{"id":1779,"date":"2026-07-03T11:46:46","date_gmt":"2026-07-03T03:46:46","guid":{"rendered":"https:\/\/www.translab.top\/?p=1779"},"modified":"2026-07-03T11:46:50","modified_gmt":"2026-07-03T03:46:50","slug":"%e3%80%8cep48%c2%b7%e8%ae%ba%e6%96%87%e6%88%90%e6%9e%9c%e6%92%b7%e8%8b%b1%e3%80%8d-%e5%bd%93%e5%a4%a7%e6%a8%a1%e5%9e%8bllm%e9%81%87%e4%b8%8a%e4%ba%a4%e9%80%9a%e8%83%bd%e6%ba%90","status":"publish","type":"post","link":"https:\/\/www.translab.top\/index.php\/2026\/07\/03\/%e3%80%8cep48%c2%b7%e8%ae%ba%e6%96%87%e6%88%90%e6%9e%9c%e6%92%b7%e8%8b%b1%e3%80%8d-%e5%bd%93%e5%a4%a7%e6%a8%a1%e5%9e%8bllm%e9%81%87%e4%b8%8a%e4%ba%a4%e9%80%9a%e8%83%bd%e6%ba%90\/","title":{"rendered":"\u300cEP48\u00b7\u8bba\u6587\u6210\u679c\u64b7\u82f1\u300d \u2014\u2014 \u5f53\u5927\u6a21\u578b(LLM)\u9047\u4e0a\u4ea4\u901a\u80fd\u6e90\u878d\u5408\uff0c\u63ed\u79d8\u672a\u6765\u667a\u80fd\u4f4e\u78b3\u57ce\u5e02\u65b0\u8303\u5f0f"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"856\" height=\"440\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/1-1.png\" alt=\"\" class=\"wp-image-1787\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/1-1.png 856w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/1-1-300x154.png 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/1-1-768x395.png 768w\" sizes=\"auto, (max-width: 856px) 100vw, 856px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">2026\u5e747\u6708\uff0cTRANS\u8bfe\u9898\u7ec4\u6700\u65b0\u6210\u679c\u300aLarge Language Models for Transportation Energy Integration: A Functional Framework and Future Directions\u300b\u53d1\u8868\u4e8e\u80fd\u6e90\u9886\u57dfJCR\u4e00\u533a\u671f\u520a\u300aRenewable and Sustainable Energy Reviews\u300b\uff08\u5f71\u54cd\u56e0\u5b5018\uff09\u3002\u5f53\u524d\u4ea4\u901a\u4e0e\u5efa\u7b51\u9886\u57df\u5360\u636e\u4e86\u5168\u7403\u7ea655%\u7684\u80fd\u6e90\u6d88\u8017\u548c\u8fd150%\u7684\u78b3\u6392\u653e\u3002\u968f\u7740\u7535\u52a8\u51fa\u884c\u3001\u8f66\u7f51\u4e92\u52a8\uff08V2G\uff09\u53ca\u53ef\u518d\u751f\u80fd\u6e90\u7684\u53d1\u5c55\uff0c\u4ea4\u901a\u7f51\u7edc\u4e0e\u7535\u7f51\u3001\u5efa\u7b51\u7cfb\u7edf\u7684\u6df1\u5ea6\u8026\u5408\u2014\u2014\u5373\u4ea4\u901a\u80fd\u6e90\u878d\u5408\uff08Transportation Energy Integration, TEI\uff09\uff0c\u5df2\u6210\u4e3a\u5b9e\u73b0\u5168\u7403\u8131\u78b3\u7684\u5173\u952e\u8def\u5f84\u3002\u7136\u800c\uff0c\u9762\u5bf9\u6d77\u91cf\u5f02\u6784\u6570\u636e\u3001\u590d\u6742\u7684\u975e\u7ebf\u6027\u8026\u5408\u4ee5\u53ca\u4eba\u7c7b\u884c\u4e3a\u7684\u9ad8\u4e0d\u786e\u5b9a\u6027\uff0c\u4f20\u7edf\u8ba1\u7b97\u6a21\u578b\u9762\u4e34\u663e\u8457\u74f6\u9888\u3002\u8be5\u8bba\u6587\u9762\u5411\u4ea4\u901a\u4f4e\u78b3\u8f6c\u578b\u3001\u80fd\u6e90\u7cfb\u7edf\u534f\u540c\u4f18\u5316\u4e0e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u878d\u5408\u7684\u524d\u6cbf\u9700\u6c42\uff0c\u7cfb\u7edf\u68b3\u7406\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4ea4\u901a\u80fd\u6e90\u878d\u5408\u9886\u57df\u7684\u7814\u7a76\u8fdb\u5c55\uff0c\u5e76\u63d0\u51fa\u4e86\u201c\u611f\u77e5\u4e0e\u7406\u89e3\u2014\u9884\u6d4b\u4e0e\u63a8\u7406\u2014\u51b3\u7b56\u4e0e\u4f18\u5316\u201d\u7684\u4e09\u5c42\u529f\u80fd\u6846\u67b6\uff0c\u4e3a\u672a\u6765\u667a\u80fd\u4ea4\u901a\u80fd\u6e90\u7cfb\u7edf\u7814\u7a76\u63d0\u4f9b\u4e86\u7cfb\u7edf\u6027\u53c2\u8003\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\u4e3aTRANS\u8bfe\u9898\u7ec42025\u7ea7\u7855\u58eb\u751f\u9648\u6c38\u5065\uff0c\u901a\u8baf\u4f5c\u8005\u4e3a\u6b27\u58eb\u742a\u6559\u6388\uff0c\u5408\u4f5c\u4f5c\u8005\u5305\u62ecTRANS\u8bfe\u9898\u7ec42026\u7ea7\u535a\u58eb\u751f\u5415\u5fd7\u9686\u30012025\u7ea7\u535a\u58eb\u751f\u6768\u667a\u950b\u3001\u65e5\u672c\u4e1c\u5317\u5927\u5b66\u8c37\u6797\u548c\u9999\u6e2f\u7406\u5de5\u5927\u5b66\u9a6c\u73ae\u6559\u6388\u3002\u8be5\u7814\u7a76\u5f97\u5230\u4e86\u5e7f\u4e1c\u7701\u4eba\u624d\u5f15\u8fdb\u56e2\u961f\u9879\u76ee\u7684\u652f\u6301\u3002<br><\/strong><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1.&nbsp;&nbsp;&nbsp; \u8bba\u6587\u6458\u8981<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ea4\u901a\u80fd\u6e90\u878d\u5408\uff08Transportation Energy