{"id":32453,"date":"2025-03-04T10:11:35","date_gmt":"2025-03-04T02:11:35","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32453"},"modified":"2025-03-04T10:11:35","modified_gmt":"2025-03-04T02:11:35","slug":"%e5%a6%82%e4%bd%95%e5%88%a9%e7%94%a8%e5%a4%a7%e6%95%b0%e6%8d%ae%e6%8a%80%e6%9c%af%e6%8f%90%e9%ab%98%e6%95%85%e9%9a%9c%e6%a0%b9%e5%9b%a0%e5%88%86%e6%9e%90%e6%95%88%e7%8e%87%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32453.html","title":{"rendered":"\u5982\u4f55\u5229\u7528\u5927\u6570\u636e\u6280\u672f\u63d0\u9ad8\u6545\u969c\u6839\u56e0\u5206\u6790\u6548\u7387\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/pic.zadbj010.com\/2025\/094aee8161320c1.jpg\" alt=\"\u5982\u4f55\u5229\u7528\u5927\u6570\u636e\u6280\u672f\u63d0\u9ad8\u6545\u969c\u6839\u56e0\u5206\u6790\u6548\u7387\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e0b\uff0c\u4f01\u4e1a\u7684IT\u7cfb\u7edf\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4e00\u6b21\u770b\u4f3c\u666e\u901a\u7684\u670d\u52a1\u4e2d\u65ad\uff0c\u80cc\u540e\u53ef\u80fd\u6d89\u53ca\u6570\u767e\u4e2a\u7ec4\u4ef6\u3001\u6570\u5343\u6761\u65e5\u5fd7\u7684\u5173\u8054\u5206\u6790\u3002\u4f20\u7edf\u6545\u969c\u6392\u67e5\u4f9d\u8d56\u4eba\u5de5\u7ecf\u9a8c\uff0c\u8017\u65f6\u8017\u529b\u4e14\u5bb9\u9519\u7387\u4f4e\u3002\u5982\u4f55\u5728\u6d77\u91cf\u6570\u636e\u4e2d\u5feb\u901f\u5b9a\u4f4d\u6545\u969c\u6839\u6e90\uff1f<strong>\u5927\u6570\u636e\u6280\u672f<\/strong>\u7684\u6210\u719f\u4e3a\u8fd9\u4e00\u96be\u9898\u63d0\u4f9b\u4e86\u5168\u65b0\u89e3\u6cd5\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7<strong>\u591a\u7ef4\u5ea6\u6570\u636e\u878d\u5408<\/strong>\u3001<strong>\u667a\u80fd\u5206\u6790\u7b97\u6cd5<\/strong>\u4e0e<strong>\u5b9e\u65f6\u5904\u7406\u80fd\u529b<\/strong>\uff0c\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\u52a9\u529b\u4f01\u4e1a\u5b9e\u73b0\u4ece\u201c\u6551\u706b\u5f0f\u8fd0\u7ef4\u201d\u5230\u201c\u9884\u89c1\u6027\u8fd0\u7ef4\u201d\u7684\u8de8\u8d8a\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u6545\u969c\u6839\u56e0\u5206\u6790\u7684\u74f6\u9888\u4e0e\u5927\u6570\u636e\u6280\u672f\u7684\u7a81\u7834\"><strong>\u4e00\u3001<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\u74f6\u9888\u4e0e\u5927\u6570\u636e\u6280\u672f\u7684\u7a81\u7834<\/strong><\/h3>\n<p>\u4f20\u7edf\u6545\u969c\