{"id":2639,"date":"2025-03-15T17:42:16","date_gmt":"2025-03-15T09:42:16","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2639"},"modified":"2025-03-15T17:42:16","modified_gmt":"2025-03-15T09:42:16","slug":"202502%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-enhancing-traffic-flow-forecasting-with-delay-propagation-adaptive-graph-convolution-networks-for-spatio-temporal-data","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202502%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-enhancing-traffic-flow-forecasting-with-delay-propagation-adaptive-graph-convolution-networks-for-spatio-temporal-data\/","title":{"rendered":"202502\u8bba\u6587\u7814\u8bfb-Enhancing Traffic Flow Forecasting With Delay Propagation: Adaptive Graph Convolution Networks for Spatio-Temporal Data"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aZheng Yingran, Luo Chao ,Shao Rui<\/p>\n\n\n\n<p>\u53d1\u8868\u671f\u520a\uff1aIEEE Transactions on Intelligent Transportation Systems<\/p>\n\n\n\n<p>\u53d1\u8868\u65e5\u671f\uff1a2025\u5e74<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u80cc\u666f<\/h2>\n\n\n\n<p>1\u3001\u57ce\u5e02\u4ea4\u901a\u62e5\u5835\u662f\u91cd\u5927\u6311\u6218\uff0c\u7cbe\u51c6\u9884\u6d4b\u662f\u667a\u80fd\u4ea4\u901a\u7cfb\u7edf\u6838\u5fc3\u3002<br>2\u3001\u73b0\u6709\u6a21\u578b\u5c40\u9650\u6027\uff1a<br>1\uff09\u65f6\u7a7a\u5efa\u6a21\u7684\u5206\u79bb\uff1a\u73b0\u6709\u65b9\u6cd5\u5728\u65f6\u7a7a\u5efa\u6a21\u4e0a\u5b58\u5728\u5206\u79bb\uff0c\u672a\u80fd\u6709\u6548\u6574\u5408\u65f6\u7a7a\u4fe1\u606f<br>2\uff09\u9759\u6001\u90bb\u63a5\u77e9\u9635\u7684\u5c40\u9650\u6027\uff1a\u4f20\u7edf\u56fe\u5377\u79ef\u6a21\u578b\u4f7f\u7528\u9759\u6001\u90bb\u63a5\u77e9\u9635\u6765\u6355\u6349\u7a7a\u95f4\u4f9d\u8d56\u6027\uff0c\u65e0\u6cd5\u53cd\u6620\u8282\u70b9\u95f4\u52a8\u6001\u76f8\u5173\u6027\u3002<br>3\uff09\u65f6\u7a7a\u4f9d\u8d56\u6027\u6355\u6349\u4e0d\u8db3\uff1a\u5927\u591a\u6570\u65b9\u6cd5\u5047\u8bbe\u4ea4\u901a\u6d41\u91cf\u4fe1\u606f\u7684\u4f20\u64ad\u662f\u77ac\u65f6\u7684\uff0c\u5ffd\u7565\u4e86\u8282\u70b9\u95f4\u4fe1\u606f\u4f20\u64ad\u7684\u5ef6\u8fdf\uff08\u5982\u8282\u70b91\u2192\u8282\u70b92\u7684\u6d41\u91cf\u6ede\u540e\u6ce2\u52a8\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"828\" height=\"370\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72471.png\" alt=\"\" class=\"wp-image-2642\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72471.png 828w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72471-300x134.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72471-768x343.png 768w\" sizes=\"auto, (max-width: 828px) 100vw, 