Integration, TEI\uff09\u7684\u6df1\u5ea6\u63a8\u8fdb\uff0c\u662f\u5b9e\u73b0\u5168\u7403\u8131\u78b3\u76ee\u6807\u7684\u91cd\u8981\u8def\u5f84\u3002\u4ea4\u901a\u4e0e\u5efa\u7b51\u90e8\u95e8\u7684\u80fd\u6e90\u6d88\u8d39\u548c\u4e8c\u6c27\u5316\u78b3\u6392\u653e\u5747\u5360\u5168\u7403\u603b\u91cf\u7684\u4e00\u534a\u4ee5\u4e0a\uff0c\u56e0\u6b64\u4e8c\u8005\u7684\u534f\u540c\u4f18\u5316\u5bf9\u4e8e\u53ef\u6301\u7eed\u53d1\u5c55\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u7136\u800c\uff0c\u9ad8\u6548\u5b9e\u73b0TEI\u4ecd\u9762\u4e34\u8bf8\u591a\u6311\u6218\uff0c\u5305\u62ec\u5982\u4f55\u5904\u7406\u6d77\u91cf\u3001\u5f02\u6784\u4e14\u975e\u7ed3\u6784\u5316\u7684\u6570\u636e\uff0c\u4f8b\u5982\u653f\u7b56\u6587\u672c\u548c\u4eba\u7c7b\u884c\u4e3a\u4fe1\u606f\uff1b\u5982\u4f55\u523b\u753b\u4ea4\u901a\u3001\u7535\u7f51\u4e0e\u5efa\u7b51\u7cfb\u7edf\u4e4b\u95f4\u590d\u6742\u7684\u975e\u7ebf\u6027\u8026\u5408\u5173\u7cfb\uff1b\u4ee5\u53ca\u5982\u4f55\u5e94\u5bf9\u9a7e\u9a76\u884c\u4e3a\u548c\u53ef\u518d\u751f\u80fd\u6e90\u6ce2\u52a8\u6240\u5e26\u6765\u7684\u9ad8\u5ea6\u51b3\u7b56\u4e0d\u786e\u5b9a\u6027\u3002\u4f20\u7edf\u6a21\u578b\u5728\u5904\u7406\u4e0a\u8ff0\u95ee\u9898\u65f6\u5f80\u5f80\u5b58\u5728\u4e00\u5b9a\u5c40\u9650\u3002\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Models, LLMs\uff09\u4e3a\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u63d0\u4f9b\u4e86\u65b0\u7684\u6280\u672f\u8303\u5f0f\u3002\u4f9d\u6258\u5176\u5f3a\u5927\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u3001\u8de8\u6a21\u6001\u878d\u5408\u548c\u590d\u6742\u63a8\u7406\u80fd\u529b\uff0cLLMs\u5728\u89e3\u6790\u975e\u7ed3\u6784\u5316\u6587\u672c\u3001\u6a21\u62df\u590d\u6742\u4eba\u7c7b\u884c\u4e3a\u65b9\u9762\u5c55\u73b0\u51fa\u72ec\u7279\u6f5c\u529b\uff0c\u4f8b\u5982\u5bf9\u9a7e\u9a76\u9009\u62e9\u548c\u5145\u7535\u884c\u4e3a\u7684\u5efa\u6a21\u3002\u968f\u77402022\u5e74ChatGPT\u7684\u7a81\u7834\u6027\u53d1\u5c55\uff0cLLM\u2013TEI\u76f8\u5173\u7814\u7a76\u4e8e2023\u5e74\u5f00\u59cb\u5174\u8d77\uff0c\u5e76\u5728\u968f\u540e\u5feb\u901f\u589e\u957f\u3002\u672c\u6587\u7cfb\u7edf\u7efc\u8ff0\u4e86\u622a\u81f32025\u5e74\u53d1\u8868\u768482\u9879\u76f8\u5173\u7814\u7a76\uff0c\u5e76\u63d0\u51fa\u4e86\u201c\u611f\u77e5\u2014\u63a8\u7406\u2014\u51b3\u7b56\u201d\u4e09\u5c42\u529f\u80fd\u6846\u67b6\uff0c\u7528\u4ee5\u7cfb\u7edf\u523b\u753bLLMs\u5728TEI\u4e2d\u7684\u4f5c\u7528\u3002\u7efc\u8ff0\u7ed3\u679c\u8868\u660e\uff0cLLMs\u5728TEI\u751f\u6001\u7cfb\u7edf\u4e2d\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u6f5c\u529b\uff0c\u5176\u5e94\u7528\u573a\u666f\u6db5\u76d6\u4ece\u57fa\u7840\u4ea4\u901a\u611f\u77e5\u5230\u8de8\u9886\u57df\u7cfb\u7edf\u4f18\u5316\u7684\u591a\u4e2a\u73af\u8282\uff0c\u5305\u62ec\u653f\u7b56\u89e3\u6790\u3001\u884c\u4e3a\u4eff\u771f\u548c\u5b9e\u65f6\u8c03\u5ea6\u7b49\u3002\u6700\u540e\uff0c\u672c\u6587\u8fdb\u4e00\u6b65\u8bc6\u522b\u4e86\u56db\u4e2a\u4f18\u5148\u7814\u7a76\u65b9\u5411\uff1a\u53d1\u5c55\u9762\u5411\u7269\u7406\u4e16\u754c\u7406\u89e3\u7684\u591a\u6a21\u6001\u611f\u77e5\u80fd\u529b\uff0c\u6784\u5efa\u9762\u5411\u9ad8\u98ce\u9669\u51b3\u7b56\u7684\u56e0\u679c\u63a8\u7406\u80fd\u529b\uff0c\u63a8\u52a8\u9762\u5411\u52a8\u6001\u9002\u5e94\u7684\u6301\u7eed\u5b66\u4e60\u673a\u5236\uff0c\u4ee5\u53ca\u8bbe\u8ba1\u9762\u5411\u8fb9\u7f18\u667a\u80fd\u7684\u8f7b\u91cf\u5316\u6a21\u578b\u67b6\u6784\u3002\u603b\u4f53\u800c\u8a00\uff0c\u672c\u6587\u4e3a\u63a8\u8fdb\u66f4\u52a0\u667a\u80fd\u3001\u66f4\u5177\u97e7\u6027\u7684\u4ea4\u901a\u80fd\u6e90\u878d\u5408\u7cfb\u7edf\u63d0\u4f9b\u4e86\u7cfb\u7edf\u6027\u7684\u7814\u7a76\u8def\u7ebf\u56fe\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2.&nbsp;&nbsp;&nbsp; \u7efc\u8ff0\u6846\u67b6<\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1269\" height=\"1236\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/2-1.png\" alt=\"\" class=\"wp-image-1788\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/2-1.png 1269w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/2-1-300x292.png 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/2-1-1024x997.png 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/2-1-768x748.png 768w\" sizes=\"auto, (max-width: 1269px) 100vw, 1269px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe LLM\u5728TEI\u4e2d\u7684\u4e09\u5c42\u529f\u80fd\u6846\u67b6\u3002\u672c\u6587\u63a2\u8ba8\u4e86LLM\u5728TEI\u9886\u57df\u4e09\u4e2a\u5173\u952e\u4efb\u52a1\u4e2d\u7684\u8fdb\u5c55\uff1a\u611f\u77e5\u4e0e\u7406\u89e3\u3001\u9884\u6d4b\u4e0e\u63a8\u7406\uff0c\u4ee5\u53ca\u51b3\u7b56\u4e0e\u4f18\u5316<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3.