{"id":35467,"date":"2025-03-19T09:57:24","date_gmt":"2025-03-19T01:57:24","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35467"},"modified":"2025-03-19T09:57:24","modified_gmt":"2025-03-19T01:57:24","slug":"%e5%a6%82%e4%bd%95%e5%88%a9%e7%94%a8%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e8%bf%9b%e8%a1%8c%e6%95%85%e9%9a%9c%e6%a0%b9%e5%9b%a0%e5%88%86%e6%9e%90%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35467.html","title":{"rendered":"\u5982\u4f55\u5229\u7528\u6570\u636e\u5206\u6790\u8fdb\u884c\u6545\u969c\u6839\u56e0\u5206\u6790\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/rQH2g690.jpg\" alt=\"\u5982\u4f55\u5229\u7528\u6570\u636e\u5206\u6790\u8fdb\u884c\u6545\u969c\u6839\u56e0\u5206\u6790\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u6570\u5b57\u5316\u65f6\u4ee3\uff0c\u4f01\u4e1a\u7cfb\u7edf\u7684\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4e00\u6b21\u670d\u52a1\u5668\u5b95\u673a\u3001\u4e00\u6761\u751f\u4ea7\u7ebf\u505c\u6ede\uff0c\u90fd\u53ef\u80fd\u5f15\u53d1\u8fde\u9501\u53cd\u5e94\uff0c\u9020\u6210\u6570\u767e\u4e07\u7684\u7ecf\u6d4e\u635f\u5931\u3002\u4f20\u7edf\u6545\u969c\u6392\u67e5\u4f9d\u8d56\u4eba\u5de5\u7ecf\u9a8c\uff0c\u8017\u65f6\u8017\u529b\u4e14\u5bb9\u6613\u9057\u6f0f\u5173\u952e\u7ebf\u7d22\u3002\u800c<strong>\u6570\u636e\u5206\u6790<\/strong>\u6280\u672f\u7684\u6210\u719f\uff0c\u6b63\u5728\u98a0\u8986\u8fd9\u4e00\u5c40\u9762\u2014\u2014\u5b83\u50cf\u4e00\u53f0\u201c\u6570\u5b57\u663e\u5fae\u955c\u201d\uff0c\u5e2e\u52a9\u5de5\u7a0b\u5e08\u7a7f\u900f\u8868\u8c61\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u6545\u969c\u7684<em>\u6839\u56e0<\/em>\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7\u6570\u636e\u5206\u6790\u6784\u5efa\u9ad8\u6548\u7684<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6545\u969c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/a>\u4f53\u7cfb\uff0c\u8ba9\u95ee\u9898\u65e0\u6240\u9041\u5f62\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4e3a\u4ec0\u4e48\u6570\u636e\u5206\u6790\u662f\u6545\u969c\u6839\u56e0\u5206\u6790\u7684-\u7834\u5c40\u70b9\"><strong>\u4e00\u3001\u4e3a\u4ec0\u4e48\u6570\u636e\u5206\u6790\u662f<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6545\u969c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/a>\u7684\u201c\u7834\u5c40\u70b9\u201d\uff1f<\/strong><\/h3>\n<p>\u5728\u590d\u6742\u7684IT\u7cfb\u7edf\u3001\u5de5\u4e1a\u8bbe\u5907\u6216\u7269\u8054\u7f51\u573a\u666f\u4e2d\uff0c\u6545\u969c\u5f80\u5f80\u7531\u591a\u91cd\u56e0\u7d20\u4ea4\u7ec7\u5f15\u53d1\