{"id":25495,"date":"2021-04-13T21:21:26","date_gmt":"2021-04-13T13:21:26","guid":{"rendered":"https:\/\/swarma.org\/?p=25495"},"modified":"2021-04-13T21:21:26","modified_gmt":"2021-04-13T13:21:26","slug":"%e6%97%b6%e7%a9%ba%e5%9b%be%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e7%bb%93%e6%9e%84%e6%90%9c%e7%b4%a2%e7%ae%97%e6%b3%95%ef%bc%8c%e8%a7%a3%e5%86%b3%e5%9f%8e%e5%b8%82%e4%ba%a4%e9%80%9a%e9%a2%84%e6%b5%8b","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=25495","title":{"rendered":"\u65f6\u7a7a\u56fe\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u641c\u7d22\u7b97\u6cd5\uff0c\u89e3\u51b3\u57ce\u5e02\u4ea4\u901a\u9884\u6d4b\u95ee\u9898"},"content":{"rendered":"<div class='wxsyncmain'>\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;white-space: normal;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;background-color: rgb(255, 255, 255);\" data-mpa-powered-by=\"yiban.io\">\n<section style=\"display: inline-block;width: 661px;vertical-align: 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&quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">01\u7814\u7a76\u80cc\u666f<\/strong><\/strong><\/span><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<section>\n<section data-mid=\"\">\n<section data-mid=\"\">\n<section data-mid=\"\">\n<section data-mid=\"\">\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u968f\u7740\u57ce\u5e02\u611f\u77e5\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u57ce\u5e02\u4e2d\u79ef\u7d2f\u4e86\u5927\u91cf\u65f6\u7a7a\u6570\u636e\uff0c\u5982\u4ea4\u901a\u6d41\u91cf\u3001GPS\u8f68\u8ff9\u3001\u4f20\u611f\u5668\u8bb0\u5f55\u503c\u7b49\uff0c\u800c\u8fd9\u4e9b\u6570\u636e\u4e2d\u8574\u542b\u7740\u57ce\u5e02\u53d1\u5c55\u53d8\u5316\u7684\u5927\u91cf\u77e5\u8bc6\uff0c\u5982\u4ea4\u901a\u6d41\u91cf\u3001GPS\u8f68\u8ff9\u7b49\u6570\u636e\u63cf\u8ff0\u4e86\u57ce\u5e02\u4eba\u7fa4\u7684\u51fa\u884c\u60c5\u51b5\uff0c\u7a7a\u6c14\u8d28\u91cf\u7b49\u4f20\u611f\u5668\u6570\u636e\u53cd\u6620\u4e86\u57ce\u5e02\u4e2d\u7a7a\u6c14\u6c61\u67d3\u7269\u5206\u5e03\u60c5\u51b5\u7b49\uff0c\u56e0\u6b64\u5bf9\u57ce\u5e02\u65f6\u7a7a\u6570\u636e\u8fdb\u884c\u5206\u6790\u4e0e\u7cbe\u51c6\u9884\u6d4b\u662f\u57ce\u5e02\u667a\u80fd\u5316\u5efa\u8bbe\u7684\u91cd\u8981\u7814\u7a76\u95ee\u9898\u3002\u5982\u56fe1\uff08a\uff09\u6240\u793a\uff0c\u8003\u8651\u6570\u636e\u7684\u65f6\u7a7a\u5c5e\u6027\uff0c\u4ea4\u901a\u3001\u4eba\u6d41\u3001\u7a7a\u6c14\u8d28\u91cf\u7b49\u57ce\u5e02\u6570\u636e\u53ef\u4ee5\u5efa\u6a21\u4e3a\u65f6\u7a7a\u56fe\u7ed3\u6784\u3002\u56fe1\uff08b\uff09\u5c55\u793a\u4e86\u8fd1\u5e74\u6765\u4eba\u5de5\u667a\u80fd\u548c\u6570\u636e\u6316\u6398\u9886\u57df\u7684\u9876\u7ea7\u4f1a\u8bae\u4e0a\u53d1\u8868\u7684\u4e0e\u65f6\u7a7a\u56fe\u9884\u6d4b\u76f8\u5173\u7684\u8bba\u6587\u6570\u91cf<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08KDD\u3001AAAI\u3001IJCAI\u7b49AI\u9886\u57df\u9876\u7ea7\u56fd\u9645\u4f1a\u8bae\uff09<\/span><span style=\"font-size: 15px;\">\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u7531\u4e8e\u5b83\u80cc\u540e\u7684\u5de8\u5927\u5e94\u7528\u4ef7\u503c\uff0c\u65f6\u7a7a\u56fe\u9884\u6d4b\u6b63\u5728\u6210\u4e3a\u4e00\u4e2a\u65b0\u7684\u7814\u7a76\u70ed\u70b9\u3002<br  \/><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align:center;width:100%;\"><img class=\"rich_pages\" data-galleryid=\"\" data-ratio=\"0.5216535433070866\" data-s=\"300,640\" data-type=\"png\" data-w=\"1016\"  style=\"box-sizing: border-box !important;width: 483px;visibility: visible !important;height: 252px;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-ae3e55a3ece918164ffe6bc3465a7dcc.png\"  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">\u56fe1 \u65f6\u7a7a\u56fe\u9884\u6d4b\u4efb\u52a1\u73b0\u72b6<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u9762\u5bf9\u4e0d\u540c\u7684\u65f6\u7a7a\u56fe\u6570\u636e\uff0c\u6211\u4eec\u901a\u5e38\u9700\u8981\u91cd\u65b0\u5206\u6790\u6570\u636e\u5e76\u8bbe\u8ba1\u6709\u6548\u7684\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u6765\u4e0d\u540c\u6570\u636e\u7684\u9884\u6d4b\u4efb\u52a1\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5f80\u5f80\u9700\u8981\u51e0\u4f4d\u4e13\u5bb6\u57fa\u4e8e\u4e30\u5bcc\u7684\u4e13\u4e1a\u77e5\u8bc6\u4e0e\u7ecf\u9a8c\u5e76\u901a\u8fc7\u82e5\u5e72\u6b21\u5b9e\u9a8c\u6765\u4f18\u5316\u7f51\u7edc\u7ed3\u6784\u548c\u53c2\u6570\uff0c\u6700\u540e\u624d\u80fd\u5f97\u5230\u7406\u60f3\u7684\u7f51\u7edc\u6a21\u578b\u3002\u4f46\u5373\u4fbf\u662f\u540c\u7c7b\u6570\u636e\uff0c\u4e0d\u540c\u4efb\u52a1\u5728\u6570\u636e\u5206\u5e03\u4e0a\u7684\u5dee\u5f02\u4e5f\u5bfc\u81f4\u96be\u4ee5\u76f4\u63a5\u590d\u7528\u6216\u8fc1\u79fb\u5df2\u6709\u7684\u7f51\u7edc\u7ed3\u6784\u3002\u8fd9\u5bfc\u81f4\u6a21\u578b\u7684\u5f00\u53d1\u6210\u672c\u5c45\u9ad8\u4e0d\u4e0b\u3002\u56e0\u6b64\uff0c\u5982\u679c\u80fd\u6839\u636e\u6536\u96c6\u5230\u7684\u65f6\u7a7a\u6570\u636e\uff0c\u9ad8\u6548\u5730\u81ea\u52a8\u8bbe\u8ba1\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\uff0c\u5c31\u53ef\u4ee5\u5e2e\u52a9\u5927\u5bb6\u8282\u7ea6\u6210\u672c\u3001\u63d0\u5347\u6548\u7387\u3002<\/span><\/p>\n<section><br  \/><\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u65e9\u57282016\u5e74\uff0cGoogle\u5c31\u53d1\u8868\u8fc7\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u81ea\u52a8\u7f51\u7edc\u7ed3\u6784\u641c\u7d22\u5de5\u4f5c[2]\uff0c\u7136\u800c\u8be5\u65b9\u6cd5\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u65e0\u6cd5\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u5e7f\u6cdb\u4f7f\u7528\u3002\u8be5\u65b9\u6cd5\u7684\u6027\u80fd\u74f6\u9888\u5728\u4e8e\u6bcf\u4e2a\u5b50\u7f51\u7edc\u7684\u53c2\u6570\u90fd\u9700\u8981\u91cd\u65b0\u8bad\u7ec3\uff0c\u65e0\u6cd5\u5229\u7528\u8fc7\u53bb\u6240\u5b66\u4e60\u7684\u77e5\u8bc6\u3002\u540e\u7eed\u63d0\u51fa\u7684ENAS[3]\u548cDARTS[4]\u901a\u8fc7\u8bbe\u8ba1\u4e00\u4e2a\u5de8\u5927\u7684\u7f51\u7edc\u641c\u7d22\u7a7a\u95f4\uff0c\u5229\u7528\u53cd\u5411\u68af\u5ea6\u4f20\u64ad\u7684\u65b9\u6cd5\uff0c\u540c\u65f6\u4f18\u5316\u7f51\u7edc\u6743\u91cd\u548c\u7ed3\u6784\u53c2\u6570\uff0c\u4f7f\u5f97\u7f51\u7edc\u7ec4\u4ef6\u7684\u6743\u91cd\u53ef\u4ee5\u88ab\u91cd\u590d\u5229\u7528\uff0c\u5927\u5927\u51cf\u5c11\u4e86\u641c\u7d22\u7f51\u7edc\u6240\u9700\u7684\u8ba1\u7b97\u8d44\u6e90\u3002\u4eac\u4e1c\u667a\u80fd\u57ce\u5e02AI\u56e2\u961f\u57fa\u4e8eDARTS\u6846\u67b6\uff0c\u9488\u5bf9\u65f6\u7a7a\u7f51\u683c\u6570\u636e\u7279\u70b9\u7814\u53d1\u4e86AutoST\u7f51\u7edc\u641c\u7d22\u6846\u67b6[5]\uff0c\u80fd\u591f\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u7ed9\u51fa\u6700\u4f18\u7f51\u7edc\u7ed3\u6784\u4e0e\u6743\u91cd\uff0c\u53d6\u5f97\u8d85\u51fa\u4eba\u5de5\u8bbe\u8ba1\u7684\u7f51\u7edc\u6027\u80fd\u3002\u4f46\u662f\u5728\u65f6\u7a7a\u56fe\u6570\u636e\u65b9\u9762\uff0c\u6682\u65f6\u8fd8\u6ca1\u6709\u8fd9\u6837\u7684\u5de5\u4f5c\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u75db\u70b9\u95ee\u9898\uff0c\u4f7f\u5f97\u81ea\u52a8\u673a\u5668\u5b66\u4e60\u6280\u672f\u53ef\u4ee5\u6df1\u5165\u5230\u66f4\u591a\u667a\u80fd\u57ce\u5e02\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u672c\u6587\u4ece\u57ce\u5e02\u4ea4\u901a\u6570\u636e\u9884\u6d4b\u4efb\u52a1\u51fa\u53d1\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u9488\u5bf9\u65f6\u7a7a\u56fe\u6570\u636e\u9884\u6d4b\u4efb\u52a1\u7684\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u641c\u7d22\u7b97\u6cd5\u3002\u8be5\u7814\u7a76\u89e3\u51b3\u4e86\u4ee5\u4e0b\u4e24\u65b9\u9762\u6311\u6218\uff1a<\/span><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;font-family: -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);text-align: center;\"><br  \/><\/section>\n<blockquote data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"132\" data-source-title=\"\" style=\"color: rgba(0, 0, 0, 0.5);letter-spacing: 0.544px;white-space: normal;font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\n<section>\n<section>\n<p style=\"margin-right: 8px;margin-left: 8px;color: rgb(63, 63, 63);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;caret-color: rgb(51, 51, 51);text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;\"><\/span><strong style=\"white-space: normal;\"><span style=\"color: rgb(0, 0, 0);font-size: 15px;\">\u7b2c\u4e00\u6311\u6218\uff1a\u5982\u4f55\u6784\u5efa\u7f51\u7edc\u7ed3\u6784\u641c\u7d22\u7a7a\u95f4\uff1f<\/span><\/strong><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;color: rgb(63, 63, 63);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;caret-color: rgb(51, 51, 51);text-align: left;\"><strong style=\"white-space: normal;\"><span style=\"color: rgb(0, 0, 0);font-size: 15px;\"><br  \/><\/span><\/strong><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;color: rgb(63, 63, 63);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;caret-color: rgb(51, 51, 51);text-align: left;line-height: 1.75em;\"><span style=\"color: rgb(51, 51, 51);font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: justify;\">\u7531\u4e8e\u6570\u636e\u5728\u65f6\u95f4\u7ef4\u5ea6\u548c\u7a7a\u95f4\u7ef4\u5ea6\u4e92\u76f8\u5173\u8054\uff0c\u5e76\u4e14\u8fd9\u79cd\u65f6\u7a7a\u76f8\u5173\u6027\u4f5c\u7528\u5728\u4e00\u822c\u56fe\u7ed3\u6784\u4e0a\uff0c\u6211\u4eec\u9700\u8981\u8bbe\u8ba1\u641c\u7d22\u7a7a\u95f4\u6765\u5efa\u6a21\u6570\u636e\u4e2d\u590d\u6742\u7684\u65f6\u7a7a\u76f8\u5173\u6027\u3002<\/span><span style=\"color: rgb(51, 51, 51);font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: justify;\">&nbsp;&nbsp;<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;color: rgb(63, 63, 63);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;caret-color: rgb(51, 51, 51);text-align: left;line-height: 1.75em;\"><span style=\"color: rgb(51, 51, 51);font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: justify;\">&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;color: rgb(63, 63, 63);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;caret-color: rgb(51, 51, 51);text-align: left;\"><strong style=\"letter-spacing: 0.544px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 17px;text-align: justify;color: rgb(0, 0, 0);\"><span style=\"font-size: 15px;\">\u7b2c\u4e8c\u6311\u6218\uff1a\u5173\u5982\u4f55\u5b66\u4e60\u53d7\u5c5e\u6027\u56fe\u5f71\u54cd\u7684\u7f51\u7edc\u53c2\u6570\u6743\u91cd\uff1f<\/span><\/strong><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;color: rgb(63, 63, 63);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;caret-color: rgb(51, 51, 51);text-align: left;\"><strong style=\"letter-spacing: 0.544px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 17px;text-align: justify;color: rgb(0, 0, 0);\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/strong><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;color: rgb(63, 63, 63);font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;caret-color: rgb(51, 51, 51);text-align: left;line-height: 1.75em;\"><span style=\"letter-spacing: 0.544px;color: rgb(51, 51, 51);font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: justify;\">\u65f6\u7a7a\u56fe\u5e38\u5e38\u5bf9\u5e94\u4e00\u4e2a\u9759\u6001\u5c5e\u6027\u56fe\uff0c\u8be5\u5c5e\u6027\u56fe\u5305\u542b\u65f6\u7a7a\u56fe\u7684\u5143\u77e5\u8bc6\uff0c\u5f71\u54cd\u7740\u65f6\u7a7a\u6570\u636e\u7684\u53d8\u5316\u8d8b\u52bf\u3002\u4ee5\u4ea4\u901a\u6570\u636e\u4e3a\u4f8b\uff0c\u9053\u8def\u7684\u5bbd\u5ea6<\/span><span style=\"letter-spacing: 0.544px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: justify;color: rgb(136, 136, 136);\">\uff08\u8fb9\u5c5e\u6027\uff09<\/span><span style=\"letter-spacing: 0.544px;color: rgb(51, 51, 51);font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: justify;\">\u3001\u8def\u53e3\u7684\u5c94\u8def\u6570\u91cf<\/span><span style=\"letter-spacing: 0.544px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: justify;color: rgb(136, 136, 136);\">\uff08\u70b9\u5c5e\u6027\uff09<\/span><span style=\"letter-spacing: 0.544px;color: rgb(51, 51, 51);font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: justify;\">\u4f53\u73b0\u7740\u5730\u70b9\u758f\u901a\u8f66\u6d41\u5feb\u6162\u7684\u80fd\u529b<\/span><span style=\"letter-spacing: 0.544px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: justify;color: rgb(136, 136, 136);\">\uff08\u5143\u77e5\u8bc6\uff09<\/span><span style=\"letter-spacing: 0.544px;color: rgb(51, 51, 51);font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: justify;\">\uff0c\u4ece\u800c\u5f71\u54cd\u7740\u4ea4\u901a\u6570\u636e\u7684\u53d8\u5316\u8d8b\u52bf\u3002\u540c\u65f6\uff0c\u8fd9\u79cd\u8282\u70b9\/\u8fb9\u7684\u5143\u77e5\u8bc6\u4e5f\u4f1a\u5728\u5c5e\u6027\u56fe\u7ed3\u6784\u4e0a\u4e92\u76f8\u4f5c\u7528\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u8def\u53e3\u56e0\u4e3a\u89c4\u5212\u4e0d\u5408\u7406\uff0c\u5bb9\u6613\u51fa\u73b0\u4ea4\u901a\u5835\u585e\uff0c\u90a3\u4e48\u5176\u5468\u8fb9\u8def\u53e3\u4e5f\u5bb9\u6613\u53d7\u5176\u5f71\u54cd\u53d1\u751f\u62e5\u5835\u3002\u7531\u4e8e\u7f51\u7edc\u53c2\u6570\u6743\u91cd\u53cd\u6620\u6570\u636e\u4e2d\u7684\u65f6\u7a7a\u76f8\u5173\u6027\uff0c\u6240\u4ee5\u5728\u5b66\u4e60\u8fd9\u4e9b\u53c2\u6570\u65f6\uff0c\u6211\u4eec\u9700\u8981\u8003\u8651\u5c5e\u6027\u56fe\u7684\u5f71\u54cd\u3002&nbsp;<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><br  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><br  \/><\/p>\n<section>\n<section data-mid=\"\">\n<section data-mid=\"\">\n<section data-mid=\"\">\n<section data-mid=\"\">\n<h3 style=\"white-space: normal;\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p><span style=\"font-size: 