{"id":1715,"date":"2024-11-15T02:26:14","date_gmt":"2024-11-14T18:26:14","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=1715"},"modified":"2024-11-15T02:27:27","modified_gmt":"2024-11-14T18:27:27","slug":"202411-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-research-on-travel-route-planning-optimization-based-on-large-language-model","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202411-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-research-on-travel-route-planning-optimization-based-on-large-language-model\/","title":{"rendered":"202411 \u8bba\u6587\u7814\u8bfb-Research on Travel Route Planning Optimization based on Large Language Model"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aBohang Li\uff0cKai Zhang\uff0cYiping Sun\uff0cJianke Zou<br>\u6765\u6e90\uff1aIEEE<br>\u53d1\u8868\u65e5\u671f\uff1a2024.3.4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u80cc\u666f\u52a8\u673a<\/h2>\n\n\n\n<p>1.\u65c5\u884c\u89c4\u5212\u9700\u6c42\u7684\u53d8\u5316\uff1a\u6e38\u5ba2\u5bf9\u4e2a\u6027\u5316\u884c\u7a0b\u7684\u9700\u6c42\u589e\u52a0<br>2.\u5f53\u524d\u65c5\u884c\u89c4\u5212\u5b58\u5728\u7684\u95ee\u9898\uff1a\u7f3a\u4e4f\u4e2a\u6027\u5316\u3001\u53ea\u8003\u8651\u65f6\u95f4\u3001\u7f3a\u4e4f\u5b9e\u65f6\u6570\u636e<br>3.\u79fb\u52a8\u4f20\u611f\u6280\u672f\u548c\u793e\u4ea4\u5a92\u4f53\u7684\u53d1\u5c55\u5e26\u6765\u4e86\u5927\u91cf\u6570\u636e<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7814\u7a76\u76ee\u6807<\/h2>\n\n\n\n<p>1.\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7ed3\u5408\u4f18\u5316\u7b97\u6cd5\uff0c\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u65c5\u884c\u8def\u7ebf<br>2.\u5b9e\u73b0\u66f4\u667a\u80fd\u5316\u548c\u52a8\u6001\u5316\u7684\u8def\u7ebf\u89c4\u5212\uff0c\u63d0\u9ad8\u65c5\u884c\u4f53\u9a8c\u548c\u6548\u7387<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6838\u5fc3\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u672c\u7814\u7a76\u7684\u65c5\u884c\u8def\u7ebf\u89c4\u5212\u4f18\u5316\u65b9\u6cd5\u7531\u4e09\u4e2a\u90e8\u5206\u6784\u6210\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>A. \u6982\u5ff5\u548c\u9884\u5904\u7406<\/strong>\uff1a\u5b9a\u4e49\u5173\u952e\u53c2\u6570\u5e76\u8fdb\u884c\u6570\u636e\u6e05\u7406\u548c\u878d\u5408\uff0c\u4e3a\u6a21\u578b\u63d0\u4f9b\u51c6\u786e\u7684\u8f93\u5165\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>B. \u5927\u578b\u8bed\u8a00\u6a21\u578b<\/strong>\uff1a\u5229\u7528LLM\u89e3\u6790\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u8f93\u5165\uff0c\u63d0\u53d6\u65c5\u884c\u9700\u6c42\u5e76\u751f\u6210\u7ed3\u6784\u5316\u53c2\u6570\u3002<\/li>\n\n\n\n<li><strong>C. \u4f18\u5316\u8fc7\u7a0b<\/strong>\uff1a\u6838\u5fc3\u90e8\u5206\uff0c\u901a\u8fc7\u6210\u672c\u51fd\u6570\u8bc4\u4f30\u4e0d\u540c\u8def\u7ebf\u5e76\u4f7f\u7528\u9057\u4f20\u7b97\u6cd5\u4f18\u5316\uff0c\u540c\u65f6\u7ed3\u5408\u7528\u6237\u53cd\u9988\u8c03\u6574\u53c2\u6570\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">A.\u6982\u5ff5\u548c\u9884\u5904\u7406<\/h3>\n\n\n\n<p>1.