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u7a81\u7136\u51fa\u73b0\u652f\u4ed8\u5ef6\u8fdf\uff0c\u53ef\u80fd\u6d89\u53ca\u6570\u636e\u5e93\u8d1f\u8f7d\u3001\u7f51\u7edc\u5e26\u5bbd\u3001\u7b2c\u4e09\u65b9\u63a5\u53e3\u6216\u4ee3\u7801\u903b\u8f91\u4e2d\u7684\u4efb\u610f\u4e00\u73af\u3002\u4f20\u7edf\u65b9\u6cd5\u4f9d\u8d56\u201c\u8bd5\u9519\u5f0f\u201d\u6392\u67e5\uff0c\u6548\u7387\u4f4e\u4e0b\u3002\u800c<strong>\u6570\u636e\u5206\u6790<\/strong>\u7684\u4f18\u52bf\u5728\u4e8e\uff1a<\/p>\n<ol>\n<li><strong>\u591a\u7ef4\u5173\u8054<\/strong>\uff1a\u6574\u5408\u65e5\u5fd7\u3001\u6027\u80fd\u6307\u6807\u3001\u7528\u6237\u884c\u4e3a\u7b49\u5f02\u6784\u6570\u636e\uff0c\u53d1\u73b0\u9690\u6027\u5173\u8054\uff1b\n<\/li>\n<li><strong>\u65f6\u5e8f\u56de\u6eaf<\/strong>\uff1a\u901a\u8fc7\u65f6\u95f4\u5e8f\u5217\u5206\u6790\uff0c\u8fd8\u539f\u6545\u969c\u53d1\u751f\u524d\u7684\u7cfb\u7edf\u72b6\u6001\u53d8\u5316\uff1b\n<\/li>\n<li><strong>\u6a21\u5f0f\u8bc6\u522b<\/strong>\uff1a\u5229\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u4ece\u5386\u53f2\u6570\u636e\u4e2d\u63d0\u53d6\u6545\u969c\u7279\u5f81\uff0c\u9884\u6d4b\u6f5c\u5728\u98ce\u9669\u3002\n<\/li>\n<\/ol>\n<p><em>\u7814\u7a76\u8868\u660e\uff0c\u91c7\u7528\u6570\u636e\u5206\u6790\u7684\u56e2\u961f\u53ef\u5c06\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09\u7f29\u77ed40%\u4ee5\u4e0a\u3002<\/em><\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6784\u5efa\u6545\u969c\u6839\u56e0\u5206\u6790\u7684\u56db\u4e2a\u6838\u5fc3\u6b65\u9aa4\"><strong>\u4e8c\u3001\u6784\u5efa\u6545\u969c\u6839\u56e0\u5206\u6790\u7684\u56db\u4e2a\u6838\u5fc3\u6b65\u9aa4<\/strong><\/h3>\n<h4 id=\"1-\u6570\u636e\u6536\u96c6-\u5efa\u7acb-\u5168\u606f\u5316-\u76d1\u63a7\u4f53\u7cfb\"><strong>1. \u6570\u636e\u6536\u96c6\uff1a\u5efa\u7acb\u201c\u5168\u606f\u5316\u201d\u76d1\u63a7\u4f53\u7cfb<\/strong><\/h4>\n<p>\u6545\u969c\u5206\u6790\u7684\u7b2c\u4e00\u6b65\u662f\u83b7\u53d6\u9ad8\u8d28\u91cf\u6570\u636e\u3002\u9700\u8986\u76d6\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u7840\u8bbe\u65bd\u5c42<\/strong>\uff1a\u670d\u52a1\u5668CPU\u3001\u5185\u5b58\u3001\u78c1\u76d8I\/O\u7b49\u6027\u80fd\u6307\u6807\uff1b\n<\/li>\n<li><strong>\u5e94\u7528\u5c42<\/strong>\uff1aAPI\u54cd\u5e94\u65f6\u95f4\u3001\u9519\u8bef\u65e5\u5fd7\u3001\u4e8b\u52a1\u94fe\u8def\u8ffd\u8e2a\uff1b\n<\/li>\n<li><strong>\u4e1a\u52a1\u5c42<\/strong>\uff1a\u7528\u6237\u64cd\u4f5c\u6d41\u3001\u8ba2\u5355\u72b6\u6001\u3001\u7b2c\u4e09\u65b9\u670d\u52a1\u8c03\u7528\u60c5\u51b5\u3002<br \/>\n<em>\u5de5\u5177\u5efa\u8bae<\/em>\uff1aPrometheus+<strong>Grafana<\/strong>\u5b9e\u73b0\u5b9e\u65f6\u76d1\u63a7\uff0cELK\uff08Elasticsearch, Logstash, Kibana\uff09\u6808\u7ba1\u7406\u65e5\u5fd7\uff0cOpenTelemetry\u652f\u6301<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u6570\u636e\u9884\u5904\u7406-\u5254\u9664\u566a\u58f0-\u63d0\u70bc\u4fe1\u53f7\"><strong>2. \u6570\u636e\u9884\u5904\u7406\uff1a\u5254\u9664\u566a\u58f0\uff0c\u63d0\u70bc\u4fe1\u53f7<\/strong><\/h4>\n<p>\u539f\u59cb\u6570\u636e\u5e38\u5305\u542b\u5197\u4f59\u6216\u5f02\u5e38\u503c\uff0c\u9700\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u4f18\u5316\uff1a<\/p>\n<ul>\n<li><strong>\u6807\u51c6\u5316<\/strong>\uff1a\u7edf\u4e00\u65f6\u95f4\u6233\u683c\u5f0f\u3001\u5355\u4f4d\u53ca\u6570\u636e\u7c92\u5ea6\uff1b\n<\/li>\n<li><strong>\u7279\u5f81\u5de5\u7a0b<\/strong>\uff1a\u63d0\u53d6\u5173\u952e\u6307\u6807\uff08\u5982\u9519\u8bef\u7387\u7a81\u589e\u3001\u8d44\u6e90\u4f7f\u7528\u7387\u659c\u7387\u53d8\u5316\uff09\uff1b\n<\/li>\n<li><strong>\u5f02\u5e38\u68c0\u6d4b<\/strong>\uff1a\u4f7f\u7528\u5b64\u7acb\u68ee\u6797\uff08Isolation Forest\uff09\u62163\u03c3\u539f\u5219\u8bc6\u522b\u79bb\u7fa4\u70b9\u3002<br \/>\n<em>\u6848\u4f8b<\/em>\uff1a\u67d0\u4e91\u8ba1\u7b97\u5e73\u53f0\u901a\u8fc7\u8fc7\u6ee4\u4f4e\u76f8\u5173\u6027\u6307\u6807\uff0c\u5c06\u5206\u6790\u7ef4\u5ea6\u4ece200+\u538b\u7f29\u81f330\u4e2a\uff0c\u6548\u7387\u63d0\u53475\u500d\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u6839\u56e0\u5b9a\u4f4d-\u4ece\u76f8\u5173\u6027\u5230\u56e0\u679c\u6027\"><strong>3. \u6839\u56e0\u5b9a\u4f4d\uff1a\u4ece\u76f8\u5173\u6027\u5230\u56e0\u679c\u6027<\/strong><\/h4>\n<p><strong>\u76f8\u5173\u6027\u5206\u6790<\/strong>\u53ef\u7f29\u5c0f\u6392\u67e5\u8303\u56f4\uff0c\u4f46\u771f\u6b63\u7684\u6839\u56e0\u9700\u9a8c\u8bc1\u56e0\u679c\u94fe\u3002\u5e38\u7528\u65b9\u6cd5\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u51b3\u7b56\u6811\u6a21\u578b<\/strong>\uff1a\u901a\u8fc7\u7279\u5f81\u91cd\u8981\u6027\u6392\u5e8f\uff0c\u9501\u5b9a\u5173\u952e\u5f71\u54cd\u56e0\u7d20\uff1b\n<\/li>\n<li><strong>\u8d1d\u53f6\u65af\u7f51\u7edc<\/strong>\uff1a\u6784\u5efa\u53d8\u91cf\u95f4\u7684\u6982\u7387\u4f9d\u8d56\u5173\u7cfb\uff0c\u63a8\u5bfc\u6700\u53ef\u80fd\u6545\u969c\u8def\u5f84\uff1b\n<\/li>\n<li><strong>\u6839\u56e0\u63a8\u7406\u7b97\u6cd5<\/strong>\uff08\u5982RCA-MIC\u3001CloudRCA\uff09\uff1a\u7ed3\u5408\u62d3\u6251\u5173\u7cfb\u4e0e\u6307\u6807\u6ce2\u52a8\uff0c\u751f\u6210\u6839\u56e0\u5047\u8bbe\u3002<br \/>\n<em>\u5173\u952e\u6280\u5de7<\/em>\uff1a\u5f15\u5165\u9886\u57df\u77e5\u8bc6\uff08\u5982\u7cfb\u7edf\u67b6\u6784\u56fe\uff09\u7ea6\u675f\u7b97\u6cd5\uff0c\u907f\u514d\u9677\u5165\u201c\u6570\u636e\u5e7b\u89c9\u201d\u3002\n<\/li>\n<\/ul>\n<h4 id=\"4-\u7ed3\u679c\u53ef\u89c6\u5316\u4e0e\u9a8c\u8bc1\"><strong>4. \u7ed3\u679c\u53ef\u89c6\u5316\u4e0e\u9a8c\u8bc1<\/strong><\/h4>\n<p>\u5c06\u5206\u6790\u7ed3\u8bba\u8f6c\u5316\u4e3a\u53ef\u64cd\u4f5c\u7684\u6d1e\u89c1\uff1a<\/p>\n<ul>\n<li><strong>\u70ed\u529b\u56fe<\/strong>\uff1a\u5c55\u793a\u4e0d\u540c\u670d\u52a1\u8282\u70b9\u7684\u6545\u969c\u8d21\u732e\u5ea6\uff1b\n<\/li>\n<li><strong>\u65f6\u5e8f\u5bf9\u6bd4\u56fe<\/strong>\uff1a\u53e0\u52a0\u6b63\u5e38\u4e0e\u5f02\u5e38\u65f6\u6bb5\u7684\u6307\u6807\u66f2\u7ebf\uff0c\u5b9a\u4f4d\u7a81\u53d8\u70b9\uff1b\n<\/li>\n<li><strong>\u6839\u56e0\u6811<\/strong>\uff1a\u4ee5\u6811\u72b6\u56fe\u5448\u73b0\u6545\u969c\u4f20\u64ad\u8def\u5f84\u3002<br \/>\n<em>\u9a8c\u8bc1\u7b56\u7565<\/em>\uff1a\u901a\u8fc7A\/B\u6d4b\u8bd5\u6216\u6df7\u6c8c\u5de5\u7a0b\u6ce8\u5165\u6a21\u62df\u6545\u969c\uff0c\u68c0\u9a8c\u5206\u6790\u7ed3\u679c\u7684\u6709\u6548\u6027\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e09-\u6570\u636e\u5206\u6790\u6280\u672f\u7684\u8fdb\u9636\u5e94\u7528\"><strong>\u4e09\u3001\u6570\u636e\u5206\u6790\u6280\u672f\u7684\u8fdb\u9636\u5e94\u7528<\/strong><\/h3>\n<h4 id=\"1-\u673a\u5668\u5b66\u4e60-\u4ece\u88ab\u52a8\u54cd\u5e94\u5230\u4e3b\u52a8\u9884\u6d4b\"><strong>1. \u673a\u5668\u5b66\u4e60\uff1a\u4ece\u88ab\u52a8\u54cd\u5e94\u5230\u4e3b\u52a8\u9884\u6d4b<\/strong><\/h4>\n<p>\u8bad\u7ec3\u76d1\u7763\u5b66\u4e60\u6a21\u578b\uff08\u5982XGBoost\u3001LSTM\uff09\u9884\u6d4b\u6545\u969c\u6982\u7387\uff0c\u5e76\u89e3\u91ca\u7279\u5f81\u5f71\u54cd\uff1a<\/p>\n<ul>\n<li>\u8f93\u5165\uff1a\u5386\u53f2\u6545\u969c\u6570\u636e+\u5b9e\u65f6\u6307\u6807\uff1b\n<\/li>\n<li>\u8f93\u51fa\uff1a\u6839\u56e0\u5206\u7c7b\uff08\u5982\u201c\u6570\u636e\u5e93\u9501\u8868\u201d\u201c\u7f13\u5b58\u7a7f\u900f\u201d\uff09\u53ca\u7f6e\u4fe1\u5ea6\u3002<br \/>\n<em>\u67d0\u94f6\u884c\u4f7f\u7528LSTM\u9884\u6d4b\u6570\u636e\u5e93\u6b7b\u9501\uff0c\u63d0\u524d15\u5206\u949f\u89e6\u53d1\u544a\u8b66\uff0c\u907f\u514d\u4ea4\u6613\u4e2d\u65ad\u3002<\/em>\n<\/li>\n<\/ul>\n<h4 