17px;\"><strong style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">02\u6a21\u578b\u8be6\u60c5<\/strong><\/strong><\/span><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<\/section>\n<section data-mid=\"\">\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u5982\u56fe2\u6240\u793a\uff0c\u6211\u4eec\u63d0\u51fa\u7684AutoSTG\u6846\u67b6\u4e3b\u8981\u5305\u542b\u4e24\u4e2a\u6a21\u5757\uff1a\uff08a\uff09\u7f51\u7edc\u7ed3\u6784\u641c\u7d22\uff1b\uff08b\uff09\u53c2\u6570\u6743\u91cd\u5b66\u4e60\u3002\u5728\u7f51\u7edc\u7ed3\u6784\u641c\u7d22\u4e2d\uff0c\u6211\u4eec\u9700\u8981\u8bbe\u8ba1\u641c\u7d22\u7a7a\u95f4\uff0c\u8ba9\u641c\u7d22\u5230\u7684\u6a21\u578b\u80fd\u591f\u5efa\u6a21\u6570\u636e\u4e2d\u7684\u65f6\u7a7a\u76f8\u5173\u6027\u3002\u5728\u53c2\u6570\u6743\u91cd\u5b66\u4e60\u7684\u6a21\u5757\u91cc\uff0c\u6211\u4eec\u91c7\u7528\u5143\u5b66\u4e60\u7684\u65b9\u5f0f\uff0c\u5148\u7528\u56fe\u5143\u77e5\u8bc6\u5b66\u4e60\u7f51\u7edc\u4ece\u5c5e\u6027\u56fe\u4e2d\u5b66\u4e60\u8282\u70b9\u548c\u8fb9\u7684\u5143\u77e5\u8bc6\uff0c\u7136\u540e\u7528\u5143\u5b66\u4e60\u7f51\u7edc\u5b66\u4e60\u65f6\u7a7a\u7f51\u7edc\u4e2d\u7684\u53c2\u6570\u6743\u91cd\uff0c\u4ece\u800c\u5efa\u6a21\u5c5e\u6027\u56fe\u5bf9\u65f6\u7a7a\u76f8\u5173\u6027\u7684\u5f71\u54cd\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align:center;width:100%;\"><img class=\"rich_pages\" data-galleryid=\"\" data-ratio=\"0.30790378006872854\" data-s=\"300,640\" data-type=\"png\" data-w=\"1455\" data-backw=\"578\" data-backh=\"178\"  style=\"background-color: rgb(238, 237, 235);border-width: 1px;border-style: solid;border-color: rgb(255, 255, 255);background-size: 22px;background-position: center center;background-repeat: no-repeat;box-sizing: border-box !important;height: 161px;width: 522px;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-e71c4ac12be6aeb48644576d1dd2d4f3.png\"  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe2 AutoSTG\u6846\u67b6<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\"><br  \/><\/span><\/p>\n<section data-mpa-template=\"t\">\n<section>\n<h2 style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"color: rgb(61, 170, 214);\"><strong><span style=\"font-size: 15px;\">\u641c\u7d22\u7a7a\u95f4<\/span><\/strong><\/span><\/h2>\n<p><span style=\"color: rgb(61, 170, 214);\"><strong><span style=\"font-size: 15px;\"><br  \/><\/span><\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u53d7\u57fa\u4e8e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u65f6\u7a7a\u6a21\u578b\u542f\u53d1\uff0cAutoSTG\u6846\u67b6\u4e5f\u57fa\u4e8e\u5377\u79ef\u7b97\u5b50\u3002\u5982\u56fe2\uff08a\uff09\u6240\u793a\uff0c\u9884\u6d4b\u7f51\u7edc\u5305\u542b\u82e5\u5e72\u4e2aCell\u6216Pooling\u5c42\uff0c\u6240\u6709\u5c42\u7684\u8f93\u51fa\u805a\u5408\u540e\u7528\u5168\u8fde\u63a5\u7f51\u7edc\u9884\u6d4b\u672a\u6765\u6570\u636e\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u641c\u7d22\u6bcf\u4e00\u4e2aCell\u7684\u7f51\u7edc\u7ed3\u6784\u3002\u6bcf\u4e2aCell\u7684\u641c\u7d22\u7a7a\u95f4\u4e3a\u4e00\u4e2a\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\u3002\u6bcf\u6761\u8fb9\u5bf9\u5e94\u56db\u79cd\u53ef\u80fd\u7684\u7f51\u7edc\uff1a\u7a7a\u7f51\u7edc<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Zero\uff09<\/span><span style=\"font-size: 15px;\">\u3001\u6052\u7b49\u6620\u5c04\u7f51\u7edc<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Identity\uff09<\/span><span style=\"font-size: 15px;\">\u3001\u7a7a\u95f4\u56fe\u5377\u79ef\u7f51\u7edc<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Spatial graph convolution\uff09<\/span><span style=\"font-size: 15px;\">\u548c\u65f6\u95f4\u5377\u79ef\u7f51\u7edc<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">(temporal convolution)<\/span><span style=\"font-size: 15px;\">\u3002\u6211\u4eec\u9700\u8981\u786e\u5b9a\u6bcf\u6761\u8fb9\u5bf9\u5e94\u7684\u7f51\u7edc\u3002\u5728\u672c\u5de5\u4f5c\u4e2d\uff0c\u6211\u4eec\u91c7\u7528DARTS\u7b97\u6cd5[4]\u6765\u5b66\u4e60\u7f51\u7edc\u7ed3\u6784\u7684\u6743\u91cd\u3002<br  \/><\/span><\/p>\n<section><br  \/><\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u7531\u4e8e\u5728\u65f6\u7a7a\u56fe\u4e2d\u6570\u636e\u7684\u76f8\u5173\u6027\u53d7\u5c5e\u6027\u56fe\u6240\u5f71\u54cd\uff0c\u6240\u4ee5\u6211\u4eec\u7528\u5143\u5b66\u4e60\u7684\u65b9\u5f0f\u751f\u6210\u7a7a\u95f4\u56fe\u5377\u79ef\u7f51\u7edc\u4e2d\u7684\u90bb\u63a5\u77e9\u9635\u548c\u65f6\u95f4\u5377\u79ef\u7f51\u7edc\u4e2d\u7684\u5377\u79ef\u6838\uff0c\u6765\u5efa\u6a21\u7f51\u7edc\u53c2\u6570\u4e0e\u5c5e\u6027\u56fe\u5143\u77e5\u8bc6\u95f4\u7684\u5173\u7cfb\u3002\u4e0b\u9762\uff0c\u6211\u4eec\u4f1a\u5177\u4f53\u4ecb\u7ecd\u5143\u5b66\u4e60\u65b9\u6cd5\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<section