u5206\u6790\u901a\u5e38\u4f9d\u8d56\u4eba\u5de5\u65e5\u5fd7\u7b5b\u67e5\u548c\u7ecf\u9a8c\u5224\u65ad\uff0c\u9762\u4e34\u4e09\u5927\u6311\u6218\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u5b64\u5c9b\u95ee\u9898<\/strong>\uff1a\u670d\u52a1\u5668\u65e5\u5fd7\u3001\u7f51\u7edc\u6d41\u91cf\u3001\u5e94\u7528\u6027\u80fd\u6307\u6807\u5206\u6563\u5728\u4e0d\u540c\u7cfb\u7edf\uff0c\u96be\u4ee5\u5173\u8054\u5206\u6790\uff1b\n<\/li>\n<li><strong>\u5b9e\u65f6\u6027\u4e0d\u8db3<\/strong>\uff1a\u4eba\u5de5\u5904\u7406\u901f\u5ea6\u65e0\u6cd5\u5339\u914d\u6bcf\u79d2\u4ea7\u751f\u7684TB\u7ea7\u6570\u636e\uff1b\n<\/li>\n<li><strong>\u8bef\u5224\u98ce\u9669\u9ad8<\/strong>\uff1a\u590d\u6742\u7cfb\u7edf\u4e2d\u5355\u4e00\u73b0\u8c61\u53ef\u80fd\u7531\u591a\u79cd\u539f\u56e0\u5f15\u53d1\uff0c\u7ecf\u9a8c\u9a71\u52a8\u6613\u5bfc\u81f4\u9519\u8bef\u7ed3\u8bba\u3002\n<\/li>\n<\/ol>\n<p>\u5927\u6570\u636e\u6280\u672f\u7684\u5f15\u5165\uff0c\u901a\u8fc7<strong>\u5206\u5e03\u5f0f\u5b58\u50a8<\/strong>\uff08\u5982Hadoop\u3001\u5bf9\u8c61\u5b58\u50a8\uff09\u3001<strong>\u6d41\u5f0f\u8ba1\u7b97\u5f15\u64ce<\/strong>\uff08\u5982Apache Flink\u3001Spark Streaming\uff09\u4ee5\u53ca<strong>\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/strong>\uff0c\u80fd\u591f\u5b9e\u73b0\uff1a<\/p>\n<ul>\n<li><strong>\u5168\u91cf\u6570\u636e\u91c7\u96c6<\/strong>\uff1a\u6574\u5408\u57fa\u7840\u8bbe\u65bd\u5c42\u3001\u5e94\u7528\u5c42\u3001\u4e1a\u52a1\u5c42\u7684\u591a\u6e90\u6570\u636e\uff1b\n<\/li>\n<li><strong>\u5b9e\u65f6\u5173\u8054\u5206\u6790<\/strong>\uff1a\u6beb\u79d2\u7ea7\u8bc6\u522b\u5f02\u5e38\u6a21\u5f0f\uff1b\n<\/li>\n<li><strong>\u6982\u7387\u5316\u63a8\u7406<\/strong>\uff1a\u901a\u8fc7\u7b97\u6cd5\u91cf\u5316\u6839\u56e0\u53ef\u80fd\u6027\uff0c\u964d\u4f4e\u4e3b\u89c2\u504f\u5dee\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e8c-\u6784\u5efa\u9ad8\u6548\u6839\u56e0\u5206\u6790\u4f53\u7cfb\u7684\u6838\u5fc3\u6280\u672f\u8def\u5f84\"><strong>\u4e8c\u3001\u6784\u5efa\u9ad8\u6548\u6839\u56e0\u5206\u6790\u4f53\u7cfb\u7684\u6838\u5fc3\u6280\u672f\u8def\u5f84<\/strong><\/h3>\n<h4 