&nbsp;&nbsp;&nbsp; \u7814\u7a76\u80cc\u666f\uff1a\u9762\u5411\u4f4e\u78b3\u8f6c\u578b\u7684\u4ea4\u901a\u80fd\u6e90\u878d\u5408\u53ca\u5176\u590d\u6742\u7cfb\u7edf\u6311\u6218<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5168\u7403\u78b3\u51cf\u6392\u548c\u80fd\u6e90\u7ed3\u6784\u8f6c\u578b\u80cc\u666f\u4e0b\uff0c\u4ea4\u901a\u7cfb\u7edf\u4e0e\u80fd\u6e90\u7cfb\u7edf\u4e4b\u95f4\u7684\u5173\u7cfb\u6b63\u5728\u53d1\u751f\u6df1\u523b\u53d8\u5316\u3002\u7535\u52a8\u6c7d\u8f66\u3001\u5145\u7535\u57fa\u7840\u8bbe\u65bd\u3001\u8f66\u7f51\u4e92\u52a8\uff08V2G\uff09\u3001\u53ef\u518d\u751f\u80fd\u6e90\u63a5\u5165\u4ee5\u53ca\u5efa\u7b51\u80fd\u6e90\u7ba1\u7406\u7b49\u6280\u672f\u7684\u53d1\u5c55\uff0c\u4f7f\u4ea4\u901a\u7cfb\u7edf\u4e0d\u518d\u53ea\u662f\u72ec\u7acb\u7684\u51fa\u884c\u7cfb\u7edf\uff0c\u800c\u9010\u6e10\u6f14\u53d8\u4e3a\u4e0e\u7535\u529b\u7cfb\u7edf\u3001\u5efa\u7b51\u7cfb\u7edf\u548c\u6570\u5b57\u57fa\u7840\u8bbe\u65bd\u9ad8\u5ea6\u8026\u5408\u7684\u590d\u6742\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ea4\u901a\u80fd\u6e90\u878d\u5408\uff08TEI\uff09\u5f3a\u8c03\u5c06\u7535\u52a8\u6c7d\u8f66\u3001\u5145\u7535\u8bbe\u65bd\u3001\u4ea4\u901a\u7f51\u7edc\u4e0e\u7535\u7f51\u3001\u5efa\u7b51\u80fd\u6e90\u3001\u50a8\u80fd\u548c\u53ef\u518d\u751f\u80fd\u6e90\u7cfb\u7edf\u8fdb\u884c\u534f\u540c\u5efa\u6a21\u4e0e\u4f18\u5316\u3002\u5176\u76ee\u6807\u662f\u5728\u4fdd\u969c\u4ea4\u901a\u670d\u52a1\u6c34\u5e73\u548c\u7528\u6237\u51fa\u884c\u4fbf\u5229\u6027\u7684\u540c\u65f6\uff0c\u63d0\u9ad8\u80fd\u6e90\u5229\u7528\u6548\u7387\uff0c\u964d\u4f4e\u7cfb\u7edf\u8fd0\u884c\u6210\u672c\uff0c\u5e76\u4fc3\u8fdb\u4ea4\u901a\u9886\u57df\u6df1\u5ea6\u8131\u78b3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u800c\uff0cTEI\u7cfb\u7edf\u5177\u6709\u663e\u8457\u7684\u8de8\u9886\u57df\u3001\u8de8\u5c3a\u5ea6\u548c\u52a8\u6001\u8026\u5408\u7279\u5f81\u3002\u5176\u7814\u7a76\u4e0e\u5e94\u7528\u9762\u4e34\u591a\u65b9\u9762\u6311\u6218\uff1a\u4e00\u662f\u4ea4\u901a\u6d41\u3001\u7535\u7f51\u8d1f\u8377\u3001\u5145\u7535\u884c\u4e3a\u3001\u653f\u7b56\u6587\u672c\u548c\u7528\u6237\u53cd\u9988\u7b49\u6570\u636e\u9ad8\u5ea6\u5f02\u6784\uff1b\u4e8c\u662f\u4ea4\u901a\u3001\u80fd\u6e90\u3001\u5efa\u7b51\u548c\u7528\u6237\u884c\u4e3a\u4e4b\u95f4\u5b58\u5728\u590d\u6742\u7684\u975e\u7ebf\u6027\u5173\u7cfb\uff1b\u4e09\u662f\u7cfb\u7edf\u8c03\u5ea6\u4e0e\u51b3\u7b56\u9700\u8981\u540c\u65f6\u517c\u987e\u6210\u672c\u3001\u6548\u7387\u3001\u7a33\u5b9a\u6027\u3001\u97e7\u6027\u548c\u7528\u6237\u504f\u597d\u7b49\u591a\u91cd\u76ee\u6807\u3002\u4f20\u7edf\u5efa\u6a21\u65b9\u6cd5\u5728\u5904\u7406\u975e\u7ed3\u6784\u5316\u4fe1\u606f\u3001\u523b\u753b\u590d\u6742\u884c\u4e3a\u548c\u652f\u6491\u52a8\u6001\u51b3\u7b56\u65b9\u9762\u4ecd\u5b58\u5728\u4e00\u5b9a\u5c40\u9650\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">4.&nbsp;&nbsp;&nbsp; \u5927\u8bed\u8a00\u6a21\u578b\u4e3aTEI\u63d0\u4f9b\u65b0\u7684\u667a\u80fd\u5316\u8303\u5f0f<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd1\u5e74\u6765\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u3001\u77e5\u8bc6\u62bd\u53d6\u3001\u8bed\u4e49\u63a8\u7406\u3001\u591a\u6a21\u6001\u878d\u5408\u3001\u5de5\u5177\u8c03\u7528\u548c\u667a\u80fd\u4f53\u6784\u5efa\u7b49\u65b9\u9762\u5c55\u73b0\u51fa\u5f3a\u5927\u80fd\u529b\u3002\u8fd9\u4e9b\u80fd\u529b\u4e0e\u4ea4\u901a\u80fd\u6e90\u878d\u5408\u9762\u4e34\u7684\u5173\u952e\u95ee\u9898\u5177\u6709\u8f83\u9ad8\u5951\u5408\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u9762\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5904\u7406\u653f\u7b56\u6587\u4ef6\u3001\u6280\u672f\u62a5\u544a\u3001\u7528\u6237\u8bc4\u8bba\u3001\u793e\u4ea4\u5a92\u4f53\u6587\u672c\u7b49\u975e\u7ed3\u6784\u5316\u4fe1\u606f\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u53ef\u5206\u6790\u3001\u53ef\u5efa\u6a21\u7684\u77e5\u8bc6\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u7ed3\u5408\u4ea4\u901a\u6d41\u3001\u7535\u7f51\u8d1f\u8377\u3001\u5929\u6c14\u3001\u4e8b\u4ef6\u548c\u884c\u4e3a\u6570\u636e\uff0c\u8f85\u52a9\u5f00\u5c55\u9884\u6d4b\u3001\u63a8\u7406\u548c\u573a\u666f\u6a21\u62df\u3002\u6b64\u5916\uff0c\u501f\u52a9\u5de5\u5177\u8c03\u7528\u548c\u667a\u80fd\u4f53\u673a\u5236\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u8fd8\u53ef\u4ee5\u4e0e\u4ea4\u901a\u4eff\u771f\u3001\u80fd\u6e90\u5efa\u6a21\u548c\u4f18\u5316\u6c42\u89e3\u5de5\u5177\u76f8\u7ed3\u5408\uff0c\u652f\u6301\u590d\u6742\u7cfb\u7edf\u7684\u8c03\u5ea6\u548c\u51b3\u7b56\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8e\u8fd9\u4e00\u6280\u672f\u80cc\u666f\uff0c\u8bba\u6587\u7cfb\u7edf\u56de\u987e\u4e8682\u7bc7\u76f8\u5173\u7814\u7a76\uff0c\u6784\u5efa\u4e86\u9762\u5411\u4ea4\u901a\u80fd\u6e90\u878d\u5408\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u6846\u67b6\uff0c\u5e76\u4ece\u529f\u80fd\u5c42\u6b21\u548c\u5e94\u7528\u573a\u666f\u5bf9\u73b0\u6709\u7814\u7a76\u8fdb\u884c\u4e86\u5f52\u7eb3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1302\" height=\"883\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/3.png\" alt=\"\" class=\"wp-image-1789\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/3.png 1302w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/3-300x203.png 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/3-1024x694.png 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/3-768x521.png 768w\" sizes=\"auto, (max-width: 1302px) 100vw, 1302px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe \u5927\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u4ea4\u901a\u80fd\u6e90\u878d\u5408\u57fa\u7840\u67b6\u6784<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">5.