data-mpa-template=\"t\">\n<section>\n<h2 style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><strong><span style=\"font-size: 15px;color: rgb(61, 170, 214);\">\u6743\u91cd\u5143\u5b66\u4e60<\/span><\/strong><\/h2>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u4ece\u5c5e\u6027\u56fe\u4e2d\u5b66\u4e60\u8282\u70b9\u4e0e\u8fb9\u7684\u5143\u77e5\u8bc6\u3002\u4e3a\u4e86\u5efa\u6a21\u8282\u70b9\u4e0e\u8fb9\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u56fe\u7684\u5143\u77e5\u8bc6\u5b66\u4e60\u7f51\u7edc\u3002\u5982\u56fe3\u6240\u793a\uff0c\u8be5\u7f51\u7edc\u9700\u8981\u8fed\u4ee3\u591a\u6b65\uff0c\u6bcf\u6b65\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\uff1a\uff08a\uff09\u5bf9\u4e8e\u6bcf\u4e2a\u8282\u70b9\uff0c\u7528\u56fe\u5377\u79ef\u7f51\u7edc\uff0c\u6839\u636e\u8fb9\u7684\u8868\u5f81\u805a\u5408\u5176\u5468\u56f4\u8282\u70b9\u7684\u8868\u5f81\uff1b\uff08b\uff09\u5bf9\u4e8e\u6bcf\u6761\u8fb9\uff0c\u805a\u5408\u5176\u76f8\u8fde\u7684\u4e24\u4e2a\u8282\u70b9\u7684\u8868\u5f81\u3002\u901a\u8fc7\u591a\u6b21\u8fed\u4ee3\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u5c5e\u6027\u56fe\u4e0a\u4f20\u64ad\u8282\u70b9\u548c\u8fb9\u7684\u5c5e\u6027\u4fe1\u606f\uff0c\u5b66\u5230\u6709\u6548\u8868\u5f81\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u8282\u70b9\u548c\u8fb9\u7684\u5143\u77e5\u8bc6\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><br  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align:center;width:100%;\"><img class=\"rich_pages\" data-galleryid=\"\" data-ratio=\"0.4395973154362416\" data-s=\"300,640\" data-type=\"png\" data-w=\"894\"  style=\"box-sizing: border-box !important;width: 525px;visibility: visible !important;height: 231px;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-7fd9c8a15d12aaf1372b03e1bf1eabf5.png\"  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">\u56fe3 \u56fe\u5143\u77e5\u8bc6\u5b66\u4e60\u7f51\u7edc<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 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210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p><span style=\"font-size: 17px;\"><strong style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">03\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/strong><\/span><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<section>\n<section data-mid=\"\">\n<section data-mid=\"\">\n<section>\n<section data-mid=\"\">\n<section data-mid=\"\">\n<section data-mid=\"\">\n<section data-mid=\"\">\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u6211\u4eec\u7528\u4e24\u4e2a\u771f\u5b9e\u7684\u4ea4\u901a\u6570\u636e\u96c6PEMS-BAY\u548cMETR-LA\u6765\u9a8c\u8bc1AutoSTG\u6846\u67b6\u7684\u6709\u6548\u6027\u3002\u5b9e\u9a8c\u8bbe\u7f6e\u4e0eDCRNN[6]\u5b8c\u5168\u76f8\u540c\uff0c\u5e76\u7528\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u7b80\u79f0MAE\uff09<\/span><span style=\"font-size: 15px;\">\u548c\u5747\u65b9\u6839\u8bef\u5dee<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u7b80\u79f0RMSE\uff09<\/span><span style=\"font-size: 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src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-b1b1f34b38c9c477e3dbdf1b3d507850.png\"  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><br  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u5982\u8868\u6240\u793a\uff0c\u4e0e\u6240\u6709\u57fa\u51c6\u6a21\u578b\u76f8\u6bd4\uff0cAutoSTG\u6846\u67b6\u53ef\u4ee5\u81ea\u52a8\u5b66\u4e60\u65f6\u7a7a\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\uff0c\u5e76\u53d6\u5f97\u4e0e\u4eba\u5de5\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6a21\u578b\u76f8\u8fd1\u7684\u9884\u6d4b\u51c6\u786e\u5ea6\u3002\u5c24\u5176\u662f\u5728PEMS-BAY\u6570\u636e\u96c6\u4e2d\uff0cAutoSTG\u641c\u7d22\u51fa\u7684\u7ed3\u6784\u5728\u9884\u6d4b\u51c6\u786e\u5ea6\u6307\u6807MAE\u548cRMSE\u4e0a\u90fd\u63d0\u53472%\u3002\u8fd9\u4e5f\u8fdb\u4e00\u6b65\u8bf4\u660e\uff0cAutoSTG\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u6548\u7684\u65f6\u7a7a\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u641c\u7d22\u6846\u67b6\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 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13px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 