id=\"1-\u591a\u7ef4\u5ea6\u6570\u636e\u91c7\u96c6\u4e0e\u6807\u51c6\u5316\"><strong>1. \u591a\u7ef4\u5ea6\u6570\u636e\u91c7\u96c6\u4e0e\u6807\u51c6\u5316<\/strong><\/h4>\n<p>\u6545\u969c\u6839\u56e0\u5206\u6790\u7684\u7b2c\u4e00\u6b65\u662f\u5efa\u7acb<strong>\u7edf\u4e00\u7684\u6570\u636e\u6e56<\/strong>\u3002\u901a\u8fc7\u90e8\u7f72<strong>\u65e5\u5fd7\u91c7\u96c6\u4ee3\u7406<\/strong>\uff08\u5982Filebeat\u3001Fluentd\uff09\u3001<strong>\u7f51\u7edc\u55c5\u63a2\u5668<\/strong>\uff08\u5982Wireshark\u63d2\u4ef6\uff09\u548c<strong>APM\u5de5\u5177<\/strong>\uff08\u5982<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">SkyWalking<\/a>\uff09\uff0c\u5b9e\u73b0\uff1a<\/p>\n<ul>\n<li><strong>\u7ed3\u6784\u5316\u4e0e\u975e\u7ed3\u6784\u5316\u6570\u636e\u878d\u5408<\/strong>\uff1a\u5c06\u6587\u672c\u65e5\u5fd7\u3001\u65f6\u5e8f\u6307\u6807\u3001\u62d3\u6251\u5173\u7cfb\u7edf\u4e00\u4e3a\u53ef\u5206\u6790\u683c\u5f0f\uff1b\n<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u5143\u6570\u636e\u6ce8\u5165<\/strong>\uff1a\u4e3a\u6bcf\u6761\u6570\u636e\u6807\u8bb0\u65f6\u95f4\u6233\u3001\u670d\u52a1\u4f9d\u8d56\u8def\u5f84\u7b49\u6807\u7b7e\uff0c\u589e\u5f3a\u5173\u8054\u6027\u3002\n<\/li>\n<\/ul>\n<p><em>\u6848\u4f8b<\/em>\uff1a\u67d0\u91d1\u878d\u4f01\u4e1a\u901a\u8fc7\u6807\u51c6\u5316\u4ea4\u6613\u94fe\u8def\u65e5\u5fd7\uff0c\u5c06\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece\u5e73\u57472\u5c0f\u65f6\u7f29\u77ed\u81f315\u5206\u949f\u3002<\/p>\n<h4 id=\"2-\u5b9e\u65f6\u6d41\u5904\u7406\u4e0e\u5f02\u5e38\u68c0\u6d4b\"><strong>2. \u5b9e\u65f6\u6d41\u5904\u7406\u4e0e\u5f02\u5e38\u68c0\u6d4b<\/strong><\/h4>\n<p>\u501f\u52a9<strong>\u6d41\u5f0f\u5904\u7406\u5f15\u64ce<\/strong>\uff0c\u7cfb\u7edf\u53ef\u5b9e\u65f6\u8ba1\u7b97\u5173\u952e\u6307\u6807\uff08\u5982\u9519\u8bef\u7387\u3001\u5ef6\u8fdf\u767e\u5206\u4f4d\u6570\uff09\u7684\u57fa\u7ebf\uff0c\u5e76\u901a\u8fc7<strong>\u9608\u503c\u52a8\u6001\u8c03\u6574\u7b97\u6cd5<\/strong>\uff08\u5982EWMA\u6307\u6570\u52a0\u6743\u79fb\u52a8\u5e73\u5747\uff09\u8bc6\u522b\u5f02\u5e38\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u52a8\u6001\u57fa\u7ebf\u5efa\u6a21<\/strong>\uff1a\u533a\u5206\u5de5\u4f5c\u65e5\u4e0e\u8282\u5047\u65e5\u7684\u6d41\u91cf\u6ce2\u52a8\uff1b\n<\/li>\n<li><strong>\u591a\u6307\u6807\u534f\u540c\u544a\u8b66<\/strong>\uff1a\u5f53CPU\u4f7f\u7528\u7387\u4e0e\u7ebf\u7a0b\u963b\u585e\u6570\u540c\u65f6\u504f\u79bb\u57fa\u7ebf\u65f6\u89e6\u53d1\u6839\u56e0\u5206\u6790\u6d41\u7a0b\u3002\n<\/li>\n<\/ul>\n<p><em>\u6280\u672f\u4eae\u70b9<\/em>\uff1a\u7ed3\u5408<strong>\u7a97\u53e3\u51fd\u6570<\/strong>\u4e0e<strong>CEP\uff08\u590d\u6742\u4e8b\u4ef6\u5904\u7406\uff09<\/strong>\uff0c\u53ef\u6355\u6349\u5230\u5982\u201c\u6570\u636e\u5e93\u6162\u67e5\u8be2\u5f15\u53d1\u8fde\u9501\u670d\u52a1\u8d85\u65f6\u201d\u7684\u9690\u6027\u5173\u8054\u3002<\/p>\n<h4 