<strong>\u5b9a\u4e49\u5173\u952e\u53c2\u6570<\/strong>\uff1a\u5f15\u5165\u4e86\u65c5\u884c\u89c4\u5212\u4e2d\u4f7f\u7528\u7684\u4e3b\u8981\u53c2\u6570\u548c\u7b26\u53f7\uff0c\u786e\u4fdd\u6a21\u578b\u8f93\u5165\u6570\u636e\u7684\u7edf\u4e00\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"483\" height=\"375\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u5fae\u4fe1\u56fe\u7247_20241115011139-1.png\" alt=\"\" class=\"wp-image-1717\" style=\"width:229px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u5fae\u4fe1\u56fe\u7247_20241115011139-1.png 483w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/\u5fae\u4fe1\u56fe\u7247_20241115011139-1-300x233.png 300w\" sizes=\"auto, (max-width: 483px) 100vw, 483px\" \/><\/figure>\n\n\n\n<p>2.<strong>\u9884\u5904\u7406<\/strong><\/p>\n\n\n\n<p><strong>\u6570\u636e\u6e05\u6d17\u4e0e\u6807\u51c6\u5316<\/strong>\uff1a\u5c06\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\u8f6c\u6362\u6210\u7edf\u4e00\u683c\u5f0f\uff0c\u7ea0\u6b63\u9519\u8bef\u6570\u636e\uff08\u5982\u62fc\u5199\u9519\u8bef\u3001\u5730\u5740\u6a21\u7cca\u7b49\uff09<\/p>\n\n\n\n<p><strong>\u6570\u636e\u878d\u5408<\/strong>\uff1a\u6574\u5408\u591a\u6765\u6e90\u6570\u636e\uff08\u5982GIS\u3001\u4ea4\u901a\u6570\u636e\uff09\u4ee5\u63d0\u9ad8\u6570\u636e\u5b8c\u6574\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">B.\u5927\u8bed\u8a00\u6a21\u578b<\/h3>\n\n\n\n<p>1.<strong>\u8bed\u4e49\u5206\u6790\u4e0e\u89e3\u6790<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM\u5bf9\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u8fdb\u884c\u8bed\u4e49\u5206\u6790\uff0c\u89e3\u6790\u51fa\u65c5\u884c\u9700\u6c42\u7684\u7ed3\u6784\u5316\u53c2\u6570\uff0c\u5982\u8d77\u70b9\u3001\u7ec8\u70b9\u3001\u504f\u597d\u7b49\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7\u6a21\u578b\u5c06\u975e\u7ed3\u6784\u5316\u81ea\u7136\u8bed\u8a00\u8f6c\u5316\u4e3a\u53c2\u6570\u5316\u4fe1\u606f\uff0c\u4ee5\u4fbf\u8def\u5f84\u641c\u7d22\u4f7f\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<p>2.<strong>\u6761\u4ef6\u6982\u7387\u6a21\u578b<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89e3\u6790\u7684\u4fe1\u606f\u7528\u4e8e\u6784\u5efa\u6761\u4ef6\u6982\u7387\u6a21\u578b\uff0c\u76ee\u6807\u662f\u627e\u5230\u6700\u7b26\u5408\u7528\u6237\u9700\u6c42\u7684\u53c2\u6570\u96c6\u5408\u3002<\/li>\n\n\n\n<li>\u4f18\u5316\u516c\u5f0f\uff1a\u901a\u8fc7\u6761\u4ef6\u6982\u7387 P(y\u2223x;\u03b8) \u8ba1\u7b97\u89e3\u6790\u53c2\u6570\u7684\u51c6\u786e\u6027\uff0c\u786e\u4fdd\u6a21\u578b\u63a8\u8350\u7b26\u5408\u7528\u6237\u9700\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<p>3.<strong>\u641c\u7d22\u53c2\u6570\u5b9a\u4e49<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6839\u636e\u8bed\u4e49\u89e3\u6790\u7684\u8f93\u51fa\u6761\u4ef6\uff0c\u5b9a\u4e49\u56fe\u641c\u7d22\u4e2d\u7684\u641c\u7d22\u53c2\u6570\uff08\u5982\u8d77\u70b9\u3001\u7ec8\u70b9\u3001\u4e2d\u8f6c\u70b9\u7b49\uff09\uff0c\u8fdb\u4e00\u6b65\u5339\u914d\u7528\u6237\u9700\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">C.\u4f18\u5316\u8fc7\u7a0b<\/h3>\n\n\n\n<p>1.<strong>\u6210\u672c\u51fd\u6570\u6784\u5efa<\/strong>\uff1a\u6210\u672c\u51fd\u6570\u6574\u5408\u4e86\u65f6\u95f4\u6210\u672c\u3001\u8ddd\u79bb\u6210\u672c\u548c\u7528\u6237\u6ee1\u610f\u5ea6\uff0c\u8bc4\u4f30\u4e0d\u540c\u8def\u7ebf\u7684\u4f18\u52a3\u3002<\/p>\n\n\n\n<p>2.<strong>\u9057\u4f20\u7b97\u6cd5<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u8fc7\u6a21\u62df\u81ea\u7136\u9009\u62e9\u3001\u4ea4\u53c9\u548c\u53d8\u5f02\uff0c\u4e0d\u65ad\u8fed\u4ee3\u4ee5\u627e\u5230\u6700\u4f4e\u6210\u672c\u7684\u8def\u5f84\u3002<\/li>\n\n\n\n<li>\u9057\u4f20\u7b97\u6cd5\u7684\u9009\u62e9\u786e\u4fdd\u4f18\u5316\u7684\u8def\u5f84\u80fd\u591f\u5728\u591a\u79cd\u573a\u666f\u4e0b\u9002\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<p>3.