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 \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align:center;width:100%;\"><img class=\"rich_pages\" data-galleryid=\"\" data-ratio=\"0.36666666666666664\" data-s=\"300,640\" data-type=\"png\" data-w=\"720\"  style=\"background-color: rgb(238, 237, 235);border-width: 0px;border-style: solid;border-color: rgb(238, 237, 235);background-size: 22px;background-position: center center;background-repeat: no-repeat;box-sizing: border-box !important;height: 195px;width: 531px;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-ac80ec822ab6fcf8cf4e6fafd73c5502.png\"  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe5 AutoSTG\u7b97\u6cd5\u6a21\u5757\u6709\u6548\u6027\u5b9e\u9a8c<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\"><br  \/><\/span><\/p>\n<section>\n<section data-mid=\"\">\n<section data-mid=\"\">\n<section data-mid=\"\">\n<section data-mid=\"\">\n<section data-mpa-template=\"t\">\n<h3 style=\"white-space: normal;\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p><span style=\"font-size: 17px;\"><strong style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">04\u57fa\u4e8e\u57ce\u5e02\u65f6\u7a7a\u667a\u80fd\u5f15\u64ce\u7684\u5feb\u901f\u843d\u5730\u5e94\u7528<\/strong><\/strong><\/span><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u57ce\u5e02\u65f6\u7a7a\u667a\u80fd\u5f15\u64ce<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Federated Learning, AutoML, Spatio-Temporal AI Engine; FAST\uff09<\/span><span style=\"font-size: 15px;\">\uff0c\u662f\u4eac\u4e1c\u667a\u80fd\u57ce\u5e02AI\u56e2\u961f\u96c6\u6210\u591a\u5e74\u5173\u4e8e\u65f6\u7a7aAI\u7684\u7814\u7a76\u6210\u679c\u4e0e\u9879\u76ee\u7ecf\u9a8c\uff0c\u57fa\u4e8eMLOps<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u673a\u5668\u5b66\u4e60\u5f00\u53d1\u8fd0\u7ef4\u4e00\u4f53\u5316\uff09<\/span><span style=\"font-size: 15px;\">\u7406\u5ff5\u9762\u5411\u653f\u4f01\u79c1\u6709\u5316\u90e8\u7f72\u5e02\u573a\u91cd\u70b9\u6253\u9020\u7684AI\u5e73\u53f0\u578b\u4ea7\u54c1\u3002FAST\u63d0\u4f9b\u5148\u8fdb\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u5f15\u64ce\u3001\u9ad8\u6027\u80fd\u63a8\u7406\u5f15\u64ce\u3001\u65f6\u7a7a\u9884\u6d4b\u5f15\u64ce\u7b49\uff0c\u96c6\u6210\u4e1a\u754c\u9886\u5148\u7684\u65f6\u7a7a\u7b97\u6cd5\u4ed3\u5e93\u4e0e\u65f6\u7a7a\u7279\u5f81\u4ed3\u5e93\uff0c\u652f\u6301\u5404\u79cd\u5f02\u6784\u8ba1\u7b97\u8d44\u6e90\uff0c\u96c6\u6210\u591a\u79cd\u4e3b\u6d41\u8ba1\u7b97\u6846\u67b6\uff0c\u80fd\u529b\u8986\u76d6\u6570\u636e\u7ba1\u7406\u3001\u6a21\u578b\u8bbe\u8ba1\u3001\u6a21\u578b\u8bad\u7ec3\u3001\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u3001\u6a21\u578b\u63a8\u7406\u3001\u670d\u52a1\u90e8\u7f72\u3001\u6a21\u578b\u76d1\u63a7\u3001\u6a21\u578b\u91cd\u8bad\u7ec3\u7b49AI\u5168\u6d41\u7a0b\uff0c\u65e8\u5728\u4e3a\u653f\u4f01\u548c\u5408\u4f5c\u4f19\u4f34\u63d0\u4f9b\u9ad8\u6027\u80fd\u3001\u4f4e\u95e8\u69db\u3001\u53ef\u6269\u5c55\u7684\u4f01\u4e1a\u7ea7AI\u667a\u80fd\u5f15\u64ce\u89e3\u51b3\u65b9\u6848\uff0c\u52a9\u529b\u653f\u4f01\u5feb\u901f\u642d\u5efa\u4f01\u4e1a\u7ea7AI\u5e94\u7528\u7cfb\u7edf\u3002\u76ee\u524dFAST\u5e73\u53f0\u5df2\u4e3a\u5357\u901a\u3001\u5357\u4eac\u3001\u6210\u90fd\u3001\u5e7f\u6c49\u7b49\u591a\u4e2a\u57ce\u5e02\u667a\u80fd\u5e94\u7528\u5efa\u8bbe\u9879\u76ee\u63d0\u4f9b\u670d\u52a1\uff0c\u8986\u76d6\u57ce\u5e02\u4ea4\u901a\u3001\u89c4\u5212\u3001\u73af\u5883\u3001\u80fd\u8017\u3001\u653f\u52a1\u3001\u516c\u5171\u548c\u5546\u4e1a\u7b49\u5782\u76f4\u884c\u4e1a\u3002\u672c\u6587\u63d0\u51fa\u65b9\u6cd5\u540e\u7eed\u5c06\u96c6\u6210\u4e8eFAST\u5e73\u53f0\u65f6\u7a7a\u81ea\u52a8\u673a\u5668\u5b66\u4e60\u5f15\u64ce\uff0c\u52a9\u529b\u57ce\u5e02\u9879\u76ee\u4e2d\u4e0d\u540c\u65f6\u7a7a\u56fe\u9884\u6d4b\u4efb\u52a1\u7684\u5feb\u901f\u7814\u53d1\u4e0e\u90e8\u7f72\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><br  \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><br  \/><\/p>\n<h3 style=\"white-space: normal;\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p><span style=\"font-size: 17px;\"><strong style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">05\u7ed3\u8bba<\/strong><\/strong><\/span><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"line-height: 1.75em;\">\n<section data-mid=\"\" style=\"line-height: 1.75em;\">\n<section data-mid=\"\" style=\"line-height: 1.75em;\">\n<section data-mid=\"\" style=\"line-height: 1.75em;\">\n<section data-mpa-template=\"t\" style=\"line-height: 