&nbsp;&nbsp;&nbsp; \u6838\u5fc3\u6846\u67b6\uff1a\u611f\u77e5\u4e0e\u7406\u89e3\u3001\u9884\u6d4b\u4e0e\u63a8\u7406\u3001\u51b3\u7b56\u4e0e\u4f18\u5316<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u56e2\u961f\u521b\u65b0\u6027\u5730\u6784\u5efa\u4e86LLM\u5728TEI\u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u4e09\u5c42\u529f\u80fd\u6846\u67b6\uff0c\u5168\u9762\u89e3\u6790\u4e86\u5176\u6280\u672f\u8d4b\u80fd\u8def\u5f84\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>1. \u611f\u77e5\u4e0e\u7406\u89e3 (Perception and Understanding)<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u611f\u77e5\u4e0e\u7406\u89e3\u662f\u667a\u80fdTEI\u7cfb\u7edf\u7684\u57fa\u7840\u3002\u4ea4\u901a\u80fd\u6e90\u878d\u5408\u6d89\u53ca\u5927\u91cf\u7ed3\u6784\u5316\u4e0e\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u5305\u62ec\u4ea4\u901a\u4f20\u611f\u5668\u6570\u636e\u3001\u7535\u7f51\u8fd0\u884c\u6570\u636e\u3001\u5efa\u7b51\u80fd\u8017\u6570\u636e\u3001\u653f\u7b56\u6587\u4ef6\u3001\u6280\u672f\u6807\u51c6\u548c\u516c\u4f17\u53cd\u9988\u7b49\u3002\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u4f5c\u4e3a\u901a\u7528\u6570\u636e\u89e3\u91ca\u5668\uff0c\u5c06\u81ea\u7136\u8bed\u8a00\u9700\u6c42\u8f6c\u5316\u4e3a\u6570\u636e\u5e93\u67e5\u8be2\u3001\u6570\u636e\u5904\u7406\u811a\u672c\u6216\u4eff\u771f\u914d\u7f6e\u6587\u4ef6\uff0c\u4ece\u800c\u964d\u4f4e\u590d\u6742\u6570\u636e\u5206\u6790\u4e0e\u6a21\u578b\u6784\u5efa\u7684\u6280\u672f\u95e8\u69db\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6587\u672c\u7406\u89e3\u65b9\u9762\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u653f\u7b56\u89e3\u6790\u3001\u6280\u672f\u6587\u732e\u62bd\u53d6\u3001\u516c\u4f17\u60c5\u7eea\u8bc6\u522b\u548c\u7528\u6237\u8bc4\u8bba\u5206\u6790\u3002\u4f8b\u5982\uff0c\u6a21\u578b\u80fd\u591f\u4ece\u7535\u52a8\u6c7d\u8f66\u653f\u7b56\u6587\u4ef6\u4e2d\u63d0\u53d6\u8865\u8d34\u3001\u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\u548c\u5e02\u573a\u6fc0\u52b1\u7b49\u5173\u952e\u4fe1\u606f\uff0c\u4e5f\u80fd\u591f\u4ece\u5145\u7535\u7ad9\u8bc4\u8bba\u6216\u793e\u4ea4\u5a92\u4f53\u6587\u672c\u4e2d\u8bc6\u522b\u7528\u6237\u5bf9\u5145\u7535\u4fbf\u5229\u6027\u3001\u6392\u961f\u65f6\u95f4\u548c\u670d\u52a1\u8d28\u91cf\u7684\u611f\u77e5\u3002\u8fd9\u4e9b\u4fe1\u606f\u4e3a\u8fdb\u4e00\u6b65\u7406\u89e3\u7528\u6237\u884c\u4e3a\u3001\u8bc4\u4f30\u653f\u7b56\u5f71\u54cd\u548c\u4f18\u5316\u7cfb\u7edf\u89c4\u5212\u63d0\u4f9b\u4e86\u91cd\u8981\u652f\u6491\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u591a\u6a21\u6001\u4fe1\u606f\u878d\u5408\u65b9\u9762\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u4e5f\u5177\u5907\u8fde\u63a5\u6587\u672c\u3001\u56fe\u50cf\u3001\u4f20\u611f\u5668\u548c\u65f6\u5e8f\u6570\u636e\u7684\u6f5c\u529b\u3002\u672a\u6765\uff0c\u4ea4\u901a\u4e8b\u6545\u89c6\u9891\u3001\u8f66\u8054\u7f51\uff08Vehicle-to-X, V2X\uff09\u4fe1\u606f\u3001\u9053\u8def\u72b6\u6001\u3001\u8bbe\u5907\u544a\u8b66\u548c\u7535\u7f51\u8fd0\u884c\u6570\u636e\u53ef\u4ee5\u88ab\u7edf\u4e00\u7eb3\u5165\u7cfb\u7edf\u611f\u77e5\u6846\u67b6\uff0c\u4ece\u800c\u5f62\u6210\u66f4\u52a0\u5168\u9762\u7684\u4ea4\u901a\u80fd\u6e90\u8fd0\u884c\u72b6\u6001\u8ba4\u77e5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1269\" height=\"335\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/4.jpg\" alt=\"\" class=\"wp-image-1791\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/4.jpg 1269w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/4-300x79.jpg 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/4-1024x270.jpg 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/4-768x203.jpg 768w\" sizes=\"auto, (max-width: 1269px) 100vw, 1269px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe \u611f\u77e5\u4e0e\u7406\u89e3\uff1a\u4ece\u591a\u6e90\u4fe1\u606f\u4e2d\u63d0\u53d6\u77e5\u8bc6<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>2. \u9884\u6d4b\u4e0e\u63a8\u7406 (Prediction and