<strong>\u53cd\u9988\u52a8\u6001\u8c03\u6574<\/strong>\uff1a\u6839\u636e\u7528\u6237\u53cd\u9988\u8c03\u6574\u6210\u672c\u51fd\u6570\u7684\u6743\u91cd\uff08\u5982\u65f6\u95f4\u3001\u8ddd\u79bb\u3001\u6ee1\u610f\u5ea6\u7684\u6743\u91cd\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u7528\u6237\u6ee1\u610f\u5ea6\u5bf9\u6bd4<\/h3>\n\n\n\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u968f\u7740\u65c5\u884c\u65f6\u95f4\u7684\u589e\u52a0\uff0c\u5176\u4ed6\u65b9\u6cd5\u7684\u7528\u6237\u6ee1\u610f\u5ea6\u4e0b\u964d\u8f83\u5feb\uff0c\u800c\u8bba\u6587\u4e2d\u63d0\u51fa\u7684\u65b9\u6cd5\uff08Ours\uff09\u7684\u6ee1\u610f\u5ea6\u5728\u8f83\u957f\u7684\u65c5\u884c\u65f6\u957f\u4e0b\u4ecd\u80fd\u4fdd\u6301\u8f83\u9ad8\u7684\u5206\u6570\uff0c\u8868\u660e\u8be5\u65b9\u6cd5\u5728\u6ee1\u8db3\u7528\u6237\u4e2a\u6027\u5316\u9700\u6c42\u65b9\u9762\u8868\u73b0\u4f18\u5f02\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"474\" height=\"359\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-66.png\" alt=\"\" class=\"wp-image-1718\" style=\"width:299px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-66.png 474w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-66-300x227.png 300w\" sizes=\"auto, (max-width: 474px) 100vw, 474px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u65c5\u884c\u6210\u672c\u5bf9\u6bd4<\/h3>\n\n\n\n<p>\u6587\u4e2d\u63d0\u51fa\u7684\u65b9\u6cd5\u5728\u6bcf\u4e2a\u65f6\u95f4\u70b9\u4e0a\u5747\u8868\u73b0\u51fa\u8f83\u4f4e\u7684\u6210\u672c\uff0c\u4e0e\u5176\u4ed6\u65b9\u6cd5\u76f8\u6bd4\uff0c\u672c\u65b9\u6cd5\u5728\u540c\u7b49\u6ee1\u610f\u5ea6\u4e0b\u51cf\u5c11\u4e86\u4e0d\u5fc5\u8981\u7684\u5f00\u9500\u3002\u8be5\u65b9\u6cd5\u5728\u6210\u672c\u63a7\u5236\u65b9\u9762\u8868\u73b0\u51fa\u660e\u663e\u7684\u4f18\u52bf\uff0c\u80fd\u591f\u4e3a\u7528\u6237\u63d0\u4f9b\u7ecf\u6d4e\u6709\u6548\u7684\u65c5\u884c\u89c4\u5212\u65b9\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"464\" height=\"329\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-67.png\" alt=\"\" class=\"wp-image-1719\" style=\"width:289px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-67.png 464w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-67-300x213.png 300w\" sizes=\"auto, (max-width: 464px) 100vw, 464px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u8ba1\u7b97\u65f6\u95f4\u5bf9\u6bd4<\/h3>\n\n\n\n<p>\u76f8\u6bd4\u4e8e\u5176\u4ed6\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u7684\u8ba1\u7b97\u65f6\u95f4\u663e\u8457\u8f83\u4f4e\uff0c\u5c24\u5176\u662f\u5728\u590d\u6742\u7684\u89c4\u5212\u573a\u666f\u4e2d\u4ecd\u7136\u4fdd\u6301\u8f83\u5feb\u7684\u54cd\u5e94\u901f\u5ea6\u3002\u8be5\u65b9\u6cd5\u5728\u8ba1\u7b97\u65f6\u95f4\u4e0a\u5177\u5907\u660e\u663e\u4f18\u52bf\uff0c\u9002\u5408\u9700\u8981\u5b9e\u65f6\u54cd\u5e94\u7684\u5e94\u7528\u573a\u666f\uff0c\u80fd\u591f\u4e3a\u7528\u6237\u63d0\u4f9b\u6d41\u7545\u4e14\u53ca\u65f6\u7684\u65c5\u884c\u8def\u7ebf\u63a8\u8350\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"510\" height=\"336\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/11\/image-68.png\" alt=\"\" class=\"wp-image-1720\" style=\"width:285px;height:auto\" 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