{"id":28223,"date":"2025-04-28T17:28:40","date_gmt":"2025-04-28T09:28:40","guid":{"rendered":"http:\/\/192.168.10.115\/?p=28223"},"modified":"2025-04-28T17:28:40","modified_gmt":"2025-04-28T09:28:40","slug":"2025-04-28-%e5%bc%80%e6%ba%90%ef%bd%9c%e4%b8%8a%e6%b5%b7ailab%ef%bc%9a%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%e4%bb%bf%e7%9c%9f%e5%b9%b3%e5%8f%b0limsim-series%ef%bc%8c%e5%85%bc%e5%ae%b9%e7%ab%af","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/04\/28\/28223\/","title":{"rendered":"2025-04-28  \u5f00\u6e90\uff5c\u4e0a\u6d77AILab\uff1a\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u5e73\u53f0LimSim Series\uff0c\u517c\u5bb9\u7aef\u5230\u7aef\/\u77e5\u8bc6\u9a71\u52a8\/\u6a21\u5757\u5316\u6280\u672f\u8def\u7ebf"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/1897728451319940775\">https:\/\/zhuanlan.zhihu.com\/p\/1897728451319940775<\/a><\/p>\n\n\n\n<p><strong>\u5bfc\u8bfb<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u968f\u7740\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u5feb\u901f\u53d1\u5c55\uff0c\u6709\u6548\u7684\u4eff\u771f\u73af\u5883\u6210\u4e3a\u9a8c\u8bc1\u4e0e\u589e\u5f3a\u8fd9\u4e9b\u7cfb\u7edf\u7684\u5173\u952e\u3002\u6765\u81ea\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u7684\u7814\u7a76\u56e2\u961f\u63a8\u51fa\u4e86<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256737383&amp;content_type=Article&amp;match_order=1&amp;q=LimSim+Series&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">LimSim Series<\/a>\u2014\u2014\u4e00\u4e2a\u9769\u547d\u6027\u7684\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u5e73\u53f0\uff0c\u5b83\u5de7\u5999\u89e3\u51b3\u4e86\u884c\u4e1a\u9762\u4e34\u7684\u4e09\u5927\u6311\u6218\uff1a\u4eff\u771f\u7cbe\u5ea6\u4e0e\u6301\u7eed\u65f6\u95f4\u7684\u5e73\u8861\u3001\u529f\u80fd\u6027\u4e0e\u5b9e\u7528\u6027\u7684\u51b2\u7a81\uff0c\u4ee5\u53ca\u8bc4\u4f30\u7cfb\u7edf\u7684\u5168\u9762\u6027\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u8bba\u6587\u9898\u76ee\uff1aLimSim Series: An Autonomous Driving Simulation Platform for Validation and Enhancement<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\uff1aDaocheng Fu, Naiting Zhong, Xu Han, Pinlong Cai, Licheng Wen, Song Mao, Botian Shi, Yu Qiao<\/p>\n\n\n\n<p>\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/arxiv.org\/pdf\/2502.09170\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/pdf\/2502.09170<\/a><\/p>\n\n\n\n<p>\u8bba\u6587\u4ee3\u7801\uff1a<a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/github.com\/PJLab-ADG\/LimSim\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/PJLab-ADG\/LimSim<\/a><\/p>\n\n\n\n<p>LimSim Series \u662f\u5bf9\u539f\u59cb LimSim \u7684\u5168\u9762\u5347\u7ea7\u548c\u6269\u5c55\uff0c\u5b83\u4e0d\u518d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u4ea4\u901a\u6a21\u62df\u5668\uff0c\u800c\u662f\u53d1\u5c55\u6210\u4e3a\u4e00\u4e2a\u4e13\u95e8\u652f\u6301\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u9a8c\u8bc1\u548c\u589e\u5f3a\u7684\u7efc\u5408\u5e73\u53f0\u3002\u4e3b\u8981\u5347\u7ea7\u4f53\u73b0\u5728\uff1a\u589e\u52a0\u4e86\u5bf9\u4e0d\u540c\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u8def\u7ebf\uff08\u6a21\u5757\u5316\u3001\u7aef\u5230\u7aef\u548c\u77e5\u8bc6\u9a71\u52a8\uff09\u7684\u5168\u9762\u652f\u6301\uff1b\u5f15\u5165\u4e86\u201c\u611f\u5174\u8da3\u533a\u57df\u201c(AoI)\u6982\u5ff5\u6765\u4f18\u5316\u8ba1\u7b97\u8d44\u6e90\u5206\u914d\uff1b\u589e\u5f3a\u4e86\u4e0e<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256737383&amp;content_type=Article&amp;match_order=1&amp;q=SUMO&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">SUMO<\/a>\u548c<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256737383&amp;content_type=Article&amp;match_order=1&amp;q=CARLA&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">CARLA<\/a>\u7b49\u73b0\u6709\u6a21\u62df\u5f15\u64ce\u7684\u8de8\u5e73\u53f0\u534f\u540c\u80fd\u529b\uff1b\u6dfb\u52a0\u4e86<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256737383&amp;content_type=Article&amp;match_order=1&amp;q=%E5%A4%9A%E6%A8%A1%E6%80%81%E5%A4%A7%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b<\/a>\u7684\u5e94\u7528\u652f\u6301\uff0c\u7279\u522b\u662f\u5728\u573a\u666f\u7406\u89e3\u548c\u51b3\u7b56\u5236\u5b9a\u65b9\u9762\uff1b\u5f00\u53d1\u4e86\u66f4\u52a0\u72ec\u7acb\u7684\u8f7b\u91cf\u7ea7\u5f15\u64ce\uff1b\u5b8c\u5584\u4e86\u4ea4\u4e92\u5f0f\u6a21\u62df\u7b56\u7565\uff0c\u66f4\u7cbe\u786e\u5730\u786e\u5b9a\u4f55\u65f6\u7531\u6a21\u62df\u5668\u63a7\u5236\u8f66\u8f86\u4ee5\u53ca\u4f55\u65f6\u5e94\u9075\u5faa\u771f\u5b9e\u4e16\u754c\u6570\u636e\u3002\u8fd9\u4e9b\u5347\u7ea7\u4f7fLimSim