828px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u521b\u65b0\u70b9<\/h2>\n\n\n\n<p>1\u3001\u5ef6\u8fdf\u611f\u77e5\u7684\u7a7a\u95f4\u8ba1\u7b97\u65b9\u6cd5\uff1a\u901a\u8fc7\u8bbe\u8ba1\u7684\u56fe\u5b66\u4e60\u6a21\u5757\uff0c\u5c06\u90bb\u8fd1\u8282\u70b9\u95f4\u7684\u65f6\u95f4\u5ef6\u8fdf\u76f8\u5173\u6027\u4e0e\u6709\u5411\u56fe\u7ed3\u5408\uff0c\u8003\u8651\u4ea4\u901a\u6d41\u91cf\u4f20\u64ad\u4e2d\u7684\u5ef6\u8fdf\u7279\u6027\u3002<br>2\u3001\u5ef6\u8fdf\u611f\u77e5\u6709\u5411\u56fe\u6ce8\u610f\u529b\u6a21\u5757\uff08DDGA\uff09\uff1a\u901a\u8fc7\u7a7a\u95f4\u5ef6\u8fdf\u611f\u77e5\u7ed3\u679c\u7cbe\u7ec6\u8c03\u6574\u56fe\u6ce8\u610f\u529b\u673a\u5236\u4e2d\u7684\u8282\u70b9\u5173\u7cfb\uff0c\u52a8\u6001\u9002\u5e94\u4ea4\u901a\u6d41\u91cf\u7684\u7a7a\u95f4\u4f20\u64ad\u3002<br>3\u3001\u591a\u5c3a\u5ea6\u65f6\u7a7a\u6a21\u5757\uff1a\u57fa\u4e8e\u5ef6\u8fdf\u611f\u77e5\u8ba1\u7b97\uff0c\u8bbe\u8ba1\u4e86\u4ea4\u66ff\u4f7f\u7528\u65f6\u95f4\u95e8\u63a7\u5377\u79ef\u548c\u7a7a\u95f4\u81ea\u9002\u5e94\u56fe\u5377\u79ef\u7684\u6a21\u5757\uff0c\u589e\u5f3a\u5bf9\u65f6\u7a7a\u6570\u636e\u7684\u5efa\u6a21\u80fd\u529b\u3002<br>4\u3001\u5b9e\u9a8c\u9a8c\u8bc1\uff1a\u5728\u56db\u4e2a\u771f\u5b9e\u4e16\u754c\u7684\u4ea4\u901a\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\u4e86\u6a21\u578b\u7684\u6709\u6548\u6027\uff0c\u7ed3\u679c\u8868\u660eDPSTGC\u80fd\u591f\u9ad8\u6548\u6355\u6349\u65f6\u7a7a\u4fe1\u606f\uff0c\u6027\u80fd\u4f18\u5f02\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5ef6\u8fdf\u4f20\u64ad\u65f6\u7a7a\u56fe\u5377\u79ef\u7f51\u7edc\uff08DPSTGC\uff09<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"439\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72472-1024x439.png\" alt=\"\" class=\"wp-image-2643\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72472-1024x439.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72472-300x129.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72472-768x329.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72472-1536x658.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72472.png 1704w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>(a)\u4e3aDPSTGC\u7684\u603b\u4f53\u6846\u67b6\uff0c\u7531\u591a\u4e2ast\u5757\u548c\u4e00\u4e2a\u8f93\u51fa\u5c42\u6a21\u5757\u7ec4\u6210\u3002<br>(b)\u4e3ast\u5757\u6a21\u5757\u7684\u5185\u90e8\u7ec6\u8282\uff0c\u5305\u62ec\u5ef6\u8fdf\u611f\u77e5\u7684\u6709\u5411\u56fe\u6ce8\u610f(DDGA)\u3001\u81ea\u9002\u5e94\u56fe\u5377\u79ef\u7f51\u7edc(AGCN)\u7b49;<br>(c)\u662f\u65f6\u5e8f\u95e8\u63a7\u5377\u79ef\u7ed3\u6784(TGC)\uff0c\u63cf\u8ff0\u4e86TGC\u7684\u8fd0\u884c\u8fc7\u7a0b\u3002<br>(d)\u8868\u793a\u4e00\u79cd\u81ea\u9002\u5e94\u56fe\u5b66\u4e60\u7b97\u6cd5\uff0c\u5229\u7528\u8282\u70b9\u5d4c\u5165\u5b66\u4e60\u52a8\u6001\u8c03\u6574\u56fe\u5377\u79ef\u6a21\u5757\u5185\u7684\u7a7a\u95f4\u7ed3\u6784\u3002<br>(e)\u662f\u8f93\u51fa\u5c42\u6a21\u5757\uff0c\u5b83\u7531\u4e00\u4e2a\u5c06\u8282\u70b9\u8868\u793a\u6620\u5c04\u5230\u8f93\u51fa\u7a7a\u95f4\u7684\u5377\u79ef\u7ed3\u6784\u7ec4\u6210\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5b9e\u9a8c\u8bbe\u7f6e<\/h2>\n\n\n\n<p><strong>\u6570\u636e\u96c6\u540d\u79f0\uff1a<\/strong>PEMS03\u3001PEMS04\u3001PEMS07\u3001PEMS08<br><strong>\u6570\u636e\u6765\u6e90\uff1a<\/strong>\u8fd9\u4e9b\u6570\u636e\u96c6\u5747\u6765\u81ea\u52a0\u5dde\u4ea4\u901a\u6027\u80fd\u6d4b\u91cf\u7cfb\u7edf\uff08Caltrans