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class=\"wp-block-heading\">1. \u5b9e\u9a8c\u8bbe\u8ba1\u4e0e\u6570\u636e\u96c6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9a8c\u4ee5\u6db2\u538b\u8bd5\u9a8c\u53f0\u5faa\u73af\u6052\u5b9a\u8d1f\u8f7d\u4e0b\u91c7\u96c6\u7684\u538b\u529b\uff08PS\uff09\u3001\u4f53\u79ef\u6d41\u91cf\uff08FS\uff09\u3001\u6548\u7387\u7cfb\u6570\uff08SE\uff09\u4f20\u611f\u5668\u6570\u636e\u4e3a\u7814\u7a76\u5bf9\u8c61\uff0c\u63097:3\u6bd4\u4f8b\u5212\u5206\u8bad\u7ec3\u96c6\u4e0e\u6d4b\u8bd5\u96c6\uff0c\u901a\u8fc7\u6570\u636e\u878d\u5408\u5bf9\u9f50\u4e0d\u540c\u91c7\u6837\u7387\u5bfc\u81f4\u7684\u957f\u5ea6\u5dee\u5f02\u3002\u5b9e\u9a8c\u8bbe\u7f6e\u4e09\u7ec4\u5bf9\u6bd4\uff1a\u53ef\u53d8\u81a8\u80c0\u7387MTL-TCN\u3001\u56fa\u5b9a\u81a8\u80c0\u7387MTL-TCN\u3001\u5355\u4efb\u52a1TCN\uff08Single-TCN\uff09\uff0c\u4ee5\u5e73\u5747\u52a8\u6001\u65f6\u95f4\u89c4\u6574\uff08DTW\uff09\u8ddd\u79bb\u3001\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09\u548c\u8bad\u7ec3\u7528\u65f6\u4e3a\u8bc4\u4ef7\u6307\u6807\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u79fb\u673a\u5c3e\u72b6\u6001\u901a\u8fc7\u51b7\u5374\u5668\u3001\u9600\u95e8\u3001\u6cf5\u3001\u6db2\u538b\u84c4\u80fd\u5668\u56db\u5927\u7ec4\u4ef6\u7684\u91cf\u5316\u72b6\u6001\u4f53\u73b0\uff0c\u5404\u7ec4\u4ef6\u72b6\u6001\u91cf\u5316\u6807\u51c6\u5982\u88681\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ec4\u4ef6<\/th><th>\u91cf\u5316\u503c<\/th><th>\u72b6\u6001\u7c7b\u578b<\/th><\/tr><\/thead><tbody><tr><td rowspan=\"3\">\u51b7\u5374\u5668<\/td><td>3<\/td><td>\u63a5\u8fd1\u5b8c\u5168\u5931\u6548<\/td><\/tr><tr><td>20<\/td><td>\u6548\u7387\u964d\u4f4e<\/td><\/tr><tr><td>100<\/td><td>\u5168\u529f\u7387<\/td><\/tr><tr><td rowspan=\"4\">\u9600\u95e8<\/td><td>73<\/td><td>\u63a5\u8fd1\u5b8c\u5168\u5931\u6548<\/td><\/tr><tr><td>80<\/td><td>\u4e25\u91cd\u6ede\u540e<\/td><\/tr><tr><td>90<\/td><td>\u8f7b\u5fae\u6ede\u540e<\/td><\/tr><tr><td>100<\/td><td>\u6700\u4f73\u5207\u6362\u884c\u4e3a<\/td><\/tr><tr><td rowspan=\"3\">\u6cf5<\/td><td>2<\/td><td>\u4e25\u91cd\u6cc4\u6f0f<\/td><\/tr><tr><td>1<\/td><td>\u8f7b\u5fae\u6cc4\u6f0f<\/td><\/tr><tr><td>0<\/td><td>\u65e0\u6cc4\u6f0f<\/td><\/tr><tr><td rowspan=\"4\">\u6db2\u538b\u84c4\u80fd\u5668<\/td><td>90<\/td><td>\u63a5\u8fd1\u5b8c\u5168\u5931\u6548<\/td><\/tr><tr><td>100<\/td><td>\u538b\u529b\u4e25\u91cd\u964d\u4f4e<\/td><\/tr><tr><td>115<\/td><td>\u538b\u529b\u8f7b\u5fae\u964d\u4f4e<\/td><\/tr><tr><td>130<\/td><td>\u6700\u4f73\u538b\u529b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u88681 \u5404\u7ec4\u4ef6\u72b6\u6001\u91cf\u5316\u8868<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5b9e\u9a8c\u7ed3\u679c\u4e0e\u5206\u6790<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u6bd4\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u53ef\u53d8\u81a8\u80c0\u7387MTL-TCN\u5728\u5404\u9879\u6307\u6807\u4e0a\u5747\u8868\u73b0\u66f4\u4f18\u3002\u5728\u9884\u6d4b\u7cbe\u5ea6\u65b9\u9762\uff0c\u5176\u5bf9PS\u3001FS\u3001SE\u6570\u636e\u7684\u5e73\u5747DTW\u8ddd\u79bb\u548cMSE\