id=\"3-\u673a\u5668\u5b66\u4e60\u9a71\u52a8\u7684\u6839\u56e0\u63a8\u7406\"><strong>3. \u673a\u5668\u5b66\u4e60\u9a71\u52a8\u7684\u6839\u56e0\u63a8\u7406<\/strong><\/h4>\n<p>\u76d1\u7763\u5b66\u4e60\u4e0e\u65e0\u76d1\u7763\u5b66\u4e60\u7684\u7ed3\u5408\uff0c\u8ba9\u6839\u56e0\u5206\u6790\u4ece\u89c4\u5219\u5339\u914d\u5347\u7ea7\u4e3a<strong>\u6982\u7387\u5316\u63a8\u7406<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u76d1\u7763\u5b66\u4e60<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u6545\u969c\u6807\u6ce8\u6570\u636e\uff0c\u8bad\u7ec3\u5206\u7c7b\u6a21\u578b\uff08\u5982XGBoost\u3001LightGBM\uff09\uff0c\u9884\u6d4b\u6545\u969c\u7c7b\u578b\uff1b\n<\/li>\n<li><strong>\u65e0\u76d1\u7763\u5b66\u4e60<\/strong>\uff1a\u901a\u8fc7\u805a\u7c7b\uff08\u5982K-means\uff09\u3001\u5173\u8054\u89c4\u5219\u6316\u6398\uff08\u5982Apriori\u7b97\u6cd5\uff09\uff0c\u53d1\u73b0\u672a\u77e5\u6545\u969c\u6a21\u5f0f\u3002\n<\/li>\n<\/ul>\n<p><em>\u521b\u65b0\u5b9e\u8df5<\/em>\uff1a\u67d0\u4e91\u670d\u52a1\u5546\u91c7\u7528<strong>\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09<\/strong>\uff0c\u5c06\u670d\u52a1\u4f9d\u8d56\u5173\u7cfb\u5efa\u6a21\u4e3a\u62d3\u6251\u56fe\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u8de8\u5fae\u670d\u52a1\u7684\u7ea7\u8054\u6545\u969c\u6e90\u5934\uff0c\u51c6\u786e\u7387\u63d0\u5347\u81f392%\u3002<\/p>\n<h4 id=\"4-\u53ef\u89c6\u5316\u4e0e\u53ef\u89e3\u91ca\u6027\u589e\u5f3a\"><strong>4. \u53ef\u89c6\u5316\u4e0e\u53ef\u89e3\u91ca\u6027\u589e\u5f3a<\/strong><\/h4>\n<p>\u5373\u4f7f\u7b97\u6cd5\u8f93\u51fa\u7ed3\u679c\uff0c\u4ecd\u9700\u901a\u8fc7<strong>\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316<\/strong>\u964d\u4f4e\u7406\u89e3\u95e8\u69db\uff1a<\/p>\n<ul>\n<li><strong>\u52a8\u6001\u62d3\u6251\u56fe<\/strong>\uff1a\u9ad8\u4eae\u5f02\u5e38\u8282\u70b9\u4e0e\u4f20\u64ad\u8def\u5f84\uff1b\n<\/li>\n<li><strong>\u6839\u56e0\u8bc1\u636e\u94fe\u5c55\u793a<\/strong>\uff1a\u6309\u6982\u7387\u6392\u5e8f\u53ef\u80fd\u539f\u56e0\uff0c\u5e76\u5173\u8054\u539f\u59cb\u65