Performance Measurement System\uff0c\u7b80\u79f0PEMS\uff09\u3002<br><strong>\u6570\u636e\u7279\u70b9\uff1a<\/strong><br>1\uff09\u539f\u59cb\u6570\u636e\u4ee530\u79d2\u4e3a\u95f4\u9694\u5b9e\u65f6\u6536\u96c6\uff0c\u5e76\u805a\u5408\u62105\u5206\u949f\u95f4\u9694\uff0c\u56e0\u6b64\u6bcf\u5c0f\u65f6\u670912\u4e2a\u6570\u636e\u70b9\u3002<br>2\uff09\u6570\u636e\u96c6\u5305\u542b\u4e0d\u540c\u8def\u6bb5\u7684\u4ea4\u901a\u6d41\u91cf\u4fe1\u606f\uff0c\u53cd\u6620\u4ea4\u901a\u6d41\u91cf\u5728\u4e0d\u540c\u65f6\u95f4\u548c\u5730\u70b9\u7684\u53d8\u5316\u60c5\u51b5\u3002<br>3\uff09\u6570\u636e\u96c6\u7684\u7a7a\u95f4\u90bb\u63a5\u77e9\u9635\u662f\u57fa\u4e8e\u5b9e\u9645\u9053\u8def\u7f51\u7edc\u6784\u5efa\u7684\uff0c\u7528\u4e8e\u8868\u793a\u4e0d\u540c\u4f20\u611f\u5668\uff08\u8282\u70b9\uff09\u4e4b\u95f4\u7684\u62d3\u6251\u5173\u7cfb\u3002<br><strong>\u6570\u636e\u9884\u5904\u7406\uff1a<\/strong>\u4e3a\u4e86\u786e\u4fdd\u6570\u636e\u7684\u4e00\u81f4\u6027\u548c\u53ef\u6bd4\u6027\uff0c\u8bba\u6587\u4e2d\u5bf9\u6570\u636e\u8fdb\u884c\u4e86\u96f6\u5747\u503c\u5f52\u4e00\u5316\u5904\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"196\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72473-1024x196.png\" alt=\"\" class=\"wp-image-2644\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72473-1024x196.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72473-300x57.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72473-768x147.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72473.png 1140w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u57fa\u51c6\u6d4b\u8bd5\u8303\u56f4\uff1a<\/strong>\u8bba\u6587\u5c06\u5176\u4e0e\u516b\u79cd\u73b0\u6709\u7684\u4ee3\u8868\u6027\u6a21\u578b\u8fdb\u884c\u4e86\u5bf9\u6bd4\uff0cDCRNN\u3001STGCN\u3001ASTGCN\u3001GraphWaveNet\u3001STSGCN\u3001STFGNN\u3001AGCRN\u3001SCINet\u3002<br><strong>\u6027\u80fd\u6307\u6807\uff1a<\/strong><br>1\uff09MAE\uff08Mean Absolute Error\uff09<br>\u5b9a\u4e49\uff1a\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff0c\u7528\u4e8e\u8861\u91cf\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u4e4b\u95f4\u7684\u5e73\u5747\u504f\u5dee\u3002<br>\u7279\u70b9\uff1aMAE\u5bf9\u6240\u6709\u8bef\u5dee\u4e00\u89c6\u540c\u4ec1\uff0c\u9002\u5408\u8861\u91cf\u6574\u4f53\u9884\u6d4b\u7cbe\u5ea6\u3002<br>2\uff09RMSE\uff08Root Mean Squared Error\uff09<br>\u5b9a\u4e49\uff1a\u5747\u65b9\u6839\u8bef\u5dee\uff0c\u7528\u4e8e\u8861\u91cf\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u4e4b\u95f4\u7684\u8bef\u5dee\u5e73\u65b9\u7684\u5e73\u65b9\u6839\u3002<br>\u7279\u70b9\uff1aRMSE\u5bf9\u8f83\u5927\u7684\u8bef\u5dee\u66f4\u4e3a\u654f\u611f\uff0c\u80fd\u591f\u7a81\u51fa\u6a21\u578b\u5728\u6781\u7aef\u60c5\u51b5\u4e0b\u7684\u8868\u73b0\u3002<br>3\uff09MAPE\uff08Mean Absolute Percentage