1.75em;\">\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u5728\u63a8\u8fdb\u57ce\u5e02\u667a\u80fd\u5e94\u7528\u5efa\u8bbe\u843d\u5730\u65f6\uff0c\u9700\u8981\u7740\u91cd\u8003\u8651\u4eba\u529b\u6210\u672c\u3001\u7814\u53d1\u6548\u7387\u7b49\u5b9e\u9645\u95ee\u9898\uff0c\u800c\u9762\u5411\u5177\u4f53\u5e94\u7528\u4efb\u52a1\u7684\u7f51\u7edc\u7ed3\u6784\u8bbe\u8ba1\u9700\u8981\u4e30\u5bcc\u7684\u4e13\u5bb6\u77e5\u8bc6\u4e0e\u5927\u91cf\u7684\u5b9e\u9a8c\u9a8c\u8bc1\uff0c\u56e0\u6b64\u5982\u4f55\u5b9e\u73b0\u81ea\u52a8\u5316\u7f51\u7edc\u7ed3\u6784\u5b66\u4e60\u662f\u57ce\u5e02\u667a\u80fd\u5e94\u7528\u89c4\u6a21\u5316\u843d\u5730\u63a8\u5e7f\u7684\u5173\u952e\u95ee\u9898\u3002\u9488\u5bf9\u57ce\u5e02\u65f6\u7a7a\u9884\u6d4b\u4efb\u52a1\uff0c\u672c\u7814\u7a76\u56e2\u961f\u5bf9\u81ea\u52a8\u673a\u5668\u5b66\u4e60\u6280\u672f\u8fdb\u884c\u7814\u7a76\uff0c\u5df2\u5f62\u6210\u9762\u5411\u65f6\u7a7a\u7f51\u683c\u6570\u636e\u7684AutoST[5]\u7b49\u7814\u7a76\u6210\u679c\uff0c\u8fdb\u4e00\u6b65\u8003\u8651\u57ce\u5e02\u591a\u6837\u65f6\u7a7a\u6570\u636e\u7c7b\u578b\uff0c\u672c\u6587\u9996\u6b21\u63d0\u51fa\u4e86\u9762\u5411\u65f6\u7a7a\u56fe\u7ed3\u6784\u7684\u81ea\u52a8\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u641c\u7d22\u7b97\u6cd5AutoSTG\uff0c\u4ee5\u57ce\u5e02\u4ea4\u901a\u6d41\u91cf\u9884\u6d4b\u4efb\u52a1\u4e3a\u4f8b\uff0c\u5728\u4e24\u4e2a\u771f\u5b9e\u4ea4\u901a\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u8868\u660eAutoSTG\u53ef\u4ee5\u53d6\u5f97\u4e0e\u4eba\u5de5\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6a21\u578b\u76f8\u8fd1\u7684\u9884\u6d4b\u51c6\u786e\u5ea6\u3002\u8be5\u641c\u7d22\u6846\u67b6\u5c06\u5927\u5927\u51cf\u5c11\u6a21\u578b\u8bbe\u8ba1\u8fc7\u7a0b\u6240\u9700\u8981\u7684\u4eba\u529b\u6210\u672c\uff0c\u6709\u52a9\u4e8e\u65f6\u7a7a\u56fe\u9884\u6d4b\u6a21\u578b\u7684\u5feb\u901f\u5f00\u53d1\u3002AutoSTG\u540e\u7eed\u5c06\u4f9d\u6258\u4eac\u4e1c\u57ce\u5e02AI\u56e2\u961f\u81ea\u7814\u4ea7\u54c1\u2014\u2014\u57ce\u5e02\u65f6\u7a7a\u667a\u80fd\u5f15\u64ce\u8fdb\u884c\u89c4\u6a21\u5316\u90e8\u7f72\uff0c\u4ece\u800c\u9ad8\u6548\u652f\u6491\u57ce\u5e02\u667a\u80fd\u5e94\u7528\u5efa\u8bbe\u3002<br  \/><\/span><\/p>\n<p><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\">\u672c\u7814\u7a76\u5de5\u4f5c\u7531\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u4e0e\u4eac\u4e1c\u667a\u80fd\u57ce\u5e02\u7814\u7a76\u9662\u8054\u5408\u51fa\u54c1\u3002<\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(61, 170, 214);\">\u53c2\u8003\u6587\u732e<\/span><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">[1] \u4eac\u4e1c\u57ce\u5e02\u667a\u80fd\u57ce\u5e02\u7814\u7a76\u9662\u7814\u7a76\u6210\u679c. https:\/\/icity.jd.com\/research\/achievement.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">[2] Zoph B, Le Q. Neural Architecture Search with Reinforcement Learning[J]. In: Proceedings of the International Conference on Learning Representations (ICLR). 2016.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">[3]Pham H, Guan M, Zoph B, et al. Efficient neural architecture search via parameters sharing. In: Proceedings of the International Conference on Machine Learning (PMLR). 2018: 4095-4104.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">[4] Liu H, Simonyan K, Yang Y. DARTS: Differentiable Architecture Search. In: Proceedings of the International Conference on Learning Representations (ICLR). 2018.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">[5] Li T, Zhang J, Bao K, et al. AutoST: Efficient Neural Architecture Search for Spatio-Temporal Prediction. In: Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD). 2020.<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">[6] Li Y, Yu R, Shahabi C, et al. Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting. In: Proceedings of the International Conference on Learning Representations (ICLR). 2018.