e5\u5fd7\u7247\u6bb5\uff1b\n<\/li>\n<li><strong>\u5047\u8bbe\u6a21\u62df\u529f\u80fd<\/strong>\uff1a\u5141\u8bb8\u8fd0\u7ef4\u4eba\u5458\u624b\u52a8\u8c03\u6574\u53c2\u6570\uff0c\u9a8c\u8bc1\u63a8\u7406\u903b\u8f91\u3002\n<\/li>\n<\/ul>\n<p>\u5de5\u5177\u63a8\u8350\uff1a\u7ed3\u5408Grafana\u3001Elasticsearch\u7684Kibana\u63d2\u4ef6\uff0c\u53ef\u5feb\u901f\u6784\u5efa\u5206\u6790\u4eea\u8868\u76d8\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u843d\u5730\u5b9e\u8df5-\u4ece\u6280\u672f\u5230\u4e1a\u52a1\u7684\u4ef7\u503c\u8f6c\u5316\"><strong>\u4e09\u3001\u843d\u5730\u5b9e\u8df5\uff1a\u4ece\u6280\u672f\u5230\u4e1a\u52a1\u7684\u4ef7\u503c\u8f6c\u5316<\/strong><\/h3>\n<h4 id=\"\u573a\u666f1-\u7535\u5546\u5927\u4fc3\u671f\u95f4\u7684\u5bb9\u91cf\u6545\u969c\u6eaf\u6e90\"><strong>\u573a\u666f1\uff1a\u7535\u5546\u5927\u4fc3\u671f\u95f4\u7684\u5bb9\u91cf\u6545\u969c\u6eaf\u6e90<\/strong><\/h4>\n<p>\u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u5728\u5927\u4fc3\u671f\u95f4\u906d\u9047\u8ba2\u5355\u63d0\u4ea4\u5ef6\u8fdf\uff0c\u4f20\u7edf\u65b9\u6cd5\u9700\u6392\u67e5\u6570\u767e\u53f0\u670d\u52a1\u5668\u3002\u901a\u8fc7\u90e8\u7f72<strong>\u65e5\u5fd7\u6307\u7eb9\u6280\u672f<\/strong>\uff08\u63d0\u53d6\u5f02\u5e38\u65e5\u5fd7\u6a21\u5f0f\u54c8\u5e0c\u503c\uff09\u4e0e<strong>\u8d44\u6e90\u5229\u7528\u7387\u5173\u8054\u5206\u6790<\/strong>\uff0c10\u5206\u949f\u5185\u9501\u5b9a\u6839\u6e90\u2014\u2014\u67d0\u4e2a\u5206\u5e03\u5f0f\u7f13\u5b58\u8282\u70b9\u7684\u5185\u5b58\u6cc4\u6f0f\u5bfc\u81f4\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u3002<\/p>\n<h4 id=\"\u573a\u666f2-5g\u6838\u5fc3\u7f51\u7684\u7aef\u5230\u7aef\u6027\u80fd\u52a3\u5316\"><strong>\u573a\u666f2\uff1a5G\u6838\u5fc3\u7f51\u7684\u7aef\u5230\u7aef\u6027\u80fd\u52a3\u5316<\/strong><\/h4>\n<p>\u7535\u4fe1\u8fd0\u8425\u5546\u5229\u7528<strong>\u65f6\u7a7a\u6570\u636e\u5efa\u6a21<\/strong>\uff0c\u5c06\u57fa\u7ad9\u4fe1\u4ee4\u6570\u636e\u3001\u7528\u6237GPS\u8f68\u8ff9\u4e0e\u7f51\u7edcKPI\u7ed3\u5408\uff0c\u53d1\u73b0\u67d0\u533a\u57df\u5207\u6362\u5931\u8d25\u7387\u7a81\u589e\u6e90\u4e8e\u5149\u7f06\u4e2d\u65ad\u5f15\u53d1\u7684\u8def\u7531\u9707\u8361\u3002\u6839\u56e0\u5b9a\u4f4d\u901f\u5ea6\u63d0\u534760%\uff0c\u7528\u6237\u6295\u8bc9\u4e0b\u964d45%\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u6311\u6218\u4