{"id":36626,"date":"2025-04-11T14:40:36","date_gmt":"2025-04-11T06:40:36","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=36626"},"modified":"2025-04-11T14:40:36","modified_gmt":"2025-04-11T06:40:36","slug":"%e5%a6%82%e4%bd%95%e5%88%a9%e7%94%a8%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e8%bf%9b%e8%a1%8c%e5%ba%94%e7%94%a8%e6%95%85%e9%9a%9c%e5%ae%9a%e4%bd%8d%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/36626.html","title":{"rendered":"\u5982\u4f55\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u8fdb\u884c\u5e94\u7528\u6545\u969c\u5b9a\u4f4d\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/04\/qwGx088bu.jpg\" alt=\"\u5982\u4f55\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u8fdb\u884c\u5e94\u7528\u6545\u969c\u5b9a\u4f4d\uff1f\" 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id=\"\u4e8c-\u6df1\u5ea6\u5b66\u4e60\u7684\u8303\u5f0f\u7a81\u7834\">\u4e8c\u3001\u6df1\u5ea6\u5b66\u4e60\u7684\u8303\u5f0f\u7a81\u7834<\/h3>\n<p>\u4e0e\u4f20\u7edf\u65b9\u6cd5\u76f8\u6bd4\uff0c\u6df1\u5ea6\u5b66\u4e60\u7684\u9769\u547d\u6027\u5728\u4e8e<strong>\u9ad8\u7ef4\u7279\u5f81\u81ea\u4e3b\u6316\u6398\u80fd\u529b<\/strong>\u3002\u5377\u79ef\u795e\u7ecf\u7f51\u7edc(CNN)\u53ef\u81ea\u52a8\u8bc6\u522b\u670d\u52a1\u5668\u6027\u80fd\u6307\u6807\u95f4\u7684\u65f6\u7a7a\u5173\u8054\u6a21\u5f0f\uff0c\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc(LSTM)\u64c5\u957f\u6355\u6349\u65f6\u5e8f\u6570\u636e\u4e2d\u7684\u5f02\u5e38\u6ce2\u52a8\u89c4\u5f8b\u3002\u67d0\u4e91\u670d\u52a1\u5546\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u5f15\u5165\u65f6\u7a7a\u56fe\u795e\u7ecf\u7f51\u7edc(STGNN)\u540e\uff0c\u5bb9\u5668\u7f16\u6392\u5f02\u5e38\u7684\u8bc6\u522b\u51c6\u786e\u7387\u63d0\u5347\u4e8640%\u3002<\/p>\n<p>\u5728\u65e5\u5fd7\u5206\u6790\u7ef4\u5ea6\uff0c<strong>BERT\u7b49\u9884\u8bad\u7ec3\u6a21\u578b<\/strong>\u5c55\u73b0\u51fa\u60ca\u4eba\u6f5c\u529b\u3002\u901a\u8fc7\u5c06\u65e5\u5fd7\u6a21\u677f\u8f6c\u5316\u4e3a\u8bed\u4e49\u5411\u91cf\uff0c\u7cfb\u7edf\u80fd\u81ea\u52a8\u805a\u7c7b\u5f02\u5e38\u6a21\u5f0f\u3002Google\u7684LogAnomaly\u9879\u76ee\u8bc1\u660e\uff0c\u8fd9\u79cd\u65b9\u6cd5\u7684\u8bef\u62a5\u7387\u6bd4\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\u964d\u4f4e57%\u3002\u66f4\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0c\u591a\u6a21\u6001\u5b66\u4e60\u6846\u67b6\u53ef\u5c06\u6307\u6807\u6570\u636e\u3001\u65e5\u5fd7\u6587\u672c\u3001\u8c03\u7528\u94fe\u62d3\u6251\u8fdb\u884c\u878d\u5408\u5206\u6790\uff0c\u6784\u5efa\u771f\u6b63\u7684\u5168\u666f\u6545\u969c\u89c6\u56fe\u3002<\/p>\n<h3 id=\"\u4e09-\u6838\u5fc3\u6280\u672f\u5b9e\u73b0\u8def\u5f84\">\u4e09\u3001\u6838\u5fc3\u6280\u672f\u5b9e\u73b0\u8def\u5f84<\/h3>\n<ol>\n<li>\n<p><strong>\u65f6\u5e8f\u6570\u636e\u5f02\u5e38\u68c0\u6d4b<\/strong><br \/>\n\u91c7\u7528TCN\uff08\u65f6\u95f4\u5377\u79ef\u7f51\u7edc\uff09\u66ff\u4ee3\u4f20\u7edfARIMA\u6a21\u578b\uff0c\u5176\u81a8\u80c0\u5377\u79ef\u7ed3\u6784\u80fd\u6709\u6548\u6355\u83b7\u957f\u5468\u671f\u4f9d\u8d56\u3002\u67d0\u8bc1\u5238\u4ea4\u6613\u6240\u90e8\u7f72\u7684TCN-LSTM\u6df7\u5408\u6a21\u578b\uff0c\u5728\u8ba2\u5355\u6d41\u5f02\u5e38\u68c0\u6d4b\u4e2d\u5b9e\u73b099.2%\u7684\u53ec\u56de\u7387\uff0c\u76f8\u6bd4\u6ed1\u52a8\u7a97\u53e3\u6cd5\u63d0\u534723\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u65e5\u5fd7\u6a21\u5f0f\u6316\u6398<\/strong><br 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target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\u3002<\/p>\n<\/li>\n<\/ol>\n<h3 id=\"\u56db-\u843d\u5730\u5b9e\u65bd\u8def\u7ebf\u56fe\">\u56db\u3001\u843d\u5730\u5b9e\u65bd\u8def\u7ebf\u56fe<\/h3>\n<ol>\n<li>\n<p><strong>\u6570\u636e\u6cbb\u7406\u9636\u6bb5<\/strong><br \/>\n\u6784\u5efa\u5305\u542b\u6027\u80fd\u6307\u6807\uff08CPU\u3001\u5185\u5b58\uff09\u3001\u4e1a\u52a1\u65e5\u5fd7\uff08ERROR\u65e5\u5fd7\uff09\u3001\u94fe\u8def\u8ffd\u8e2a\uff08TraceID\uff09\u7684\u4e09\u4f4d\u4e00\u4f53\u6570\u636e\u6e56\u3002\u7279\u522b\u6ce8\u610f\u6570\u636e\u6807\u6ce8\u8d28\u91cf\u2014\u2014\u53ef\u91c7\u7528\u534a\u76d1\u7763\u5b66\u4e60\uff0c\u75285%\u7684\u6807\u6ce8\u6570\u636e\u5f15\u5bfc\u6a21\u578b\u5b66\u4e60\u6a21\u5f0f\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7279\u5f81\u5de5\u7a0b\u4f18\u5316<\/strong><br 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