Series\u6210\u4e3a\u4e00\u4e2a\u80fd\u591f\u5e73\u8861\u6a21\u62df\u7cbe\u5ea6\u4e0e\u6301\u7eed\u65f6\u95f4\u3001\u529f\u80fd\u6027\u4e0e\u5b9e\u7528\u6027\uff0c\u5e76\u4e3a\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u63d0\u4f9b\u5408\u7406\u8bc4\u4f30\u7cfb\u7edf\u7684\u7efc\u5408\u5e73\u53f0\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>1\u3001\u7814\u7a76\u80cc\u666f<\/strong><\/h2>\n\n\n\n<p>\u5728\u8fd1\u671f\u667a\u80fd\u4ea4\u901a\u7814\u7a76\u9886\u57df\u4e2d\uff0c\u5728\u5c01\u95ed\u5faa\u73af\u4eff\u771f\u73af\u5883\u4e2d\u9a8c\u8bc1\u548c\u589e\u5f3a\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\uff08ADS\uff09\u5df2\u6210\u4e3a\u5173\u952e\u7126\u70b9\u3002\u8fd9\u7c7b\u73af\u5883\u63d0\u4f9b\u6570\u636e\u6536\u96c6\u3001\u6a21\u578b\u8bad\u7ec3\u548c\u6027\u80fd\u8bc4\u4f30\u7684\u8fde\u7eed\u5faa\u73af\uff0c\u901a\u8fc7\u63d0\u4f9b\u5b9d\u8d35\u7684\u53cd\u9988\u5faa\u73af\u6765\u6269\u5c55ADS\u7684\u80fd\u529b\u3002\u4ece\u65f6\u95f4\u7ef4\u5ea6\u6765\u770b\uff0c\u5c01\u95ed\u5faa\u73af\u73af\u5883\u4f7f\u51b3\u7b56\u548c\u89c4\u5212\u7684\u957f\u671f\u6027\u80fd\u63a2\u7d22\u6210\u4e3a\u53ef\u80fd\uff1b\u4ece\u7a7a\u95f4\u7ef4\u5ea6\u770b\uff0c\u5b83\u4eec\u63d0\u4f9b\u591a\u6837\u5316\u548c\u52a8\u6001\u7684\u573a\u666f\uff0c\u6709\u52a9\u4e8e\u53d1\u73b0\u8fb9\u7f18\u60c5\u51b5\uff1b\u4ece\u63a7\u5236\u8fde\u7eed\u6027\u89d2\u5ea6\u770b\uff0c\u5c01\u95ed\u5faa\u73af\u4eff\u771f\u8bc4\u4f30\u4e0d\u540c\u7cfb\u7edf\u6a21\u5757\u7684\u4ea4\u4e92\uff0c\u4ece\u800c\u63ed\u793a\u6f5c\u5728\u5f31\u70b9\u3002\u8fd9\u4f7f\u5f97\u5c01\u95ed\u5faa\u73af\u4eff\u771f\u5728\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u7684\u5f00\u53d1\u548c\u6539\u8fdb\u4e2d\u4e0d\u53ef\u6216\u7f3a\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u6784\u5efa\u6709\u6548\u7684\u95ed\u73af\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u5fc5\u987b\u5728\u771f\u5b9e\u6027\u3001\u7cfb\u7edf\u9700\u6c42\u548c\u6027\u80fd\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u5b9e\u73b0\u8fd9\u4e00\u70b9\u4e0d\u4ec5\u9700\u8981\u8bbe\u8ba1\u771f\u5b9e\u7684\u9a7e\u9a76\u573a\u666f\uff0c\u8fd8\u9700\u8981\u6ee1\u8db3\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u591a\u6837\u5316\u548c\u4e0d\u65ad\u53d1\u5c55\u7684\u9700\u6c42\u3002\u5f53\u524d\u7684\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u5e73\u53f0\u4ecd\u9762\u4e34\u51e0\u4e2a\u5173\u952e\u6311\u6218\uff1a\u9996\u5148\u662f\u5e73\u8861\u4eff\u771f\u7cbe\u5ea6\u4e0e\u6301\u7eed\u65f6\u95f4\u7684\u96be\u9898\u3002\u5176\u6b21\u662f\u529f\u80fd\u6027\u4e0e\u5b9e\u7528\u6027\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u7b2c\u4e09\u662f\u7f3a\u4e4f\u5168\u9762\u4e14\u5408\u7406\u7684\u8bc4\u4f30\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\u5e76\u8fdb\u4e00\u6b65\u63a8\u8fdb\u5c01\u95ed\u5faa\u73af\u73af\u5883\u4e2dADS\u7684\u9a8c\u8bc1\u548c\u589e\u5f3a\uff0c\u4f5c\u8005\u5f00\u53d1\u4e86LimSim Series\uff0c\u4e00\u4e2a\u7efc\u5408\u4eff\u771f\u5e73\u53f0\u3002\u901a\u8fc7\u6574\u5408\u6765\u81ea\u9053\u8def\u7f51\u7edc\u7684\u591a\u7c7b\u578b\u4fe1\u606f\uff0cLimSim Series\u901a\u8fc7\u7c7b\u4eba\u51b3\u7b56\u5236\u5b9a\u548c\u89c4\u5212\u7b97\u6cd5\u63a7\u5236\u80cc\u666f\u8f66\u8f86\uff0c\u4e3a\u7b97\u6cd5\u6d4b\u8bd5\u521b\u5efa\u903c\u771f\u7684\u9a7e\u9a76\u573a\u666f\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u5f15\u5165\u5174\u8da3\u533a\u57df\uff08AoI\uff09\u7684\u6982\u5ff5\u6765\u5e73\u8861\u4eff\u771f\u6548\u7387\u4e0e\u8d28\u91cf\uff0c\u4f18\u5316\u8ba1\u7b97\u8d44\u6e90\uff0c\u5e76\u5b9e\u73b0\u5b8f\u89c2-\u5fae\u89c2\u4ea4\u4e92\u4eff\u771f\u3002LimSim