Reasoning)<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5b8c\u6210\u591a\u6e90\u4fe1\u606f\u7406\u89e3\u4e4b\u540e\uff0cTEI\u7cfb\u7edf\u9700\u8981\u8fdb\u4e00\u6b65\u5bf9\u672a\u6765\u72b6\u6001\u548c\u590d\u6742\u884c\u4e3a\u8fdb\u884c\u9884\u6d4b\u4e0e\u63a8\u7406\u3002\u8bba\u6587\u6307\u51fa\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u77e5\u8bc6\u589e\u5f3a\u3001\u5c11\u6837\u672c\u5b66\u4e60\u548c\u8bed\u4e49\u4fe1\u606f\u878d\u5408\uff0c\u63d0\u5347\u4ea4\u901a\u80fd\u6e90\u7cfb\u7edf\u4e2d\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u548c\u884c\u4e3a\u5efa\u6a21\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u65b9\u9762\uff0c\u4ea4\u901a\u6d41\u3001\u7535\u7f51\u8d1f\u8377\u3001\u5145\u7535\u9700\u6c42\u3001\u53ef\u518d\u751f\u80fd\u6e90\u51fa\u529b\u548c\u78b3\u6392\u653e\u7b49\u53d8\u91cf\u901a\u5e38\u53d7\u5230\u5929\u6c14\u3001\u8282\u5047\u65e5\u3001\u7a81\u53d1\u4e8b\u4ef6\u3001\u653f\u7b56\u53d8\u5316\u548c\u5e02\u573a\u4ef7\u683c\u7b49\u56e0\u7d20\u5f71\u54cd\u3002\u4f20\u7edf\u9884\u6d4b\u6a21\u578b\u5f80\u5f80\u4e3b\u8981\u4f9d\u8d56\u7ed3\u6784\u5316\u6570\u503c\u6570\u636e\uff0c\u800c\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u5f15\u5165\u6587\u672c\u548c\u4e8b\u4ef6\u4fe1\u606f\uff0c\u4ece\u8bed\u4e49\u5c42\u9762\u8865\u5145\u9884\u6d4b\u6a21\u578b\u7684\u5916\u90e8\u77e5\u8bc6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u884c\u4e3a\u5efa\u6a21\u65b9\u9762\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u6a21\u62df\u7528\u6237\u51fa\u884c\u3001\u9a7e\u9a76\u3001\u5145\u7535\u548c\u80fd\u6e90\u6d88\u8d39\u884c\u4e3a\u3002\u4e0e\u4f20\u7edf\u89c4\u5219\u6a21\u578b\u76f8\u6bd4\uff0cLLM\u9a71\u52a8\u7684\u884c\u4e3a\u6a21\u578b\u5177\u6709\u66f4\u5f3a\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u548c\u89e3\u91ca\u80fd\u529b\uff0c\u80fd\u591f\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u523b\u753b\u7528\u6237\u504f\u597d\u3001\u884c\u4e3a\u5f02\u8d28\u6027\u548c\u52a8\u6001\u51b3\u7b56\u8fc7\u7a0b\u3002\u8fd9\u5bf9\u4e8e\u7535\u52a8\u6c7d\u8f66\u5145\u7535\u8bbe\u65bd\u89c4\u5212\u3001V2G\u8c03\u5ea6\u3001\u4ea4\u901a\u9700\u6c42\u9884\u6d4b\u548c\u5efa\u7b51\u80fd\u6e90\u534f\u540c\u5206\u6790\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fdb\u4e00\u6b65\u5730\uff0c\u8bba\u6587\u8fd8\u5173\u6ce8\u4e86LLM\u667a\u80fd\u4f53\u5728TEI\u573a\u666f\u6a21\u62df\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\u3002\u901a\u8fc7\u6784\u5efa\u5177\u6709\u5f02\u8d28\u6027\u884c\u4e3a\u7279\u5f81\u7684\u667a\u80fd\u4f53\uff0c\u53ef\u4ee5\u6a21\u62df\u653f\u7b56\u8c03\u6574\u3001\u4ef7\u683c\u6fc0\u52b1\u3001\u5e02\u573a\u53d8\u5316\u548c\u57fa\u7840\u8bbe\u65bd\u5e03\u5c40\u5bf9\u4ea4\u901a\u80fd\u6e90\u7cfb\u7edf\u6f14\u5316\u7684\u5f71\u54cd\uff0c\u4e3a\u653f\u7b56\u5236\u5b9a\u548c\u7cfb\u7edf\u89c4\u5212\u63d0\u4f9b\u865a\u62df\u5b9e\u9a8c\u73af\u5883\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1269\" height=\"336\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/5.jpg\" alt=\"\" class=\"wp-image-1792\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/5.jpg 1269w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/5-300x79.jpg 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/5-1024x271.jpg 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/5-768x203.jpg 768w\" sizes=\"auto, (max-width: 1269px) 100vw, 1269px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe \u9884\u6d4b\u4e0e\u63a8\u7406\uff1a\u878d\u5408\u77e5\u8bc6\u4ee5\u8fdb\u884c\u72b6\u6001\u4e0e\u884c\u4e3a\u5efa\u6a21<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>3. \u51b3\u7b56\u4e0e\u4f18\u5316 (Decision-making and Optimization)<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u51b3\u7b56\u4e0e\u4f18\u5316\u662f\u5927\u8bed\u8a00\u6a21\u578b\u8d4b\u80fdTEI\u7684\u9ad8\u7ea7\u9636\u6bb5\u3002TEI\u7cfb\u7edf\u4e2d\u7684\u51b3\u7b56\u95ee\u9898\u901a\u5e38\u5177\u6709\u76ee\u6807\u591a\u5143\u3001\u7ea6\u675f\u590d\u6742\u548c\u573a\u666f\u52a8\u6001\u53d8\u5316\u7684\u7279\u70b9\u3002\u4f8b\u5982\uff0c\u667a\u80fd\u5145\u7535\u8c03\u5ea6\u9700\u8981\u540c\u65f6\u8003\u8651\u7528\u6237\u51fa\u884c\u9700\u6c42\u3001\u7535\u4ef7\u3001\u5145\u7535\u8bbe\u65bd\u72b6\u6001\u3001\u7535\u7f51\u8d1f\u8377\u548c\u7535\u6c60\u9000\u5316\uff1b\u4ea4\u901a\u4fe1\u53f7\u63a7\u5236\u9700\u8981\u517c\u987e\u901a\u884c\u6548\u7387\u3001\u80fd\u8017\u3001\u6392\u653e\u548c\u9053\u8def\u5b89\u5168\uff1b\u5e94\u6025\u54cd\u5e94\u5219\u9700\u8981\u5728\u4e0d\u786e\u5b9a\u73af\u5883\u4e0b\u5feb\u901f\u8bc6\u522b\u98ce\u9669\u5e76\u751f\u6210\u53ef\u6267\u884c\u7b56\u7565\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u6307\u51fa\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5728\u4e24\u7c7b\u4efb\u52a1\u4e2d\u53d1\u6325\u4f5c\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u4f5c\u4e3a\u51b3\u7b56\u652f\u6301\u52a9\u624b\uff0c\u5c06\u590d\u6742\u7cfb\u7edf\u72b6\u6001\u8f6c\u5316\u4e3a\u6613\u4e8e\u7406\u89e3\u7684\u5206\u6790\u7ed3\u679c\u548c\u7b56\u7565\u5efa\u8bae\uff0c\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u3001\u7cfb\u7edf\u8fd0\u8425\u8005\u548c\u653f\u7b56\u5236\u5b9a\u8005\u8fdb\u884c\u8f85\u52a9\u51b3\u7b56\