Error\uff09<br>\u5b9a\u4e49\uff1a\u5e73\u5747\u7edd\u5bf9\u767e\u5206\u6bd4\u8bef\u5dee\uff0c\u7528\u4e8e\u8861\u91cf\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u4e4b\u95f4\u7684\u76f8\u5bf9\u8bef\u5dee\u3002<br>\u7279\u70b9\uff1aMAPE\u4ee5\u767e\u5206\u6bd4\u5f62\u5f0f\u8868\u793a\u8bef\u5dee\uff0c\u80fd\u591f\u66f4\u597d\u5730\u53cd\u6620\u6a21\u578b\u5728\u4e0d\u540c\u91cf\u7ea7\u6570\u636e\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"322\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72474-1024x322.png\" alt=\"\" class=\"wp-image-2645\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72474-1024x322.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72474-300x94.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72474-768x242.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72474-1536x483.png 1536w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72474.png 1570w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7ed3\u679c\u8868\u660e\uff0cDPSTGC\u5728PEMS07\u548cPEMS08\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u51fa\u4f18\u5f02\u7684\u6027\u80fd\uff0c\u4f18\u4e8e\u6240\u6709\u57fa\u7ebf\u65b9\u6cd5\u3002\u7136\u800c\uff0c\u5728PEMS03\u548cPEMS04\u6570\u636e\u96c6\u4e0a\uff0cDPSTGC\u5728\u4e00\u4e9b\u6307\u6807\u4e0a\u4e0d\u53caSCINet\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"734\" height=\"166\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72475.png\" alt=\"\" class=\"wp-image-2646\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72475.png 734w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/03\/\u56fe\u72475-300x68.png 300w\" sizes=\"auto, (max-width: 734px) 100vw, 734px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u8bc1\u660eDPSTGC\u7684\u4f18\u8d8a\u6027\uff0c\u4e0a\u9762\u7684\u8868\u683c\u6bd4\u8f83\u4e86DPSTGC\u548cSCINet\u5728\u56db\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u53c2\u6570\u6570\u91cf\u3002<br>\u7ed3\u679c\u8868\u660e\uff0cDPSTGC\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u90fd\u6bd4SCINet\u5177\u6709\u66f4\u5c11\u7684\u53c2\u6570\uff0c\u5728PEMS07\u548cPEMS08\u6570\u636e\u96c6\u4e0a\u51cf\u5c11\u4e86\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002\u8fd9\u8868\u660eDPSTGC\u5177\u6709\u66f4\u8f7b\u91cf\u7684\u53c2\u6570\u7ed3\u6784\uff0c\u9700\u8981\u66f4\u5c11\u7684\u5b58\u50a8\u548c\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n\n\n\n<h2 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Yingran, Luo Chao ,Shao Rui \u53d1\u8868\u671f\u520a\uff1aIEEE Transact [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2639","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2639","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=2639"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2639\/revisions"}],"predecessor-version":[{"id":2647,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2639\/revisions\/2647"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2639"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=2639"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=2639"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}