Series\u8fd8\u63d0\u4f9b\u5404\u79cd\u57fa\u51c6\u7b97\u6cd5\u548c\u7528\u6237\u53cb\u597d\u7684\u63a5\u53e3\uff0c\u4fc3\u8fdb\u5404\u79cdADS\u548c\u7b97\u6cd5\u7684\u5feb\u901f\u90e8\u7f72\u3002\u8fd9\u4e9b\u7279\u6027\u652f\u6301\u591a\u79cd\u6280\u672f\u7ba1\u9053\u7684\u7075\u6d3b\u9a8c\u8bc1\uff0c\u4f7f\u7814\u7a76\u4eba\u5458\u80fd\u591f\u9ad8\u6548\u6d4b\u8bd5\u4e0d\u540c\u6a21\u5757\u548c\u914d\u7f6e\u3002\u6b64\u5916\uff0cLimSim Series\u7eb3\u5165\u4e86\u591a\u7ef4\u8bc4\u4f30\u6307\u6807\uff0c\u4e3a\u7cfb\u7edf\u6027\u80fd\u63d0\u4f9b\u8be6\u7ec6\u89c1\u89e3\uff0c\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u5feb\u901f\u8bc6\u522b\u95ee\u9898\u548c\u6539\u8fdb\u9886\u57df\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic1.zhimg.com\/v2-a3b1a65c606b924ed7f15f7b997595aa_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aLimSim\u4eff\u771f\u5668<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2. <strong>LimSim\u4eff\u771f\u6846\u67b6<\/strong><\/h2>\n\n\n\n<p>\u672c\u6587\u63d0\u4f9b\u4e86\u4e00\u4e2a\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u7684\u7efc\u5408\u6846\u67b6\uff0c\u5305\u62ec\u591a\u4e2a\u5fc5\u8981\u6a21\u5757\uff08\u5982\u56fe2\u6240\u793a\uff09\uff0c\u4ee5\u652f\u6301\u4e0d\u540c\u6280\u672f\u7ba1\u9053\u7684\u90e8\u7f72\u3002\u4f5c\u8005\u63a5\u7740\u5206\u4eab\u4e86\u8bbe\u8ba1\u8fd9\u4e00\u6846\u67b6\u7684\u4e00\u4e9b\u8003\u8651\u548c\u89c1\u89e3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-37ffe235410691b6a17fd4e55995f2c1_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aLimSim\u4eff\u771f\u7cfb\u7edf<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.1 \u4eff\u771f\u6a21\u5757<\/strong><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9a7e\u9a76\u5f15\u64ce<\/strong><\/h3>\n\n\n\n<p>\u5728LimSim Series\u4e2d\uff0c\u4f5c\u8005\u975e\u5e38\u6ce8\u91cd\u72ec\u7acb\u6027\u548c\u4e0e\u73b0\u6709\u4eff\u771f\u5f15\u64ce\u7684\u517c\u5bb9\u6027\u95ee\u9898\u3002\u72ec\u7acb\u4eff\u771f\u5f15\u64ce\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u5141\u8bb8\u7528\u6237\u5b8c\u5168\u90e8\u7f72\u548c\u6d4b\u8bd5\u57fa\u4e8e\u8be5\u5e73\u53f0\u7684\u7b97\u6cd5\uff0c\u6709\u6548\u83b7\u53d6\u4eff\u771f\u8fc7\u7a0b\u7684\u6240\u6709\u52a8\u6001\u548c\u9759\u6001\u4fe1\u606f\u3002\u8fd9\u79cd\u5b8c\u5168\u8bbf\u95ee\u5bf9\u4e8e\u5728\u53d7\u63a7\u73af\u5883\u4e2d\u8bc4\u4f30\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u81f3\u5173\u91cd\u8981\u3002\u6b64\u5916\uff0cLimSim Series\u8bbe\u8ba1\u6210\u4e0e\u5e7f\u6cdb\u4f7f\u7528\u7684\u5f00\u6e90\u4eff\u771f\u5f15\u64ce\uff08\u5982SUMO\u548cCARLA\uff09\u65e0\u7f1d\u96c6\u6210\uff0c\u589e\u5f3a\u5176\u591a\u529f\u80fd\u6027\u3002\u901a\u8fc7\u63d0\u4f9b\u8de8\u5e73\u53f0\u901a\u4fe1\u80fd\u529b\uff0cLimSim Series\u5141\u8bb8\u8054\u5408\u5f00\u53d1\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u5229\u7528\u6bcf\u4e2a\u5e73\u53f0\u7684\u4f18\u52bf\u3002\u4f8b\u5982\uff0cSUMO\u4ee5\u5176\u9ad8\u901f\u4ea4\u901a\u6d41\u4eff\u771f\u800c\u8457\u79f0\uff0c\u975e\u5e38\u9002\u5408\u5927\u89c4\u6a21\u4ea4\u901a\u7ba1\u7406\u7814\u7a76\uff0c\u800cCARLA\u5219\u4ee5\u903c\u771f\u76843D\u6e32\u67d3\u89c1\u957f\uff0c\u975e\u5e38\u9002\u5408\u53ef\u89c6\u5316\u590d\u6742\u57ce\u5e02\u73af\u5883\u3002\u901a\u8fc7\u6574\u5408\u8fd9\u4e9b\u5e73\u53f0\uff0cLimSim Series\u53ef\u4ee5\u652f\u6301\u5404\u79cd\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u7ba1\u9053\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u5728\u591a\u79cd\u4eff\u771f\u573a\u666f\u4e0b\u6d4b\u8bd5\u548c\u9a8c\u8bc1\u5176\u7b97\u6cd5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5730\u56fe\u6784\u5efa<\/strong><\/h3>\n\n\n\n<p>LimSim Series\u4e2d\u7684\u4ea4\u901a\u7f51\u7edc\u5730\u56fe\u6784\u5efa\u8bbe\u8ba1\u4e3a\u7075\u6d3b\u548c\u7528\u6237\u53cb\u597d\uff0c\u652f\u6301\u5bfc\u5165ASAM