<\/span><\/p>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;letter-spacing: 0.544px;white-space: normal;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);text-align: center;justify-content: center;\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;box-shadow: rgb(0, 0, 0) 0px 0px 0px;border-bottom: 9px solid rgb(169, 215, 227);border-bottom-right-radius: 0px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: -15px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;color: rgb(12, 130, 169);font-size: 16px;line-height: 2;letter-spacing: 3px;\">\n<p><strong>\u590d\u6742\u79d1\u5b66\u6700\u65b0\u8bba\u6587<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;white-space: normal;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\n<p><br style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;letter-spacing: 0.544px;\"  \/><\/p>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;letter-spacing: 0.544px;white-space: normal;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u96c6\u667a\u6591\u56fe\u9876\u520a\u8bba\u6587\u901f\u9012\u680f\u76ee\u4e0a\u7ebf\u4ee5\u6765\uff0c\u6301\u7eed\u6536\u5f55\u6765\u81ea<span style=\"font-style: italic;\">Nature\u3001Science<\/span>\u7b49\u9876\u520a\u7684\u6700\u65b0\u8bba\u6587\uff0c\u8ffd\u8e2a\u590d\u6742\u7cfb\u7edf\u3001\u7f51\u7edc\u79d1\u5b66\u3001\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7b49\u9886\u57df\u7684\u524d\u6cbf\u8fdb\u5c55\u3002\u73b0\u5728\u6b63\u5f0f\u63a8\u51fa\u8ba2\u9605\u529f\u80fd\uff0c\u6bcf\u5468\u901a\u8fc7\u5fae\u4fe1\u670d\u52a1\u53f7\u300c\u96c6\u667a\u6591\u56fe\u300d\u63a8\u9001\u8bba\u6587\u4fe1\u606f\u3002\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\u5373\u53ef\u4e00\u952e\u8ba2\u9605\uff1a<\/span><br  \/><\/p>\n<section style=\"text-align: center;\"><img class=\"rich_pages\" data-ratio=\"0.3088962108731466\" data-s=\"300,640\" data-type=\"png\" data-w=\"1214\"  style=\"box-sizing: border-box !important;visibility: visible !important;width: 559px;height: 173px;\" src=\"\/wp-content\/uploads\/2021\/04\/wxsync-2021-04-fdadfa689e4fd2c0d00404fdcd994125.png\"  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;white-space: normal;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;\"><strong style=\"letter-spacing: 0.544px;color: rgb(0, 0, 0);font-size: 16px;text-align: center;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\"><span style=\"font-size: 15px;letter-spacing: 0.544px;\">\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><br  \/><\/p>\n<ul class=\"list-paddingleft-2\">\n<li style=\"font-size: 14px;font-weight: bold;\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;text-align: left;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247503097&amp;idx=1&amp;sn=30c402aabf4e4a30239a31822653ce8e&amp;chksm=e8979674dfe01f621f41419faf9358a505d0835e6c4cb7b7784553df214a72a8e4bcbf61a16d&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u56fe\u7f51\u7edc\u5165\u95e8\u8def\u5f84\uff1a\u4ece\u7f51\u7edc\u79d1\u5b66\u89c6\u89d2\u51fa\u53d1\uff0c\u4e0a\u624b\u6df1\u5ea6\u5b66\u4e60\u524d\u6cbf\u6280\u672f<\/a><br  \/><\/p>\n<\/li>\n<li style=\"font-size: 14px;font-weight: bold;\">\n<p 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href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247497508&amp;idx=1&amp;sn=e7708d8955d6b7abeaa082e2a21d5632&amp;chksm=e897ada9dfe024bf0df383bbe0e50da07648f695fb1fb19b831ce9d4daffb3fc913c4bae0f08&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u4ece\u56fe\u5d4c\u5165\u5230\u56fe\u5206\u7c7b\u2014\u2014\u56fe\u7f51\u7edc\u5165\u95e8\u7efc\u8ff0<\/a><br  \/><\/p>\n<\/li>\n<li style=\"font-size: 14px;font-weight: bold;\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;text-align: left;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247522466&amp;idx=1&amp;sn=d464b5bbdb03b6fcdecec5258c939f5e&amp;chksm=e897c22fdfe04b39a4a1fc8e84725f3edf938db4ae759c3a0c1d4b9481f037c0716b05efd285&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u590d\u6742\u7f51\u7edc\u52a8\u529b\u5b66\u673a\u5668\u5b66\u4e60\u81ea\u52a8\u5efa\u6a21<\/a><br  \/><\/p>\n<\/li>\n<li style=\"font-weight: bold;font-size: 14px;\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;text-align: left;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247502752&amp;idx=1&amp;sn=4ceaf4f227a4f7065b3cd256a2022552&amp;chksm=e897912ddfe0183b570a12e6b40212e33b76a95c54abe6e10afe7069acb9f6236bd39ccf8cda&amp;scene=21#wechat_redirect\" textvalue=\"\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;\" rel=\"noopener noreferrer\"><span style=\"text-decoration: underline;\"><strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/p>\n<\/section>\n<p><br  \/><\/p>\n<\/li>\n<\/ul>\n<p><br  \/><\/p>\n<p><strong style=\"letter-spacing: 0.544px;text-align: left;font-size: 15px;color: rgb(255, 255, 255);font-family: PingFangSC-light;\"><span style=\"background-color: rgb(12, 130, 169);\">\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u8ffd\u8e2a\u590d\u6742\u79d1\u5b66\u9876\u520a\u8bba\u6587<\/span><\/strong><\/p>\n<\/section><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed 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