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u4f5c\u4e3a\u4f18\u5316\u5efa\u6a21\u63a5\u53e3\uff0c\u5c06\u81ea\u7136\u8bed\u8a00\u4e2d\u7684\u76ee\u6807\u3001\u7ea6\u675f\u548c\u504f\u597d\u8f6c\u5316\u4e3a\u6570\u5b66\u4f18\u5316\u95ee\u9898\u6216\u53ef\u8c03\u7528\u7684\u6c42\u89e3\u6d41\u7a0b\u3002\u4f8b\u5982\uff0c\u7528\u6237\u63d0\u51fa\u201c\u5728\u4fdd\u8bc1\u660e\u65e9\u51fa\u884c\u9700\u6c42\u7684\u524d\u63d0\u4e0b\uff0c\u9009\u62e9\u7535\u4ef7\u8f83\u4f4e\u65f6\u6bb5\u5b8c\u6210\u8f66\u8f86\u5145\u7535\u201d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5c06\u8fd9\u4e00\u6a21\u7cca\u9700\u6c42\u8f6c\u5316\u4e3a\u660e\u786e\u7684\u76ee\u6807\u51fd\u6570\u3001\u7ea6\u675f\u6761\u4ef6\u548c\u8c03\u5ea6\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u5f3a\u8c03\u7684\u662f\uff0c<strong><u>\u8bba\u6587\u5e76\u4e0d\u4e3b\u5f20\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5b8c\u5168\u66ff\u4ee3\u4f20\u7edf\u4f18\u5316\u7b97\u6cd5\uff0c\u800c\u662f\u5f3a\u8c03\u4e00\u79cd\u534f\u540c\u8303\u5f0f<\/u><\/strong>\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u8d1f\u8d23\u8bed\u4e49\u7406\u89e3\u3001\u95ee\u9898\u5efa\u6a21\u3001\u504f\u597d\u89e3\u6790\u548c\u7b56\u7565\u751f\u6210\uff0c\u4f20\u7edf\u4f18\u5316\u5668\u3001\u4eff\u771f\u5668\u548c\u63a7\u5236\u7b97\u6cd5\u5219\u7ee7\u7eed\u627f\u62c5\u6570\u503c\u6c42\u89e3\u3001\u7269\u7406\u7ea6\u675f\u6821\u9a8c\u548c\u7cfb\u7edf\u6267\u884c\u4efb\u52a1\u3002<strong><u>\u8fd9\u79cd\u201c\u8bed\u8a00\u6a21\u578b + \u4e13\u4e1a\u5de5\u5177\u201d\u7684\u534f\u540c\u6a21\u5f0f\uff0c\u6709\u671b\u63d0\u5347\u590d\u6742TEI\u7cfb\u7edf\u7684\u667a\u80fd\u5316\u6c34\u5e73\u548c\u5e94\u7528\u53ef\u884c\u6027\u3002<\/u><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1269\" height=\"337\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/6.jpg\" alt=\"\" class=\"wp-image-1793\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/6.jpg 1269w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/6-300x80.jpg 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/6-1024x272.jpg 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/6-768x204.jpg 768w\" sizes=\"auto, (max-width: 1269px) 100vw, 1269px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe \u51b3\u7b56\u4e0e\u4f18\u5316\uff1a\u57fa\u4e8e\u8bed\u8a00\u53cd\u9988\u7684\u667a\u80fd\u8c03\u5ea6\u4e0e\u63a7\u5236<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">6.&nbsp;&nbsp;&nbsp; \u5173\u952e\u6311\u6218\uff1a\u4ece\u6f5c\u529b\u8d70\u5411\u53ef\u4fe1\u5e94\u7528<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c3d\u7ba1\u5927\u8bed\u8a00\u6a21\u578b\u5728\u4ea4\u901a\u80fd\u6e90\u878d\u5408\u4e2d\u5c55\u73b0\u51fa\u5e7f\u9614\u524d\u666f\uff0c\u4f46\u8bba\u6587\u4e5f\u6307\u51fa\uff0c\u5176\u5b9e\u9645\u5e94\u7528\u4ecd\u9762\u4e34\u591a\u65b9\u9762\u6311\u6218\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\u662f\u8de8\u57df\u6570\u636e\u4e92\u64cd\u4f5c\u95ee\u9898\u3002\u4ea4\u901a\u7cfb\u7edf\u548c\u80fd\u6e90\u7cfb\u7edf\u7684\u6570\u636e\u5728\u91c7\u96c6\u9891\u7387\u3001\u7a7a\u95f4\u7c92\u5ea6\u3001\u6570\u636e\u7ed3\u6784\u548c\u8bed\u4e49\u8868\u8fbe\u4e0a\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u5982\u4f55\u5efa\u7acb\u7edf\u4e00\u7684\u6570\u636e\u8868\u793a\u3001\u8bed\u4e49\u6807\u6ce8\u548c\u65f6\u7a7a\u5bf9\u9f50\u673a\u5236\uff0c\u662f\u5b9e\u73b0LLM\u9a71\u52a8TEI\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u6b21\u662f\u9690\u79c1\u4e0e\u5b89\u5168\u95ee\u9898\u3002\u667a\u80fd\u5145\u7535\u3001\u4e2a\u6027\u5316\u51fa\u884c\u3001V2G\u548c\u5efa\u7b51\u80fd\u6e90\u7ba1\u7406\u5747\u6d89\u53ca\u7528\u6237\u8f68\u8ff9\u3001\u9a7e\u9a76\u4e60\u60ef\u3001\u80fd\u8017\u8bb0\u5f55\u548c\u5145\u7535\u884c\u4e3a\u7b49\u654f\u611f\u4fe1\u606f\u3002\u672a\u6765\u7cfb\u7edf\u9700\u8981\u5728\u6570\u636e\u5229\u7528\u548c\u9690\u79c1\u4fdd\u62a4\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u5e76\u5f15\u5165\u5dee\u5206\u9690\u79c1\u3001\u5408\u6210\u6570\u636e\u3001\u52a0\u5bc6\u8ba1\u7b97\u548c\u5b89\u5168\u667a\u80fd\u4f53\u7b49\u6280\u672f\u624b\u6bb5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\u662f\u53ef\u9760\u6027\u4e0e\u53ef\u89e3\u91ca\u6027\u95ee\u9898\u3002\u4ea4\u901a\u80fd\u6e90\u7cfb\u7edf\u5c5e\u4e8e\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u9886\u57df\uff0c\u9519\u8bef\u51b3\u7b56\u53ef\u80fd\u5f71\u54cd\u9053\u8def\u5b89\u5168\u3001\u7535\u7f51\u7a33\u5b9a\u548c\u80fd\u6e90\u4f9b\u5e94\u3002\u56e0\u6b64\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5e7b\u89c9\u3001\u504f\u89c1\u548c\u9ed1\u7bb1\u7279\u5f81\u5fc5\u987b\u5f97\u5230\u6709\u6548\u63a7\u5236\u3002\u672a\u6765\u9700\u8981\u901a\u8fc7\