sustainable E-Mobility: An Edge\u2013Cloud Collaborative Framework for Battery Lifecycle Health Management in Electric Vehicles,” WCX SAE World Congress Experience, Detroit, Michigan, United States, April 14, 2026,\u00a0https:\/\/doi.org\/10.4271\/2026-01-0460<\/a>.<\/p>\n\n\n\n

04 \u751f\u6210\u5f0f\u667a\u80fd\u4f53\u5982\u4f55\u6a21\u62df\u793e\u533a\u4eba\u7fa4\u79fb\u52a8\u6027\u4e0e\u7528\u80fd\u884c\u4e3a\uff1f<\/h4>\n\n\n\n

\u5411\u53ef\u6301\u7eed\u4ea4\u901a\u4e0e\u80fd\u6e90\u7cfb\u7edf\u8f6c\u578b\uff0c\u96be\u70b9\u4e0d\u4ec5\u5728\u4e8e\u6280\u672f\u672c\u8eab\uff0c\u66f4\u5728\u4e8e\u6280\u672f\u5982\u4f55\u4e0e\u4eba\u7684\u884c\u4e3a\u4e92\u52a8\u3002\u4f20\u7edf\u6a21\u578b\u5f80\u5f80\u5c06\u5c45\u6c11\u7684\u51fa\u884c\u4e0e\u7528\u80fd\u51b3\u7b56\u7b80\u5316\u4e3a\u5e73\u5747\u5316\u6216\u5b8c\u5168\u7406\u6027\u7684\u53cd\u5e94\uff0c\u96be\u4ee5\u6355\u6349\u4e2a\u4f53\u5728\u771f\u5b9e\u60c5\u5883\u4e2d\u7684\u7ec6\u5fae\u5dee\u5f02\u3001\u5f02\u8d28\u6027\u4ee5\u53ca\u81ea\u9002\u5e94\u8c03\u6574\u80fd\u529b\u3002<\/p>\n\n\n\n

\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u7684HGA-Sim\u6846\u67b6\uff0c\u5c1d\u8bd5\u7528\u751f\u6210\u5f0f\u667a\u80fd\u4f53\uff08Generative Agent\uff09\u6765\u8865\u4e0a\u8fd9\u4e2a\u7f3a\u53e3\u3002\u5b83\u7684\u8bbe\u8ba1\u6709\u4e24\u4e2a\u5173\u952e\u70b9\uff1a\u4e00\u662f\u501f\u52a9\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u751f\u6210\u5177\u6709\u4e0d\u540c\u4eba\u683c\u80cc\u666f\u7684\u667a\u80fd\u4f53\uff0c\u8ba9\u5b83\u4eec\u5bf9\u73af\u5883\u53d8\u5316\u548c\u81ea\u8eab\u7ecf\u5386\u505a\u51fa\u66f4\u8d34\u8fd1\u771f\u4eba\u7684\u53cd\u5e94\uff1b\u4e8c\u662f\u91c7\u7528\u201c\u539f\u578b\u2014\u4e2a\u4f53\u201d\u5206\u5c42\u7ed3\u6784\uff0c\u4f7f\u8fd9\u79cd\u9ad8\u4fdd\u771f\u4eff\u771f\u5728\u793e\u533a\u5c3a\u5ea6\u4e0a\u4f9d\u7136\u8ba1\u7b97\u53ef\u884c\u3002<\/p>\n\n\n\n