OpenDRIVE\u683c\u5f0f\u7b49\u683c\u5f0f\u7684\u5730\u56fe\u6587\u4ef6\u3002\u6b64\u5916\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u8de8\u5e73\u53f0\u901a\u4fe1\u83b7\u53d6\u5730\u56fe\u4fe1\u606f\uff0c\u786e\u4fdd\u5e73\u53f0\u9002\u5e94\u5404\u79cd\u6570\u636e\u6e90\u3002\u7f51\u7edc\u7684\u51e0\u4f55\u4fe1\u606f\u548c\u62d3\u6251\u5173\u7cfb\u5728\u4eff\u771f\u8fc7\u7a0b\u4e2d\u81f3\u5173\u91cd\u8981\uff0c\u6709\u52a9\u4e8e\u5efa\u7acb\u8f66\u8f86\u4e0e\u9053\u8def\u4e4b\u95f4\u7684\u6709\u6548\u5173\u7cfb\uff0c\u4ece\u800c\u95f4\u63a5\u6784\u5efa\u8f66\u8f86\u4e0e\u5468\u56f4\u4ea4\u901a\u53c2\u4e0e\u8005\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u6b64\u5916\uff0c\u4e3a\u51c6\u786e\u5b9a\u4f4d\u8f66\u8f86\u4f4d\u7f6e\uff0cLimSim Series\u91c7\u7528\u4e86\u7531\u7b1b\u5361\u5c14\u5750\u6807\u7cfb\u548cFrenet\u5750\u6807\u7cfb\u7ec4\u6210\u7684\u53cc\u5750\u6807\u7cfb\u7edf\u3002\u7b1b\u5361\u5c14\u5750\u6807\u7cfb\u63d0\u4f9b\u8f66\u8f86\u7684\u7edd\u5bf9\u5b9a\u4f4d\uff0c\u8fd9\u5bf9\u5206\u6790\u8f66\u8f86\u51b2\u7a81\u548c\u8bc4\u4f30\u9a7e\u9a76\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u4f7f\u7528\u7b1b\u5361\u5c14\u5750\u6807\uff0c\u7528\u6237\u53ef\u4ee5\u8ddf\u8e2a\u8f66\u8f86\u5728\u53d8\u9053\u6216\u63a5\u8fd1\u4ea4\u53c9\u53e3\u65f6\u7684\u53cd\u5e94\u3002\u53e6\u4e00\u65b9\u9762\uff0cFrenet\u5750\u6807\u7cfb\u5bf9\u5c40\u90e8\u8f68\u8ff9\u89c4\u5212\u7279\u522b\u6709\u7528\u3002\u5b83\u7b80\u5316\u4e86\u9760\u8fd1\u9053\u8def\u4e2d\u5fc3\u7ebf\u7684\u8f68\u8ff9\u751f\u6210\uff0c\u65e0\u9700\u8be6\u7ec6\u7684\u9053\u8def\u51e0\u4f55\u3002\u8fd9\u79cd\u53cc\u91cd\u65b9\u6cd5\u786e\u4fdd\u4e86\u7cbe\u786e\u5b9a\u4f4d\u548c\u6709\u6548\u8def\u5f84\u89c4\u5212\uff0c\u5373\u4f7f\u5728\u590d\u6742\u73af\u5883\u4e2d\u4e5f\u662f\u5982\u6b64\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u573a\u666f\u7406\u89e3<\/strong><\/h3>\n\n\n\n<p>\u4ea4\u901a\u573a\u666f\u53ef\u5b9a\u4e49\u4e3a\u76ee\u6807\u8f66\u8f86\u6216\u76ee\u6807\u9053\u8def\u70b9\u5468\u56f4\u7684\u9053\u8def\u533a\u57df\uff0c\u5305\u62ec\u6307\u5b9a\u8303\u56f4\u5185\u7684\u6240\u6709\u4ea4\u901a\u53c2\u4e0e\u8005\u3002\u901a\u8fc7\u4e0eCARLA\u7b493D\u573a\u666f\u4eff\u771f\u5668\u4ea4\u6362\u4fe1\u606f\uff0cLimSim Series\u63d0\u4f9b\u8be6\u7ec6\u76843D\u9053\u8def\u573a\u666f\u6570\u636e\uff0c\u5305\u62ec\u6765\u81ea\u591a\u4e2a\u89c6\u89d2\u7684\u539f\u59cb\u4f20\u611f\u5668\u6570\u636e\u2014\u2014\u5982\u76f8\u673a\u548c\u6fc0\u5149\u96f7\u8fbe\u4f20\u611f\u5668\u7684\u56fe\u50cf\u548c\u70b9\u4e91\u3002\u8fd9\u4e9b\u6570\u636e\u53ef\u4e0e\u4f20\u7edf\u611f\u77e5\u7b97\u6cd5\u4e00\u8d77\u4f7f\u7528\uff0c\u8bc6\u522b\u548c\u6807\u8bb0\u573a\u666f\u4e2d\u7684\u4ea4\u901a\u53c2\u4e0e\u8005\uff0c\u4ee5\u53ca\u4f30\u8ba1\u5176\u8fd0\u52a8\u72b6\u6001\uff08\u5982\u901f\u5ea6\u548c\u65b9\u5411\uff09\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u4f20\u611f\u5668\u6570\u636e\u4e5f\u53ef\u4ee5\u8f93\u5165\u5230\u7aef\u5230\u7aef\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\u4e2d\u8fdb\u884c\u573a\u666f\u7684\u9690\u5f0f\u7f16\u7801\uff0c\u6216\u8f93\u5165\u5230\u591a\u6a21\u6001\u5927\u578b\u6a21\u578b\u4e2d\u8fdb\u884c\u4e00\u822c\u4e0a\u4e0b\u6587\u7406\u89e3\uff0c\u5b9e\u73b0\u66f4\u590d\u6742\u7684\u573a\u666f\u89e3\u91ca\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u51b3\u7b56\u4e0e\u89c4\u5212<\/strong><\/h3>\n\n\n\n<p>LimSim Series\u63d0\u4f9b\u591a\u79cd\u8f68\u8ff9\u89c4\u5212\u65b9\u6cd5\uff0c\u9002\u5408\u7b80\u5355\u548c\u9ad8\u7ea7\u7528\u4f8b\u3002\u57fa\u7ebf\u65b9\u6cd5\u5305\u62ec\u4f20\u7edf\u7684\u8ddf\u968f\u548c\u53d8\u9053\u6a21\u578b\uff0c\u4e3a\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u65b0\u624b\u63d0\u4f9b\u8d77\u70b9\u3002\u4f8b\u5982\uff0c<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256737383&amp;content_type=Article&amp;match_order=1&amp;q=%E6%99%BA%E8%83%BD%E9%A9%BE%E9%A9%B6%E5%91%98%E6%A8%A1%E5%9E%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u667a\u80fd\u9a7e\u9a76\u5458\u6a21\u578b<\/a>\uff08IDM\uff09\u548cMOBIL\u6a21\u578b\u7684\u7ec4\u5408\u63d0\u4f9b\u4e86\u4e00\u79cd\u7b80\u5355\u800c\u6709\u6548\u7684\u65b9\u6cd5\u6765\u6a21\u62df\u4ea4\u901a\u4e2d\u7684\u8f