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u56e0\u679c\u63a8\u7406\u3001\u6a21\u578b\u9a8c\u8bc1\u548c\u4eba\u673a\u534f\u540c\u5ba1\u67e5\u7b49\u65b9\u5f0f\u63d0\u9ad8\u7cfb\u7edf\u53ef\u4fe1\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u56db\u662f\u53ef\u6301\u7eed\u6027\u95ee\u9898\u3002TEI\u7684\u6838\u5fc3\u76ee\u6807\u662f\u8282\u80fd\u964d\u78b3\uff0c\u4f46\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u672c\u8eab\u4e5f\u4f1a\u4ea7\u751f\u663e\u8457\u8ba1\u7b97\u5f00\u9500\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002\u672a\u6765\u8bc4\u4ef7LLM\u5728TEI\u4e2d\u7684\u5e94\u7528\u4ef7\u503c\u65f6\uff0c\u4e0d\u4ec5\u9700\u8981\u5173\u6ce8\u4ea4\u901a\u548c\u80fd\u6e90\u7cfb\u7edf\u7684\u4f18\u5316\u6536\u76ca\uff0c\u4e5f\u5e94\u8003\u8651\u6a21\u578b\u81ea\u8eab\u7684\u80fd\u8017\u4e0e\u78b3\u6392\u653e\uff0c\u4ece\u7cfb\u7edf\u5168\u751f\u547d\u5468\u671f\u89d2\u5ea6\u8fdb\u884c\u7efc\u5408\u8bc4\u4f30\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2103\" height=\"1430\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/7.png\" alt=\"\" class=\"wp-image-1794\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/7.png 2103w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/7-300x204.png 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/7-1024x696.png 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/7-768x522.png 768w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/7-1536x1044.png 1536w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/7-2048x1393.png 2048w\" sizes=\"auto, (max-width: 2103px) 100vw, 2103px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe (a) \u8bad\u7ec3\u529f\u8017\u4e0e\u6a21\u578b\u53c2\u6570\u91cf\u5bf9\u6bd4\uff1a\u91c7\u7528\u5bf9\u6570\u5750\u6807\u5c55\u793a\u8017\u7535\u91cf\uff08\u5146\u74e6\u65f6\uff09\u4e0e\u6a21\u578b\u89c4\u6a21\uff08\u5341\u4ebf\u53c2\u6570\uff09\u7684\u5bf9\u5e94\u5173\u7cfb\uff1b\u7ea2\u8272\u865a\u7ebf\u4e3a\u53c2\u7167\u57fa\u51c6\uff0c\u5206\u522b\u5bf9\u5e94\u7f8e\u56fd\u5bb6\u5ead\u5e74\u5747\u8017\u7535\u91cf\u4e0e\u8be5\u5bb6\u5ead\u5341\u5e74\u7d2f\u8ba1\u8017\u7535\u91cf\u3002(b) \u8bad\u7ec3\u78b3\u6392\u653e\u4e0e\u6a21\u578b\u53c2\u6570\u91cf\u5bf9\u6bd4\uff1a\u5bf9\u6570\u5750\u6807\u4e0b\u5448\u73b0\u6a21\u578b\u4f53\u91cf\u4e0e\u603b\u4e8c\u6c27\u5316\u78b3\u6392\u653e\u91cf\uff08\u5428\uff09\u7684\u5173\u7cfb\uff1b\u7ea2\u8272\u865a\u7ebf\u5206\u522b\u7b49\u6548\u4e8e1\u8f86\u300110\u8f86\u3001100\u8f86\u4e58\u7528\u8f66\u5e74\u78b3\u6392\u653e<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">7.&nbsp;&nbsp;&nbsp; \u672a\u6765\u7814\u7a76\u84dd\u56fe<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8e\u73b0\u6709\u7814\u7a76\u8fdb\u5c55\u548c\u5173\u952e\u6311\u6218\uff0c\u8bba\u6587\u63d0\u51fa\u4e86\u56db\u4e2a\u672a\u6765\u7814\u7a76\u65b9\u5411\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\uff0c\u53d1\u5c55\u9762\u5411\u7269\u7406\u4e16\u754c\u7684\u591a\u6a21\u6001\u611f\u77e5\u80fd\u529b\u3002\u672a\u6765TEI\u7cfb\u7edf\u9700\u8981\u878d\u5408\u89c6\u9891\u3001\u8bed\u97f3\u3001\u4f20\u611f\u5668\u3001\u8bbe\u5907\u544a\u8b66\u3001\u6587\u672c\u548c\u65f6\u5e8f\u6570\u636e\uff0c\u6784\u5efa\u66f4\u52a0\u5b8c\u6574\u7684\u8fd0\u884c\u72b6\u6001\u8ba4\u77e5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\uff0c\u53d1\u5c55\u9762\u5411\u9ad8\u98ce\u9669\u51b3\u7b56\u7684\u56e0\u679c\u63a8\u7406\u80fd\u529b\u3002\u4ea4\u901a\u80fd\u6e90\u7cfb\u7edf\u4e2d\u7684\u5f88\u591a\u53d8\u91cf\u5b58\u5728\u5171\u540c\u5f71\u54cd\u56e0\u7d20\uff0c\u4ec5\u4f9d\u8d56\u76f8\u5173\u6027\u53ef\u80fd\u5bfc\u81f4\u9519\u8bef\u5224\u65ad\u3002\u672a\u6765\u6a21\u578b\u9700\u8981\u5177\u5907\u66f4\u5f3a\u7684\u56e0\u679c\u8bc6\u522b\u3001\u53cd\u4e8b\u5b9e\u5206\u6790\u548c\u98ce\u9669\u5f52\u56e0\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\uff0c\u53d1\u5c55\u6301\u7eed\u5b66\u4e60\u80fd\u529b\u3002\u4ea4\u901a\u9700\u6c42\u3001\u8f66\u8f86\u6280\u672f\u3001\u5145\u7535\u57fa\u7840\u8bbe\u65bd\u3001\u80fd\u6e90\u4ef7\u683c\u548c\u7528\u6237\u884c\u4e3a\u90fd\u4f1a\u6301\u7eed\u53d8\u5316\uff0cLLM\u9a71\u52a8\u7684TEI\u7cfb\u7edf\u9700\u8981\u80fd\u591f\u9002\u5e94\u65b0\u573a\u666f\u3001\u65b0\u653f\u7b56\u548c\u65b0\u8fd0\u884c\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u56db\uff0c\u53d1\u5c55\u8f7b\u91cf\u5316\u4e0e\u8fb9\u7f18\u90e8\u7f72\u80fd\u529b\u3002\u4ea4\u901a\u63a7\u5236\u3001\u8f66\u8f86\u80fd\u8017\u7ba1\u7406\u548c\u5c40\u90e8\u80fd\u6e90\u8c03\u5ea6\u7b49\u4efb\u52a1\u5177\u6709\u8f83\u9ad8\u5b9e\u65f6\u6027\u8981\u6c42\u3002\u901a\u8fc7\u6a21\u578b\u538b\u7f29\u3001\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u3001\u8fb9\u7f18\u8ba1\u7b97\u548c\u7aef\u8fb9\u4e91\u534f\u540c\uff0c\u53ef\u4ee5\u63a8\u52a8\u5927\u8bed\u8a00\u6a21\u578b\u4ece\u79bb\u7ebf\u5206\u6790\u8d70\u5411\u5b9e\u65f6\u5e94\u7528\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1619\" height=\"1174\" src=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/8.png\" alt=\"\" class=\"wp-image-1795\" srcset=\"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/8.png 