u5747\u4f4e\u4e8e\u56fa\u5b9a\u81a8\u80c0\u7387MTL-TCN\u548cSingle-TCN\uff1b\u5728\u8bad\u7ec3\u6548\u7387\u4e0a\uff0c\u53ef\u53d8\u81a8\u80c0\u7387MTL-TCN\u8bad\u7ec3\u7528\u65f6131.93\u79d2\uff0c\u8fdc\u4f4e\u4e8eSingle-TCN\u7684282.82\u79d2\uff0c\u4e0e\u56fa\u5b9a\u81a8\u80c0\u7387MTL-TCN\u57fa\u672c\u6301\u5e73\u3002\u5177\u4f53\u6570\u636e\u5982\u88682\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u578b<\/th><th>\u6307\u6807<\/th><th>PS<\/th><th>FS<\/th><th>SE<\/th><th>\u603b\u7528\u65f6\/s<\/th><\/tr><\/thead><tbody><tr><td>\u53ef\u53d8\u81a8\u80c0\u7387MTL-TCN<\/td><td>\u5e73\u5747DTW\u8ddd\u79bb<\/td><td>0.0282<\/td><td>0.1196<\/td><td>0.3442<\/td><td>131.93<\/td><\/tr><tr><td><\/td><td>MSE<\/td><td>0.0012<\/td><td>0.0254<\/td><td>0.1721<\/td><td><\/td><\/tr><tr><td>Single-TCN<\/td><td>\u5e73\u5747DTW\u8ddd\u79bb<\/td><td>0.1274<\/td><td>0.1614<\/td><td>0.6266<\/td><td>282.82<\/td><\/tr><tr><td><\/td><td>MSE<\/td><td>0.0200<\/td><td>0.0302<\/td><td>0.4576<\/td><td><\/td><\/tr><tr><td>\u56fa\u5b9a\u81a8\u80c0\u7387MTL-TCN<\/td><td>\u5e73\u5747DTW\u8ddd\u79bb<\/td><td>0.1394<\/td><td>0.1533<\/td><td>0.6246<\/td><td>136.34<\/td><\/tr><tr><td><\/td><td>MSE<\/td><td>0.0371<\/td><td>0.0611<\/td><td>0.9285<\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u88682 \u5bf9\u6bd4\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u53d8\u81a8\u80c0\u7387MTL-TCN\u7684\u9884\u6d4b\u7ed3\u679c\u6563\u70b9\u56fe\u663e\u793a\uff0cPS\u3001FS\u3001SE\u7684\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u5747\u5bc6\u96c6\u5206\u5e03\u5728y=x\u76f4\u7ebf\u9644\u8fd1\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u9884\u6d4b\u7cbe\u5ea6\u3002\u5c06\u9884\u6d4b\u6570\u636e\u8f93\u5165TCN\u591a\u5206\u7c7b\u5668\u540e\uff0c\u6a21\u578b\u80fd\u51c6\u786e\u5c06\u6570\u636e\u5206\u7c7b\u81f3\u5bf9\u5e94\u91cf\u5316\u72b6\u6001\uff0c\u90e8\u5206\u5468\u671f\u7684\u5206\u7c7b\u7ed3\u679c\u4e0e\u771f\u5b9e\u6807\u7b7e\u9ad8\u5ea6\u4e00\u81f4\uff0c\u4ec5\u4e2a\u522b\u5468\u671f\u5b58\u5728\u7ec6\u5fae\u504f\u5dee\uff0c\u8bc1\u660e\u6a21\u578b\u53ef\u6709\u6548\u5b9e\u73b0\u81ea\u79fb\u673a\u5c3e\u72b6\u6001\u611f\u77e5\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"543\" height=\"1024\" src=\"https:\/\/aimc.skyate.com\/wp-content\/uploads\/2025\/10\/image-7-543x1024.png\" alt=\"\" class=\"wp-image-1028\" style=\"width:456px;height:auto\" srcset=\"https:\/\/aimc.skyate.com\/wp-content\/uploads\/2025\/10\/image-7-543x1024.png 543w, https:\/\/aimc.skyate.com\/wp-content\/uploads\/2025\/10\/image-7-159x300.png 159w, https:\/\/aimc.skyate.com\/wp-content\/uploads\/2025\/10\/image-7.png 640w\" sizes=\"auto, (max-width: 543px) 100vw, 543px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>\u56fe3 \u53ef\u53d8\u81a8\u80c0\u7387MTL-TCN\u9884\u6d4b\u7ed3\u679c\u6563\u70b9\u56fe<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7814\u7a76\u610f\u4e49\u4e0e\u672a\u6765\u5c55\u671b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8be5\u7814\u7a76\u63d0\u51fa\u7684MTL-TCN\u6a21\u578b\uff0c\u901a\u8fc7\u591a\u4efb\u52a1\u5b66\u4e60\u5171\u4eab\u591a\u6e90\u6570\u636e\u7279\u5f81\u3001\u53ef\u8c03\u81a8\u80c0\u5377\u79ef\u4f18\u5316\u65f6\u5e8f\u5efa\u6a21\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u4f20\u7edf\u65b9\u6cd5\u9884\u6d4b\u7cbe\u5ea6\u4f4e\u3001\u6548\u7387\u4e0d\u9ad8\u7684\u95ee\u9898\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u8be5\u6a21\u578b\u80fd\u66f4\u51c6\u786e\u3001\u5feb\u901f\u5730\u5b8c\u6210\u81ea\u79fb\u673a\u5c3e\u6570\u636e\u9884\u6d4b\u53ca\u72b6\u6001\u5206\u7c7b\uff0c\u4e3a\u7164\u77ff\u4e95\u4e0b\u8bbe\u5907\u72b6\u6001\u76d1\u6d4b\u63d0\u4f9b\u4e86\u53ef\u9760\u6280\u672f\u652f\u6491\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u6765\uff0c\u7814\u7a76\u56e2\u961f\u53ef\u8fdb\u4e00\u6b65\u62d3\u5c55\u6a21\u578b\u5e94\u7528\u573a\u666f\uff0c\u63a2\u7d22\u5c06\u5176\u5e94\u7528\u4e8e\u5176\u4ed6\u7164\u77ff\u8bbe\u5907\u7684\u72b6\u6001\u9884\u6d4b\uff1b\u540c\u65f6\uff0c\u53ef\u7ed3\u5408\u66f4\u5148\u8fdb\u7684\u7279\u5f81\u63d0\u53d6\u6280\u672f\u548c\u4f18\u5316\u7b97\u6cd5\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u5728\u590d\u6742\u5de5\u51b5\u4e0b\u7684\u9002\u5e94\u6027\u548c\u9884\u6d4b\u7cbe\u5ea6\uff0c\u4e3a\u7164\u77ff\u667a\u80fd\u5316\u5f00\u91c7\u63d0\u4f9b\u66f4\u6709\u529b\u7684\u4fdd\u969c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u81ea\u79fb\u673a\u5c3e\u72b6\u6001\u9884\u6d4b\u65b0\u7a81\u7834\uff1aMTL-TCN\u6a21\u578b\u7684\u521b\u65b0\u4e0e\u5b9e\u8df5 \u81ea\u79fb\u673a\u5c3e\u4f5c\u4e3a\u7164\u77ff\u7efc\u91c7\u5de5\u4f5c\u9762\u7684\u5173\u952e\u8bbe\u5907\uff0c\u627f\u62c5\u7740\u81ea\u52a8\u8c03\u6574\u8f93 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1027,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7,36,51],"tags":[96,74,97],"class_list":["post-1024","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-labnews-labnews","category-deeplearning","category-algorithmpaper","tag-tcn","tag-74","tag-97"],"_links":{"self":[{"href":"https:\/\/aimc.skyate.com\/index.php\/wp-json\/wp\/v2\/posts\/1024","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aimc.skyate.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aimc.skyate.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aimc.skyate.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aimc.skyate.com\/index.php\/wp-json\/wp\/v2\/comments?post=1024"}],"version-history":[{"count":2,"href":"https:\/\/aimc.skyate.com\/index.php\/wp-json\/wp\/v2\/posts\/1024\/revisions"}],"predecessor-version":[{"id":1030,"href":"https:\/\/aimc.skyate.com\/index.php\/wp-json\/wp\/v2\/posts\/1024\/revisions\/1030"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aimc.skyate.com\/index.php\/wp-json\/wp\/v2\/media\/1027"}],"wp:attachment":[{"href":"https:\/\/aimc.skyate.com\/index.php\/wp-json\/wp\/v2\/media?parent=1024"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aimc.skyate.com\/index.php\/wp-json\/wp\/v2\/categories?post=1024"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aimc.skyate.com\/index.php\/wp-json\/wp\/v2\/tags?post=1024"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}