66\u8f86\u79fb\u52a8\u3002\u8fd9\u4e9b\u6a21\u578b\u5e2e\u52a9\u7528\u6237\u7406\u89e3\u8f66\u8f86\u884c\u4e3a\u7684\u57fa\u672c\u673a\u5236\uff0c\u5982\u4fdd\u6301\u5b89\u5168\u8ddf\u8f66\u8ddd\u79bb\u548c\u6267\u884c\u5e73\u7a33\u53d8\u9053\u3002\u867d\u7136\u63a7\u5236\u6a21\u5f0f\u7b80\u5355\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u4e5f\u4f5c\u4e3a\u8bc4\u4f30\u4ea4\u901a\u6d41\u4eff\u771f\u6027\u80fd\u7684\u57fa\u51c6\u3002\u5bf9\u4e8e\u66f4\u590d\u6742\u7684\u573a\u666f\uff0cLimSim\u5305\u62ec\u4e00\u4e2a\u91c7\u7528\u53cc\u5c42\u903b\u8f91\u7ed3\u6784\u7684\u8054\u5408\u51b3\u7b56\u89c4\u5212\u6a21\u578b\u3002\u4e0a\u5c42\u5229\u7528<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256737383&amp;content_type=Article&amp;match_order=1&amp;q=%E8%92%99%E7%89%B9%E5%8D%A1%E7%BD%97%E6%A0%91%E6%90%9C%E7%B4%A2&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u8499\u7279\u5361\u7f57\u6811\u641c\u7d22<\/a>\uff08MCTS\uff09\u8fdb\u884c\u51b3\u7b56\uff0c\u5e2e\u52a9\u6a21\u62df\u8f66\u8f86\u7684\u9ad8\u7ea7\u884c\u4e3a\uff0c\u5982\u51b3\u5b9a\u662f\u5426\u8d85\u8f66\u6216\u5728\u4ea4\u53c9\u53e3\u505c\u8f66\u3002\u4e0b\u5c42\u6267\u884c\u8f68\u8ff9\u89c4\u5212\uff0c\u4f7f\u7528\u5e76\u884c\u5904\u7406\u751f\u6210\u7279\u5b9a\u8f68\u8ff9\u70b9\uff0c\u786e\u4fdd\u5b9e\u65f6\u54cd\u5e94\u3002\u6b64\u5916\uff0c\u5148\u8fdb\u6280\u672f\u5982\u5927\u578b\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u96c6\u6210\uff0c\u57fa\u4e8e\u573a\u666f\u5206\u6790\u8f93\u51fa\u51b3\u7b56\u5143\u52a8\u4f5c\u3002\u4f8b\u5982\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u89e3\u91ca\u5468\u56f4\u4ea4\u901a\u6761\u4ef6\u5e76\u51b3\u5b9a\u8f66\u8f86\u662f\u5426\u5e94\u8be5\u52a0\u901f\u3001\u51cf\u901f\u6216\u53d8\u9053\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6027\u80fd\u8bc4\u4f30<\/strong><\/h3>\n\n\n\n<p>\u4e3a\u8bc4\u4f30\u7b97\u6cd5\u6027\u80fd\uff0cLimSim Series\u5f15\u5165\u4e86\u4e00\u5957\u5168\u9762\u7684\u6027\u80fd\u6307\u6807\u3002\u5bf9\u4e8e\u5355\u4e2a\u8f66\u8f86\uff0c\u5c01\u95ed\u5faa\u73af\u4eff\u771f\u6307\u6807\u4e3b\u8981\u5173\u6ce8\u8f66\u8f86\u7684\u64cd\u4f5c\u72b6\u6001\uff0c\u5305\u62ec\u6548\u7387\u3001\u8212\u9002\u5ea6\u548c\u5b89\u5168\u6307\u6807\u3002\u4f8b\u5982\uff0c\u6548\u7387\u53ef\u901a\u8fc7\u9a7e\u9a76\u4efb\u52a1\u7684\u5b8c\u6210\u65f6\u95f4\u8861\u91cf\uff0c\u8212\u9002\u5ea6\u53ef\u901a\u8fc7\u8f66\u8f86\u884c\u9a76\u7684\u5e73\u7a33\u5ea6\u8bc4\u4f30\uff0c\u5b89\u5168\u6027\u53ef\u901a\u8fc7\u78b0\u649e\u6216\u8fd1\u78b0\u649e\u9891\u7387\u8bc4\u4f30\u3002\u8fd9\u4e9b\u6307\u6807\u7684\u91cf\u5316\u53ef\u5e2e\u52a9\u7528\u6237\u8bc6\u522b\u7279\u5b9a\u573a\u666f\u4e2d\u7684\u7b97\u6cd5\u5931\u8d25\uff0c\u4ece\u800c\u8bc6\u522b\u8fb9\u7f18\u60c5\u51b5\u5e76\u652f\u6301\u7b97\u6cd5\u8fed\u4ee3\u548c\u4f18\u5316\u3002\u4f8b\u5982\uff0c\u8f66\u8f86\u53cd\u590d\u65e0\u6cd5\u5b89\u5168\u53d8\u9053\u7684\u573a\u666f\u53ef\u80fd\u7a81\u663e\u9700\u8981\u6539\u8fdb\u8f66\u8f86\u7684\u51b3\u7b56\u6216\u611f\u77e5\u6a21\u578b\u3002\u6b64\u5916\uff0c\u4e3a\u8fdb\u4e00\u6b65\u589e\u5f3a\u4eff\u771f\u7684\u771f\u5b9e\u6027\uff0c\u7528\u6237\u53ef\u4ee5\u6821\u51c6\u6a21\u578b\u53c2\u6570\u4ee5\u5339\u914d\u771f\u5b9e\u4e16\u754c\u6570\u636e\u96c6\u7684\u7edf\u8ba1\u7279\u6027\uff0c\u5982\u5e73\u5747\u901f\u5ea6\u3001\u8f66\u5934\u65f6\u8ddd\uff08\u4e24\u8f66\u4e4b\u95f4\u7684\u65f6\u95f4\u95f4\u9694\uff09\u548c\u9971\u548c\u6d41\u91cf\uff08\u5728\u7ed9\u5b9a\u65f6\u95f4\u5185\u53ef\u901a\u8fc7\u4ea4\u53c9\u53e3\u7684\u6700\u5927\u8f66\u8f86\u6570\u91cf\uff09\u3002\u8fd9\u786e\u4fdd\u4e86\u4eff\u771f\u7ed3\u679c\u4ee3\u8868\u771f\u5b9e\u4ea4\u901a\u6761\u4ef6\uff0c\u589e\u5f3a\u4e86\u6d4b\u8bd5\u73af\u5883\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.2 \u8bbe\u8ba1\u8003\u8651\u4e0e\u89c1\u89e3<\/strong><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6548\u7387\u4e0e\u89c4\u6a21\u4e4b\u95f4\u7684\u6743\u8861<\/strong><\/h3>\n\n\n\n<p>\u968f\u7740\u5e73\u53f0\u4e0a\u8fd0\u884c\u7684\u8f66\u8f86\u6570\u91cf\u589e\u52a0\uff0c\u6a21\u62df\u5176\u4ea4\u4e92\u6240\u9700\u7684\u8ba1\u7b97\u8d1f\u8f7d\u4e5f\u5448\u6307\u6570\u589e\u957f\u3002\u5728\u6709\u9650\u7684\u8ba1\u7b97\u8d44\u6e90\u4e0b\uff0c\u4eff\u771f\u5e73\u53f0\u9762\u4e34\u7684\u5e38\u89c1\u6311\u6218\u662f\u6548\u7387\u548c\u89c4\u6a21\u4e4b\u95f4\u7684\u6743\u8861\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u4f60\u60f3\u8981\u6a21\u62df\u7684\u8f66\u8f86\u548c\u8be6\u7ec6\u4ea4\u4e92\u8d8a\u591a\uff0c\u6240\u9700\u7684\u8ba1\u7b97\u80fd\u529b\u5c31\u8d8a\u5927\u3002\u5728\u73b0\u6709\u4eff\u771f\u5668\u4e2d\uff0c\u8fd9\u79cd\u6743\u8861\u901a\u5e38\u901a\u8fc7\u51cf\u5c11\u4eff\u771f\u7c92\u5ea6\u6765\u89e3\u51b3\u2014\u2014\u8fd9\u53ef\u80fd\u5305\u62ec\u964d\u4f4e\u6e32\u67d3\u5e27\u7387\u6216\u51cf\u5c11\u8f68\u8ff9\u66f4\u65b0\u9891\u7387\u3002\u7136\u800c\uff0c\u8fd9\u7c7b\u7b80\u5316\u53ef\u80fd\u727a\u7272\u771f\u5b9e\u6027\u548c\u51c6\u786e\u6027\uff0c\u7279\u522b\u662f\u5728\u8f66\u8f86\u884c\u4e3a\u81f3\u5173\u91cd\u8981\u7684\u5173\u952e\u573a\u666f\u4e2d\u3002<\/p>\n\n\n\n<p>\u4e3a\u5e73\u8861\u8fd9\u4e9b\u76f8\u4e92\u51b2\u7a81\u7684\u9700\u6c42\uff0cLimSim Series\u5f15\u5165\u4e86\u5174\u8da3\u533a\u57df\uff08AoI\uff09\u7684\u6982\u5ff5\uff0c\u5982\u56fe3\u6240\u793a\u3002AoI\u5c06\u8ba1\u7b97\u8d44\u6e90\u96c6\u4e2d\u5728\u611f\u5174\u8da3\u8f66\u8f86\u5468\u56f4\u7684\u5c40\u90e8\u533a\u57df\uff0c\u786e\u4fdd\u4eff\u771f\u5728\u5fc5\u8981\u5904\u4fdd\u6301\u9ad8\u5ea6\u8be6\u7ec6\uff0c\u5728\u4e0d\u592a\u5173\u952e\u7684\u533a\u57df\u8ba1\u7b97\u6548\u7387\u66f4\u9ad8\u3002\u5728AoI\u5185\uff0c\u8f66\u8f86\u884c\u4e3a\u4ee5\u9ad8\u7c92\u5ea6\u6a21\u62df\uff0c\u4f7f\u7528\u6a21\u62df\u771f\u5b9e\u4e16\u754c\u51b3\u7b56\u7684\u590d\u6742\u63a7\u5236\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u5f53\u8f66\u8f86\u5373\u5c06\u5408\u5e76\u5230\u53e6\u4e00\u8f66\u9053\u65f6\uff0c\u5b83\u5c06\u5e94\u7528\u5fae\u5999\u7684\u63a7\u5236\u7b56\u7565\u6765\u8bc4\u4f30\u548c\u5e94\u5bf9\u9644\u8fd1\u4ea4\u901a\u3002\u5728AoI\u5916\uff0c\u4eff\u771f\u7c92\u5ea6\u964d\u4f4e\uff0c\u8f66\u8f86\u9ed8\u8ba4\u4f7f\u7528\u7b80\u5355\u3001\u9ad8\u6548\u7684\u884c\u4e3a\uff0c\u5982\u8f66\u9053\u8ddf\u968f\u6216\u57fa\u672c\u901f\u5ea6\u63a7\u5236\u3002\u8fd9\u79cd\u65b9\u6cd5\u5141\u8bb8\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f7f\u4eff\u771f\u5668\u80fd\u591f\u5904\u7406\u5927\u91cf\u8f66\u8f86\u800c\u4e0d\u4f1a\u4f7f\u7cfb\u7edf\u8d85\u8d1f\u8377\u3002\u672a\u6765\uff0c\u4f5c\u8005\u8fd8\u8ba1\u5212\u63a2\u7d22\u5206\u5e03\u5f0f\u4eff\u771f\u7b56\u7565\uff0c\u8f66\u8f86\u63a7\u5236\u53ef\u4ee5\u5206\u6563\u5e76\u7531\u5206\u5e03\u5f0f\u4e2d\u5fc3\u7f51\u7edc\u7ba1\u7406\u3002\u8fd9\u5c06\u63d0\u4f9b\u66f4\u5927\u7684\u7075\u6d3b\u6027\u548c\u53ef\u6269\u5c55\u6027\uff0c\u540c\u65f6\u4fdd\u6301\u7edf\u4e00\u7684\u573a\u666f\u6e32\u67d3\u63a5\u53e3\uff0c\u786e\u4fdd\u6240\u6709\u4eff\u771f\u6a21\u5757\u7684\u4e00\u81f4\u89c6\u89c9\u8868\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-d0671165520b3d43760203823e771b70_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aAoI\u533a\u57df<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u771f\u5b9e\u6570\u636e\u4e0e\u4eff\u771f\u5e73\u53f0\u7684\u6574\u5408<\/strong><\/h3>\n\n\n\n<p>\u57fa\u4e8e\u4eff\u771f\u7684\u7814\u7a76\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u6311\u6218\u662f\u6574\u5408\u771f\u5b9e\u4e16\u754c\u6570\u636e\u4ee5\u63d0\u9ad8\u4eff\u771f\u73af\u5883\u7684\u771f\u5b9e\u6027\u3002\u5bfc\u5165\u771f\u5b9e\u4ea4\u901a\u6570\u636e\uff0c\u5982\u9053\u8def\u7f51\u7edc\u5e03\u5c40\u548c\u5386\u53f2\u4ea4\u901a\u6d41\uff0c\u53ef\u589e\u5f3a\u4eff\u771f\u4ea4\u901a\u6761\u4ef6\u7684\u51c6\u786e\u6027\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u6574\u5408\u53ef\u80fd\u5bfc\u81f4\u8f66\u8f86\u4e4b\u95f4\u52a8\u6001\u4ea4\u4e92\u7684\u4e27\u5931\uff0c\u800c\u8fd9\u5bf9\u4e8e\u6a21\u62df\u771f\u5b9e\u884c\u4e3a\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0cLimSim