1619w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/8-300x218.png 300w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/8-1024x743.png 1024w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/8-768x557.png 768w, https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/8-1536x1114.png 1536w\" sizes=\"auto, (max-width: 1619px) 100vw, 1619px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe LLM\u9a71\u52a8\u7684\u4ea4\u901a\u80fd\u6e90\u878d\u5408\u7684\u672a\u6765\u65b9\u5411<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">8.&nbsp;&nbsp;&nbsp; \u7ed3\u8bba\u4e0e\u5c55\u671b<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ea4\u901a\u80fd\u6e90\u878d\u5408\u662f\u5b9e\u73b0\u4ea4\u901a\u7cfb\u7edf\u6df1\u5ea6\u8131\u78b3\u548c\u57ce\u5e02\u80fd\u6e90\u7cfb\u7edf\u9ad8\u6548\u8fd0\u884c\u7684\u91cd\u8981\u65b9\u5411\u3002\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u4e3a\u7406\u89e3\u590d\u6742\u4fe1\u606f\u3001\u6a21\u62df\u52a8\u6001\u884c\u4e3a\u548c\u652f\u6491\u667a\u80fd\u51b3\u7b56\u63d0\u4f9b\u4e86\u65b0\u7684\u6280\u672f\u8def\u5f84\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7814\u7a76\u901a\u8fc7\u7cfb\u7edf\u7efc\u8ff0\u73b0\u6709\u6587\u732e\uff0c\u63d0\u51fa\u4e86\u9762\u5411\u4ea4\u901a\u80fd\u6e90\u878d\u5408\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4e09\u5c42\u529f\u80fd\u6846\u67b6\uff0c\u5e76\u8fdb\u4e00\u6b65\u603b\u7ed3\u4e86\u5173\u952e\u6311\u6218\u4e0e\u672a\u6765\u53d1\u5c55\u65b9\u5411\u3002\u672a\u6765\uff0c\u968f\u7740\u591a\u6a21\u6001\u611f\u77e5\u3001\u56e0\u679c\u63a8\u7406\u3001\u6301\u7eed\u5b66\u4e60\u548c\u8f7b\u91cf\u5316\u90e8\u7f72\u7b49\u6280\u672f\u4e0d\u65ad\u6210\u719f\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u6709\u671b\u6210\u4e3a\u8fde\u63a5\u4ea4\u901a\u3001\u80fd\u6e90\u3001\u5efa\u7b51\u3001\u7535\u7f51\u548c\u7528\u6237\u884c\u4e3a\u7684\u91cd\u8981\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\uff0c\u4e3a\u6784\u5efa\u4f4e\u78b3\u3001\u9ad8\u6548\u3001\u97e7\u6027\u548c\u53ef\u4fe1\u7684\u672a\u6765\u57ce\u5e02\u7cfb\u7edf\u63d0\u4f9b\u652f\u6491\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u539f\u6587\u94fe\u63a5\uff1a <\/strong><a href=\"https:\/\/doi.org\/10.1016\/j.rser.2026.117243\"><strong>https:\/\/doi.org\/10.1016\/j.rser.2026.117243<\/strong><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CITAION: Chen, Y., Ou, S. S., Lv, Z., Yang, Z., Gu, L., &amp; Ma, W. (2026). Large language models for transportation energy integration: A functional framework and future directions. Renewable and Sustainable Energy Reviews, 241, 117243. doi:10.1016\/j.rser.2026.117243<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u611f\u8c22\u60a8\u7684\u5173\u6ce8\uff0c\u656c\u8bf7\u671f\u5f85\u66f4\u591a\u56e2\u961f\u52a8\u6001\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u521d\u7a3f\uff1a\u9648\u6c38\u5065<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6392\u7248\uff1a\u9ad8\u4f1f\u654f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ec8\u5ba1\uff1a\u6b27\u58eb\u742a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2026\u5e747\u6708\uff0cTRANS\u8bfe\u9898\u7ec4\u6700\u65b0\u6210\u679c\u300aLarge Language Models for Transpor [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1787,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[61],"tags":[],"class_list":["post-1779","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-publications"],"blocksy_meta":[],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/www.translab.top\/wp-content\/uploads\/2026\/07\/1-1.png","_links":{"self":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/posts\/1779","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/comments?post=1779"}],"version-history":[{"count":2,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/posts\/1779\/revisions"}],"predecessor-version":[{"id":1796,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/posts\/1779\/revisions\/1796"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/media\/1787"}],"wp:attachment":[{"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/media?parent=1779"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/categories?post=1779"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.translab.top\/index.php\/wp-json\/wp\/v2\/tags?post=1779"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}