id=\"2-\u65f6\u5e8f\u5206\u6790-\u6355\u6349-\u8774\u8776\u6548\u5e94\"><strong>2. \u65f6\u5e8f\u5206\u6790\uff1a\u6355\u6349\u201c\u8774\u8776\u6548\u5e94\u201d<\/strong><\/h4>\n<p>\u5e94\u7528<strong>Prophet\u7b97\u6cd5<\/strong>\u6216\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff0c\u5206\u89e3\u6307\u6807\u7684\u8d8b\u52bf\u6027\u3001\u5468\u671f\u6027\u4e0e\u6b8b\u5dee\uff1a<\/p>\n<ul>\n<li>\u7a81\u589e\u6b8b\u5dee\u53ef\u80fd\u5bf9\u5e94\u5916\u90e8\u653b\u51fb\u6216\u914d\u7f6e\u9519\u8bef\uff1b\n<\/li>\n<li>\u7f13\u6162\u8d8b\u52bf\u53d8\u5316\u53ef\u80fd\u6697\u793a\u786c\u4ef6\u8001\u5316\u6216\u8d44\u6e90\u6cc4\u6f0f\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u5173\u8054\u89c4\u5219\u6316\u6398-\u53d1\u73b0\u9690\u85cf\u4f9d\u8d56\"><strong>3. \u5173\u8054\u89c4\u5219\u6316\u6398\uff1a\u53d1\u73b0\u9690\u85cf\u4f9d\u8d56<\/strong><\/h4>\n<p>\u4f7f\u7528Apriori\u7b97\u6cd5\u6216FP-Growth\uff0c\u4ece\u6d77\u91cf\u65e5\u5fd7\u4e2d\u63d0\u53d6\u9891\u7e41\u9879\u96c6\uff1a<\/p>\n<ul>\n<li>\u4f8b\uff1a\u5f53\u201c\u78c1\u76d8IO\u7b49\u5f85\u201d\u4e0e\u201cAPI\u8d85\u65f6\u201d\u540c\u65f6\u51fa\u73b0\u65f6\uff0c80%\u6982\u7387\u662f\u5b58\u50a8\u5b50\u7cfb\u7edf\u6545\u969c\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u5b9e\u6218\u6848\u4f8b-\u6570\u636e\u5206\u6790\u5982\u4f55\u5316\u89e3\u771f\u5b9e\u6545\u969c\"><strong>\u56db\u3001\u5b9e\u6218\u6848\u4f8b\uff1a\u6570\u636e\u5206\u6790\u5982\u4f55\u5316\u89e3\u771f\u5b9e\u6545\u969c<\/strong><\/h3>\n<p><strong>\u6848\u4f8b\u80cc\u666f<\/strong>\uff1a\u67d0\u667a\u80fd\u5236\u9020\u4f01\u4e1a\u751f\u4ea7\u7ebf\u9891\u7e41\u505c\u673a\uff0c\u4f20\u7edf\u6392\u67e5\u672a\u627e\u5230\u660e\u786e\u539f\u56e0\u3002<br \/>\n<strong>\u6570\u636e\u5206\u6790\u8fc7\u7a0b<\/strong>\uff1a<\/p>\n<ol>\n<li>\u6574\u5408PLC\u4f20\u611f\u5668\u6570\u636e\u3001MES\u5de5\u5355\u8bb0\u5f55\u3001\u6e29\u6e7f\u5ea6\u73af\u5883\u6570\u636e\uff1b\n<\/li>\n<li>\u901a\u8fc7\u805a\u7c7b\u5206\u6790\u53d1\u73b0\u505c\u673a\u96c6\u4e2d\u5728\u67d0\u578b\u53f7\u673a\u5668\u4eba\uff0c\u4e14\u73af\u5883\u6e7f\u5ea6&gt;70%\u65f6\u6545\u969c\u7387\u4e0a\u53473\u500d\uff1b\n<\/li>\n<li>\u6839\u56e0\u5b9a\u4f4d\uff1a\u9ad8\u6e7f\u5ea6\u5bfc\u81f4\u4f3a\u670d\u7535\u673a\u7edd\u7f18\u6027\u80fd\u4e0b\u964d\uff0c\u89e6\u53d1\u4fdd\u62a4\u6027\u505c\u673a\u3002<br \/>\n<strong>\u7ed3\u679c<\/strong>\uff1a\u52a0\u88c5\u9664\u6e7f\u8bbe\u5907\u540e\uff0c\u6545\u969c\u7387\u4e0b\u964d92%\u3002\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e94-\u6700\u4f73\u5b9e\u8df5-\u907f\u514d\u6570\u636e\u5206\u6790\u7684\u5e38\u89c1\u9677\u9631\"><strong>\u4e94\u3001\u6700\u4f73\u5b9e\u8df5\uff1a\u907f\u514d\u6570\u636e\u5206\u6790\u7684\u5e38\u89c1\u9677\u9631<\/strong><\/h3>\n<ul>\n<li><strong>\u6570\u636e\u8d28\u91cf\u4f18\u5148<\/strong>\uff1a\u786e\u4fdd\u6570\u636e\u91c7\u96c6\u9891\u7387\u3001\u7cbe\u5ea6\u4e00\