e0e\u4f18\u5316\u65b9\u5411\"><strong>\u56db\u3001\u6311\u6218\u4e0e\u4f18\u5316\u65b9\u5411<\/strong><\/h3>\n<p>\u5c3d\u7ba1\u5927\u6570\u636e\u6280\u672f\u663e\u8457\u63d0\u5347\u4e86\u5206\u6790\u6548\u7387\uff0c\u4ecd\u9700\u5e94\u5bf9\u4ee5\u4e0b\u6311\u6218\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u8d28\u91cf\u95ee\u9898<\/strong>\uff1a\u566a\u58f0\u6570\u636e\u53ef\u80fd\u5bfc\u81f4\u8bef\u5224\uff0c\u9700\u5f3a\u5316\u9884\u5904\u7406\u9636\u6bb5\u7684<strong>\u5f02\u5e38\u503c\u68c0\u6d4b<\/strong>\u4e0e<strong>\u7f3a\u5931\u503c\u63d2\u8865<\/strong>\uff1b\n<\/li>\n<li><strong>\u7b97\u6cd5\u53ef\u89e3\u91ca\u6027<\/strong>\uff1a\u9ed1\u76d2\u6a21\u578b\u7ed3\u679c\u96be\u4ee5\u88ab\u8fd0\u7ef4\u56e2\u961f\u4fe1\u4efb\uff0c\u53ef\u5f15\u5165<strong>SHAP\u503c\u5206\u6790<\/strong>\u6216\u51b3\u7b56\u6811\u89c4\u5219\u63d0\u53d6\uff1b\n<\/li>\n<li><strong>\u6210\u672c\u63a7\u5236<\/strong>\uff1a\u5b9e\u65f6\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u5927\uff0c\u53ef\u901a\u8fc7<strong>\u5206\u5c42\u5b58\u50a8<\/strong>\uff08\u51b7\u70ed\u6570\u636e\u5206\u79bb\uff09\u4e0e<strong>\u6a21\u578b\u8f7b\u91cf\u5316<\/strong>\uff08\u5982TensorFlow Lite\uff09\u964d\u4f4e\u6210\u672c\u3002\n<\/li>\n<\/ol>\n<p><em>\u672a\u6765\u8d8b\u52bf<\/em>\uff1a\u7ed3\u5408<strong>\u56e0\u679c\u63a8\u65ad\u7406\u8bba<\/strong>\u4e0e<strong>\u9886\u57df\u77e5\u8bc6\u56fe\u8c31<\/strong>\uff0c\u5c06\u8fdb\u4e00\u6b65\u589e\u5f3a\u6839\u56e0\u63a8\u7406\u7684\u903b\u8f91\u4e25\u8c28\u6027\uff0c\u51cf\u5c11\u201c\u76f8\u5173\u975e\u56e0\u679c\u201d\u7684\u8bef\u5224\u98ce\u9669\u3002<\/p>\n<hr>\n<p><strong>\u6ce8<\/strong>\uff1a\u672c\u6587\u672a\u8bbe\u7f6e\u7ed3\u8bed\uff0c\u6240\u6709\u6280\u672f\u7ec6\u8282\u4e0e\u6848\u4f8b\u5747\u57fa\u4e8e\u516c\u5f00\u8d44\u6599\u4e0e\u884c\u4e1a\u5b9e\u8df5\uff0c\u6838\u5fc3\u65b9\u6cd5\u8bba\u5df2\u901a\u8fc7\u591a\u4e2a\u5934\u90e8\u4f01\u4e1a\u9a8c\u8bc1\u3002\u5982\u9700\u8fdb\u4e00\u6b65\u63a2\u8ba8\u5b9e\u65bd\u65b9\u6848\uff0c\u53ef\u53c2\u8003Gartner\u300aAIOps\u5e94\u7528\u6307\u5357\u300b\u4e0eIEEE\u76f8\u5173\u8bba\u6587\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e0b\uff0c\u4f01\u4e1a\u7684IT\u7cfb\u7edf\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4e00\u6b21\u770b\u4f3c\u666e\u901a\u7684\u670d\u52a1\u4e2d\u65ad\uff0c\u80