\u5728\u4e00\u4e2a\u5305\u542b495\u4e2a\u667a\u80fd\u4f53\u7684\u793e\u533a\u6848\u4f8b\u4e2d\uff0c\u8be5\u6846\u67b6\u4e0d\u4ec5\u51c6\u786e\u518d\u73b0\u4e86\u5b8f\u89c2\u7684\u51fa\u884c\u4e0e\u7528\u7535\u6a21\u5f0f\uff0c\u5305\u62ec\u8d1f\u8377\u5cf0\u503c\u53ca\u5176\u65f6\u5e8f\u7279\u5f81\uff0c\u800c\u4e14\u4eff\u771f\u7ed3\u679c\u4e0e\u771f\u5b9e\u6570\u636e\u7684\u5747\u65b9\u6839\u8bef\u5dee\u4ec5\u4e3a0.1983\u3002\u8fd9\u4e00\u6846\u67b6\u63d0\u4f9b\u4e86\u4e00\u4e2a\u201c\u4eba\u5728\u73af\u201d\u7684\u865a\u62df\u6d4b\u8bd5\u73af\u5883\uff0c\u6709\u671b\u7528\u6765\u8bc4\u4f30\u4ea4\u901a\u4e0e\u80fd\u6e90\u653f\u7b56\u7684\u5b9e\u9645\u843d\u5730\u6548\u679c\uff0c\u51cf\u5c11\u524d\u671f\u51b3\u7b56\u4e2d\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u8be5\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\u662fTRANS\u8bfe\u9898\u7ec42025\u7ea7\u7855\u58eb\u7814\u7a76\u751f\u9648\u6c38\u5065\uff0c\u901a\u8baf\u4f5c\u8005\u662f\u6b27\u58eb\u742a\u6559\u6388\uff0c\u5176\u4ed6\u4f5c\u8005\u5305\u62ec2025\u7ea7\u535a\u58eb\u751f\u7814\u7a76\u751f\u6768\u667a\u950b\u3002<\/p>\n\n\n\n

\u5f15\u7528\uff1a<\/strong>Chen, Y., Yang, Z., and Ou, S., “Generative Agents for High-Fidelity Simulation of Community-Scale Mobility and Energy Behavior,” WCX SAE World Congress Experience, Detroit, Michigan, United States, April 14, 2026,\u00a0https:\/\/doi.org\/10.4271\/2026-01-0465<\/a>.<\/p>\n\n\n\n

05 \u653f\u7b56\u8d8a\u7a33\uff0c\u7535\u52a8\u8f66\u8dd1\u5f97\u8d8a\u5feb\uff1a\u4e2d\u7f8e\u6b27\u5e02\u573a\u4e3a\u4f55\u8d70\u51fa\u4e09\u6761\u8d5b\u9053<\/h4>\n\n\n\n

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\"\"<\/figure>\n\n\n\n

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\u5f15\u7528\uff1a<\/strong>Luo, W., Ou, S., Zhou, P., Wang, T., et al., “Assessing Plug-in Electric Vehicle Adoption: Methodologies, Policy Effects, and Diverging Market Pathways in China, the U.S., and Europe,” WCX SAE World Congress Experience, Detroit, Michigan, United States, April 14, 2026,\u00a0https:\/\/doi.org\/10.4271\/2026-01-0455<\/a>.<\/p>\n\n\n\n

06 \u5927\u8bed\u8a00\u6a21\u578b\u8d4b\u80fd\u4e0b\u7684\u5168\u7403\u7535\u6c60\u4f9b\u5e94\u94fe\u5206\u6790\uff1a\u4ece\u6d77\u91cf\u5f02\u6784\u8d44\u8baf\u5230\u7ed3\u6784\u5316\u77e5\u8bc6\u5efa\u6a21<\/h4>\n\n\n\n