Series\u5c06\u4ea4\u4e92\u5f0f\u4eff\u771f\u7b56\u7565\u4f5c\u4e3a\u6838\u5fc3\u529f\u80fd\u5f00\u53d1\u3002\u8fd9\u4e9b\u7b56\u7565\u5e2e\u52a9\u786e\u5b9a\u8f66\u8f86\u4f55\u65f6\u5e94\u7531\u4eff\u771f\u5668\u63a7\u5236\uff0c\u4f55\u65f6\u5e94\u9075\u5faa\u771f\u5b9e\u4e16\u754c\u6570\u636e\u3002\u8fd9\u79cd\u52a8\u6001\u65b9\u6cd5\u589e\u5f3a\u4e86\u771f\u5b9e\u6027\u548c\u4ea4\u4e92\u6027\uff0c\u4f7f\u4eff\u771f\u80fd\u591f\u9002\u5e94\u4ea4\u901a\u52a8\u6001\u7684\u590d\u6742\u6027\u3002\u4f8b\u5982\uff0c\u5982\u56fe4\u6240\u793a\uff0c\u5f53\u8f66\u8f86\u8fdb\u5165AoI\u5e76\u53ef\u80fd\u4e0e\u5176\u4ed6\u8f66\u8f86\u53d1\u751f\u6f5c\u5728\u51b2\u7a81\uff08\u5982\u9020\u6210\u8ffd\u5c3e\u78b0\u649e\uff09\u65f6\uff0c\u4eff\u771f\u5668\u5c06\u7528\u9ed8\u8ba4\u63a7\u5236\u7b56\u7565\u8986\u76d6\u8f66\u8f86\u7684\u8f68\u8ff9\uff0c\u4ee5\u9632\u6b62\u4e8b\u6545\u6216\u4e0d\u81ea\u7136\u884c\u4e3a\u3002\u4e00\u65e6\u51b2\u7a81\u89e3\u51b3\u6216\u8f66\u8f86\u79bb\u5f00AoI\uff0c\u4eff\u771f\u5668\u5c06\u6062\u590d\u8f66\u8f86\u7684\u8f68\u8ff9\uff0c\u4f7f\u5176\u4e0e\u771f\u5b9e\u4e16\u754c\u6570\u636e\u4fdd\u6301\u4e00\u81f4\u3002\u8fd9\u786e\u4fdd\u4e86\u8f66\u8f86\u7684\u884c\u52a8\u867d\u7136\u52a8\u6001\u8c03\u6574\u4ee5\u907f\u514d\u78b0\u649e\uff0c\u4f46\u5728AoI\u5916\u4ecd\u4fdd\u6301\u4e0e\u771f\u5b9e\u4e16\u754c\u4ea4\u901a\u6a21\u5f0f\u7684\u57fa\u7840\u8054\u7cfb\u3002\u5728\u4e4b\u524d\u7684\u5de5\u4f5c\u4e2d\uff0c\u4f5c\u8005\u8fd8\u63a2\u7d22\u4e863D\u573a\u666f\u91cd\u5efa\u4e0eLimSim Series\u7684\u6574\u5408\u3002\u8fd9\u79cd\u7ed3\u5408\u5141\u8bb8\u4ee5\u66f4\u8be6\u7ec6\u5730\u590d\u5236\u771f\u5b9e\u4e16\u754c\u4ea4\u901a\u73af\u5883\uff0c\u5e76\u63d0\u4f9b\u7075\u6d3b\u6027\u4efb\u610f\u7f16\u8f91\u8f66\u8f86\u8f68\u8ff9\u3002\u8fd9\u79cd\u6574\u5408\u4e3a\u6a21\u62df\u590d\u6742\u57ce\u5e02\u9a7e\u9a76\u573a\u666f\u5f00\u8f9f\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic2.zhimg.com\/v2-99d4fff94ba2e91d5417ce536332ff47_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u4eff\u771f\u7b56\u7565<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">3. <strong>\u5b9e\u9a8c<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.1 \u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/h3>\n\n\n\n<p>LimSim Series\u63d0\u4f9b\u5404\u79cd\u57fa\u7ebf\u6a21\u5757\u548c\u7b97\u6cd5\uff0c\u4ee5\u53ca\u7528\u6237\u53cb\u597d\u7684API\uff0c\u4f7f\u5176\u80fd\u591f\u4e0e\u4e3b\u6d41\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u65e0\u7f1d\u96c6\u6210\u3002\u5b83\u4e3a\u4e0d\u540c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u63d0\u4f9b\u4fbf\u6377\u7684\u4eff\u771f\u548c\u9a8c\u8bc1\u529f\u80fd\uff0c\u5e2e\u52a9\u63a2\u7d22\u5176\u6027\u80fd\u8fb9\u754c\u3002\u6b64\u5916\uff0cLimSim Series\u5b8c\u5168\u652f\u6301\u9ad8\u6e05\u5730\u56fe\u89e3\u6790\uff0c\u5141\u8bb8\u5728\u5404\u79cd\u9053\u8def\u7c7b\u578b\u548c\u573a\u666f\u4e2d\u8fdb\u884c\u4eff\u771f\u5b9e\u9a8c\u3002<\/p>\n\n\n\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u4f5c\u8005\u5728\u4e0d\u540c\u573a\u666f\u4e2d\u5bf9\u5404\u7c7b\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u8fdb\u884c\u4e86\u4eff\u771f\u5b9e\u9a8c\u3002\u8bc4\u4f30\u7684\u7cfb\u7edf\u5305\u62ec\uff1a<\/p>\n\n\n\n<p>1. <a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256737383&amp;content_type=Article&amp;match_order=1&amp;q=PDM&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">PDM<\/a>\uff08Dauner\u7b49\u4eba\uff0c2023\u5e74\uff09\uff0c\u4ee3\u8868\u6a21\u5757\u5316\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\uff1b<\/p>\n\n\n\n<p>2. Interfuser\uff08Shao\u7b49\u4eba\uff0c2022\u5e74\uff09\uff0c\u4ee3\u8868\u7aef\u5230\u7aef\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\uff1b<\/p>\n\n\n\n<p>3. VLM-Agent\uff08Wen\u7b49\u4eba\uff0c2023a\uff1bFu\u7b49\u4eba\uff0c2024\u5e74\uff09\uff0c\u4ee3\u8868\u77e5\u8bc6\u9a71\u52a8\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\uff1b<\/p>\n\n\n\n<p>4. <a href=\"https:\/\/zhida.zhihu.com\/search?content_id=256737383&amp;content_type=Article&amp;match_order=1&amp;q=LimSim-TM&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">LimSim-TM<\/a>\uff08Wen\u7b49\u4eba\uff0c2023b\uff09\uff0cLimSim