u81f4\uff0c\u907f\u514d\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\uff1b\n<\/li>\n<li><strong>\u5e73\u8861\u81ea\u52a8\u5316\u4e0e\u4eba\u5de5\u5224\u65ad<\/strong>\uff1a\u7b97\u6cd5\u63d0\u4f9b\u7ebf\u7d22\uff0c\u9886\u57df\u4e13\u5bb6\u786e\u8ba4\u6839\u56e0\uff1b\n<\/li>\n<li><strong>\u6301\u7eed\u8fed\u4ee3\u6a21\u578b<\/strong>\uff1a\u5b9a\u671f\u7528\u65b0\u6570\u636e\u91cd\u65b0\u8bad\u7ec3\uff0c\u9002\u5e94\u7cfb\u7edf\u53d8\u5316\uff1b\n<\/li>\n<li><strong>\u5efa\u7acb\u77e5\u8bc6\u5e93<\/strong>\uff1a\u5c06\u5df2\u9a8c\u8bc1\u7684\u6839\u56e0\u5206\u6790\u6848\u4f8b\u8f6c\u5316\u4e3a\u89c4\u5219\uff0c\u52a0\u901f\u672a\u6765\u6392\u67e5\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u516d-\u5de5\u5177\u94fe\u63a8\u8350-\u4ece\u5f00\u6e90\u5230\u4f01\u4e1a\u7ea7\u65b9\u6848\"><strong>\u516d\u3001\u5de5\u5177\u94fe\u63a8\u8350\uff1a\u4ece\u5f00\u6e90\u5230\u4f01\u4e1a\u7ea7\u65b9\u6848<\/strong><\/h3>\n<ul>\n<li><strong>\u8f7b\u91cf\u7ea7<\/strong>\uff1aNetData\uff08\u76d1\u63a7\uff09\u3001Pinpoint\uff08APM\uff09\u3001Jaeger\uff08<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\uff09\uff1b\n<\/li>\n<li><strong>\u4e2d\u5927\u578b\u7cfb\u7edf<\/strong>\uff1aSplunk\uff08\u65e5\u5fd7\u5206\u6790\uff09\u3001Dynatrace\uff08AI\u9a71\u52a8\u6839\u56e0\u5206\u6790\uff09\u3001Moogsoft\uff08\u4e8b\u4ef6\u5173\u8054\uff09\uff1b\n<\/li>\n<li><strong>\u5b9a\u5236\u5f00\u53d1<\/strong>\uff1a\u57fa\u4e8ePython\u7684Scikit-learn\u3001PyTorch\u6784\u5efa\u4e13\u7528\u5206\u6790\u6d41\u6c34\u7ebf\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 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\u6545\u969c\u5206\u6790\u7684\u7b2c\u4e00\u6b65\u662f\u83b7\u53d6\u9ad8\u8d28\u91cf\u6570\u636e\u3002\u9700\u8986\u76d6\uff1a \u57fa\u7840\u8bbe\u65bd\u5c42\uff1a\u670d\u52a1\u5668CPU\u3001\u5185\u5b58\u3001\u78c1\u76d8I\/O\u7b49\u6027\u80fd\u6307\u6807\uff1b \u5e94\u7528\u5c42\uff1aAPI\u54cd\u5e94\u65f6\u95f4\u3001\u9519\u8bef\u65e5\u5fd7\u3001\u4e8b\u52a1\u94fe\u8def\u8ffd\u8e2a\uff1b \u4e1a\u52a1\u5c42\uff1a\u7528\u6237\u64cd\u4f5c\u6d41\u3001\u8ba2\u5355\u72b6\u6001\u3001\u7b2c\u4e09\u65b9\u670d\u52a1\u8c03\u7528\u60c5\u51b5\u3002 \u5de5\u5177\u5efa\u8bae\uff1aPrometheus+Grafana\u5b9e\u73b0\u5b9e\u65f6\u76d1\u63a7\uff0cELK\uff08Elasticsearch, Logstash, Kibana\uff09\u6808\u7ba1\u7406\u65e5\u5fd7\uff0cOpenTelemetry\u652f\u6301\u5206\u5e03\u5f0f\u8ffd\u8e2a\u3002 2. \u6570\u636e\u9884\u5904\u7406\uff1a\u5254\u9664\u566a\u58f0\uff0c\u63d0\u70bc\u4fe1\u53f7 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