\u5168\u7403\u5730\u7f18\u653f\u6cbb\u683c\u5c40\u7684\u5267\u70c8\u6ce2\u52a8\uff0c\u5bf9\u7535\u52a8\u6c7d\u8f66\u7535\u6c60\u4f9b\u5e94\u94fe\u7684\u97e7\u6027\u6784\u6210\u4e86\u4e25\u5cfb\u6311\u6218\u3002\u9488\u5bf9\u4f20\u7edf\u9759\u6001\u6570\u636e\u5e93\u5728\u54cd\u5e94\u4ea7\u4e1a\u52a8\u6001\u53d8\u5316\u65f6\u7684\u6ede\u540e\u6027\uff0c\u672c\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u81ea\u52a8\u5316\u6784\u5efa\u8303\u5f0f\u3002\u901a\u8fc7\u90e8\u7f72\u4e13\u4e1a\u5316\u722c\u866b\u4f53\u7cfb\uff0c\u5b9e\u65f6\u6355\u6349\u5168\u7403\u6d77\u91cf\u884c\u4e1a\u8d44\u8baf\uff0c\u5e76\u6838\u5fc3\u5f15\u5165\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8fdb\u884c\u6df1\u5c42\u8bed\u4e49\u89e3\u6790\uff0c\u5b9e\u73b0\u4e86\u4ece\u6d77\u91cf\u975e\u7ed3\u6784\u5316\u6587\u672c\u4e2d\u7cbe\u51c6\u63d0\u53d6\u4f01\u4e1a\u5b9e\u4f53\u3001\u751f\u4ea7\u8bbe\u65bd\u53ca\u4ea7\u80fd\u5206\u5e03\u7b49\u5173\u952e\u8981\u7d20\u3002\u672c\u7cfb\u7edf\u4e0d\u4ec5\u653b\u514b\u4e86\u591a\u8bed\u79cd\u73af\u5883\u4e0b\u4ea7\u4e1a\u5173\u8054\u6eaf\u6e90\u7684\u96be\u9898\uff0c\u5176\u8bed\u4e49\u53bb\u91cd\u6846\u67b6\u66f4\u5728\u5b9e\u9a8c\u4e2d\u8fbe\u5230\u4e8686.3%\u7684\u67e5\u5168\u7387\u3002\u76ee\u524d\uff0c\u7cfb\u7edf\u5df2\u6df1\u5ea6\u5904\u740620\u4e07\u7ea7\u884c\u4e1a\u62a5\u544a\uff0c\u8986\u76d6\u5168\u74035,000\u4f59\u5bb6\u6838\u5fc3\u4f01\u4e1a\uff0c\u4e3a\u52a8\u8361\u73af\u5883\u4e0b\u7684\u4ea7\u4e1a\u900f\u660e\u5ea6\u63d0\u5347\u4e0e\u6570\u636e\u9a71\u52a8\u51b3\u7b56\u63d0\u4f9b\u4e86\u5173\u952e\u7684\u6280\u672f\u652f\u6491\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u8be5\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\u662fTRNAS\u8bfe\u9898\u7ec42023\u7ea7\u672c\u79d1\u751f\u6731\u5cfb\u6850\uff0c\u901a\u8baf\u4f5c\u8005\u662f\u6b27\u58eb\u742a\u6559\u6388\uff0c\u5176\u4ed6\u4f5c\u8005\u5305\u62ec\u963f\u7f8e\u516c\u53f8\u7684\u4f55\u946b\u6559\u6388\uff0c2023\u7ea7\u672c\u79d1\u751f\u7f57\u709c\uff0c2022\u7ea7\u672c\u79d1\u751f\u5f20\u7fd4\uff0c2025\u7ea7\u535a\u58eb\u751f\u6768\u667a\u950b\u3002<\/p>\n\n\n\n

\u5f15\u7528\uff1a<\/strong>Zhu, J., Luo, W., Zhang, X., Yang, Z., et al., “A Large Language Model-Based Database for Analyzing the Battery Critical Minerals Supply Chain,” WCX SAE World Congress Experience, Detroit, Michigan, United States, April 14, 2026,\u00a0https:\/\/doi.org\/10.4271\/2026-01-0471<\/a>.<\/p>\n\n\n\n

\u64b0\u7a3f\uff1a\u5468\u76fc<\/p>\n\n\n\n

\u6392\u7248\uff1a\u9ad8\u4f1f\u654f<\/p>\n\n\n\n

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