Series\u63d0\u4f9b\u7684\u57fa\u7ebf\u4ea4\u901a\u63a7\u5236\u5668\u3002<\/p>\n\n\n\n<p>PDM\u5305\u62ec\u51e0\u4e2a\u6a21\u5757\uff0c\u5982\u667a\u80fd\u4f53\u9884\u6d4b\u3001\u8f68\u8ff9\u63d0\u8bae\u548c\u8f68\u8ff9\u7ec6\u5316\uff0c\u4e3a\u8f66\u8f86\u63d0\u4f9b\u9002\u5f53\u7684\u8f68\u8ff9\u3002\u5b83\u4f7f\u7528\u57fa\u4e8e\u89c4\u5219\u7684\u9884\u6d4b\u89c4\u5212\u5668\u83b7\u53d6\u8f68\u8ff9\u63d0\u8bae\uff0c\u5e76\u4f7f\u7528\u5b66\u4e60\u7684\u81ea\u6211\u9884\u6d4b\u6a21\u5757\u7ec6\u5316\u8f68\u8ff9\u3002InterFuser\u662f\u57fa\u4e8e\u591a\u4f20\u611f\u5668\u548c\u96c6\u6210\u53d8\u538b\u5668\u65b9\u6cd5\u7684\u5b89\u5168\u589e\u5f3a\u81ea\u52a8\u9a7e\u9a76\u7b56\u7565\uff0c\u4f7f\u7528\u53ef\u89e3\u91ca\u7279\u5f81\u589e\u52a0\u81ea\u52a8\u9a7e\u9a76\u7684\u5b89\u5168\u6027\u3002VLM-Agent\u5229\u7528GPT-4o\u8fdb\u884c\u81ea\u52a8\u9a7e\u9a76\u51b3\u7b56\u5236\u5b9a\uff0c\u91c7\u7528\u96f6\u6837\u672c\u65b9\u6cd5\u3002\u8be5\u6a21\u578b\u57fa\u4e8eLimSim 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class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic4.zhimg.com\/v2-3ae9e79afe2cd9e759faf70003589d09_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u5b9e\u9a8c\u573a\u666f<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2 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class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/picx.zhimg.com\/v2-3aa25fb20579961149c0ca894e38388b_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u88681\uff1a\u5b9e\u9a8c\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p>\u7531\u4e8e\u9a7e\u9a76\u5206\u6570\u53cd\u6620\u4e86\u7efc\u5408\u6027\u80fd\u8bc4\u4f30\uff0cLimSim-TM\u5c55\u793a\u4e86\u6700\u4e00\u81f4\u548c\u5353\u8d8a\u7684\u6574\u4f53\u6027\u80fd\u3002PDM\u548cVLM-Agent\u5728\u4e0d\u540c\u573a\u666f\u4e2d\u8868\u73b0\u51fa\u6709\u7ade\u4e89\u529b\u7684\u6027\u80fd\uff0c\u800cInterfuser\u59cb\u7ec8\u8868\u73b0\u4e0d\u4f73\uff0c\u7279\u522b\u662f\u5728\u73af\u5c9b\u573a\u666f\u4e2d\u3002\u8be5\u6a21\u578b\u7ecf\u5e38\u5c06\u8f66\u8f86\u9a76\u5165\u73af\u5c9b\u4e2d\u592e\uff0c\u5bfc\u81f4\u73af\u5c9b\u573a\u666f\u7684\u6027\u80fd\u4e0d\u7406\u60f3\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6a21\u5757\u5316\u65b9\u6cd5\u548c\u77e5\u8bc6\u9a71\u52a8\u65b9\u6cd5\u90fd\u5c55\u793a\u51fa\u6b63\u786e\u7684\u51b3\u7b56\u80fd\u529b\u3002\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u7aef\u5230\u7aef\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u672c\u8d28\u4e0a\u8f83\u5dee\uff0c\u800c\u662f\u7a81\u663e\u4e86\u6570\u636e\u9a71\u52a8\u65b9\u6cd5\u5bf9\u8bad\u7ec3\u6570\u636e\u5206\u5e03\u7684\u654f\u611f\u6027\u3002\u7531\u4e8eInterfuser\u672a\u5728\u6240\u9009\u73af\u5883\u4e2d\u8bad\u7ec3\uff0c\u5b83\u65e0\u6cd5\u5145\u5206\u5c55\u793a\u5176\u6f5c\u529b\u3002\u76f8\u53cd\uff0c\u4f9d\u8d56\u57fa\u4e8e\u89c4\u5219\u51b3\u7b56\u7684PDM\u548cLimSim-TM\uff0c\u5373\u4f7f\u5728\u4e0d\u719f\u6089\u7684\u573a\u666f\u4e2d\uff0c\u4e5f\u80fd\u901a\u8fc7\u91c7\u7528\u57fa\u4e8e\u641c\u7d22\u7684\u65b9\u6cd5\u4ea7\u751f\u76f8\u5bf9\u5f3a\u5927\u7684\u51b3\u7b56\u3002<\/p>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u96f6\u6837\u672cVLM-Agent\u5373\u4f7f\u6ca1\u6709\u4e8b\u5148\u63a5\u89e6\u8fd9\u4e9b\u573a\u666f\uff0c\u4e5f\u5177\u6709\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5229\u7528\u5176\u5f3a\u5927\u7684\u5e38\u8bc6\u63a8\u7406\u80fd\u529b\u3002\u7136\u800c\uff0cVLM-Agent\u7531\u4e8eVLM\u7684\u63a8\u7406\u5ef6\u8fdf\u800c\u53d7\u5230\u63a8\u7406\u901f\u5ea6\u9650\u5236\u3002\u5b83\u5728\u5404\u79cd\u573a\u666f\u4e2d\u7684\u5e73\u5747\u51b3\u7b56\u65f6\u95f4\u7ea6\u4e3a10\u79d2\uff0c\u8fd9\u4f7f\u5176\u96be\u4ee5\u6ee1\u8db3\u5b9e\u65f6\u8981\u6c42\u3002\u672a\u6765\u7814\u7a76\u53ef\u80fd\u4e13\u6ce8\u4e8e\u63d0\u9ad8\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u6216\u51cf\u5c11\u8f93\u51fa\u4e2d\u7684\u6807\u8bb0\u6570\u91cf\uff0c\u4ee5\u5f25\u5408\u6570\u636e\u9a71\u52a8\u65b9\u6cd5\u4e0e\u5b9e\u9645\u5e94\u7528\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u8868\u660e\uff0cLimSim 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