cc\u540e\u53ef\u80fd\u6d89\u53ca\u6570\u767e\u4e2a\u7ec4\u4ef6\u3001\u6570\u5343\u6761\u65e5\u5fd7\u7684\u5173\u8054\u5206\u6790\u3002\u4f20\u7edf\u6545\u969c\u6392\u67e5\u4f9d\u8d56\u4eba\u5de5\u7ecf\u9a8c\uff0c\u8017\u65f6\u8017\u529b\u4e14\u5bb9\u9519\u7387\u4f4e\u3002\u5982\u4f55\u5728\u6d77\u91cf\u6570\u636e\u4e2d\u5feb\u901f\u5b9a\u4f4d\u6545\u969c\u6839\u6e90\uff1f\u5927\u6570\u636e\u6280\u672f\u7684\u6210\u719f\u4e3a\u8fd9\u4e00\u96be\u9898\u63d0\u4f9b\u4e86\u5168\u65b0\u89e3\u6cd5\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7\u591a\u7ef4\u5ea6\u6570\u636e\u878d\u5408\u3001\u667a\u80fd\u5206\u6790\u7b97\u6cd5\u4e0e\u5b9e\u65f6\u5904\u7406\u80fd\u529b\uff0c\u6784\u5efa\u9ad8\u6548\u7684\u6545\u969c\u6839\u56e0\u5206\u6790\u4f53\u7cfb\uff0c\u52a9\u529b\u4f01\u4e1a\u5b9e\u73b0\u4ece\u201c\u6551\u706b\u5f0f\u8fd0\u7ef4\u201d\u5230\u201c\u9884\u89c1\u6027\u8fd0\u7ef4\u201d\u7684\u8de8\u8d8a\u3002 \u4e00\u3001\u6545\u969c\u6839\u56e0\u5206\u6790\u7684\u74f6\u9888\u4e0e\u5927\u6570\u636e\u6280\u672f\u7684\u7a81\u7834 \u4f20\u7edf\u6545\u969c\u5206\u6790\u901a\u5e38\u4f9d\u8d56\u4eba\u5de5\u65e5\u5fd7\u7b5b\u67e5\u548c\u7ecf\u9a8c\u5224\u65ad\uff0c\u9762\u4e34\u4e09\u5927\u6311\u6218\uff1a \u6570\u636e\u5b64\u5c9b\u95ee\u9898\uff1a\u670d\u52a1\u5668\u65e5\u5fd7\u3001\u7f51\u7edc\u6d41\u91cf\u3001\u5e94\u7528\u6027\u80fd\u6307\u6807\u5206\u6563\u5728\u4e0d\u540c\u7cfb\u7edf\uff0c\u96be\u4ee5\u5173\u8054\u5206\u6790\uff1b \u5b9e\u65f6\u6027\u4e0d\u8db3\uff1a\u4eba\u5de5\u5904\u7406\u901f\u5ea6\u65e0\u6cd5\u5339\u914d\u6bcf\u79d2\u4ea7\u751f\u7684TB\u7ea7\u6570\u636e\uff1b \u8bef\u5224\u98ce\u9669\u9ad8\uff1a\u590d\u6742\u7cfb\u7edf\u4e2d\u5355\u4e00\u73b0\u8c61\u53ef\u80fd\u7531\u591a\u79cd\u539f\u56e0\u5f15\u53d1\uff0c\u7ecf\u9a8c\u9a71\u52a8\u6613\u5bfc\u81f4\u9519\u8bef\u7ed3\u8bba\u3002 \u5927\u6570\u636e\u6280\u672f\u7684\u5f15\u5165\uff0c\u901a\u8fc7\u5206\u5e03\u5f0f\u5b58\u50a8\uff08\u5982Hadoop\u3001\u5bf9\u8c61\u5b58\u50a8\uff09\u3001\u6d41\u5f0f\u8ba1\u7b97\u5f15\u64ce\uff08\u5982Apache Flink\u3001Spark Streaming\uff09\u4ee5\u53ca\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u80fd\u591f\u5b9e\u73b0\uff1a \u5168\u91cf\u6570\u636e\u91c7\u96c6\uff1a\u6574\u5408\u57fa\u7840\u8bbe\u65bd\u5c42\u3001\u5e94\u7528\u5c42\u3001\u4e1a\u52a1\u5c42\u7684\u591a\u6e90\u6570\u636e\uff1b \u5b9e\u65f6\u5173\u8054\u5206\u6790\uff1a\u6beb\u79d2\u7ea7\u8bc6\u522b\u5f02\u5e38\u6a21\u5f0f\uff1b \u6982\u7387\u5316\u63a8\u7406\uff1a\u901a\u8fc7\u7b97\u6cd5\u91cf\u5316\u6839\u56e0\u53ef\u80fd\u6027\uff0c\u964d\u4f4e\u4e3b\u89c2\u504f\u5dee\u3002 \u4e8c\u3001\u6784\u5efa\u9ad8\u6548\u6839\u56e0\u5206\u6790\u4f53\u7cfb\u7684\u6838\u5fc3\u6280\u672f\u8def\u5f84 1. \u591a\u7ef4\u5ea6\u6570\u636e\u91c7\u96c6\u4e0e\u6807\u51c6\u5316 \u6545\u969c\u6839\u56e0\u5206\u6790\u7684\u7b2c\u4e00\u6b65\u662f\u5efa\u7acb\u7edf\u4e00\u7684\u6570\u636e\u6e56\u3002\u901a\u8fc7\u90e8\u7f72\u65e5\u5fd7\u91c7\u96c6\u4ee3\u7406\uff08\u5982Filebeat\u3001Fluentd\uff09\u3001\u7f51\u7edc\u55c5\u63a2\u5668\uff08\u5982Wireshark\u63d2\u4ef6\uff09\u548cAPM\u5de5\u5177\uff08\u5982SkyWalking\uff09\uff0c\u5b9e\u73b0\uff1a \u7ed3\u6784\u5316\u4e0e\u975e\u7ed3\u6784\u5316\u6570\u636e\u878d\u5408\uff1a\u5c06\u6587\u672c\u65e5\u5fd7\u3001\u65f6\u5e8f\u6307\u6807\u3001\u62d3\u6251\u5173\u7cfb\u7edf\u4e00\u4e3a\u53ef\u5206\u6790\u683c\u5f0f\uff1b \u4e0a\u4e0b\u6587\u5143\u6570\u636e\u6ce8\u5165\uff1a\u4e3a\u6bcf\u6761\u6570\u636e\u6807\u8bb0\u65f6\u95f4\u6233\u3001\u670d\u52a1\u4f9d\u8d56\u8def\u5f84\u7b49\u6807\u7b7e\uff0c\u589e\u5f3a\u5173\u8054\u6027\u3002 \u6848\u4f8b\uff1a\u67d0\u91d1\u878d\u4f01\u4e1a\u901a\u8fc7\u6807\u51c6\u5316\u4ea4\u6613\u94fe\u8def\u65e5\u5fd7\uff0c\u5c06\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece\u5e73\u57472\u5c0f\u65f6\u7f29\u77ed\u81f315\u5206\u949f\u3002 2. \u5b9e\u65f6\u6d41\u5904\u7406\u4e0e\u5f02\u5e38\u68c0\u6d4b \u501f\u52a9\u6d41\u5f0f\u5904\u7406\u5f15\u64ce\uff0c\u7cfb\u7edf\u53ef\u5b9e\u65f6\u8ba1\u7b97\u5173\u952e\u6307\u6807\uff08\u5982\u9519\u8bef\u7387\u3001\u5ef6\u8fdf\u767e\u5206\u4f4d\u6570\uff09\u7684\u57fa\u7ebf\uff0c\u5e76\u901a\u8fc7\u9608\u503c\u52a8\u6001\u8c03\u6574\u7b97\u6cd5\uff08\u5982EWMA\u6307\u6570\u52a0\u6743\u79fb\u52a8\u5e73\u5747\uff09\u8bc6\u522b\u5f02\u5e38\u3002\u4f8b\u5982\uff1a \u52a8\u6001\u57fa\u7ebf\u5efa\u6a21\uff1a\u533a\u5206\u5de5\u4f5c\u65e5\u4e0e\u8282\u5047\u65e5\u7684\u6d41\u91cf\u6ce2\u52a8\uff1b \u591a\u6307\u6807\u534f\u540c\u544a\u8b66\uff1a\u5f53CPU\u4f7f\u7528\u7387\u4e0e\u7ebf\u7a0b\u963b\u585e\u6570\u540c\u65f6\u504f\u79bb\u57fa\u7ebf\u65f6\u89e6\u53d1\u6839\u56e0\u5206\u6790\u6d41\u7a0b\u3002 \u6280\u672f\u4eae\u70b9\uff1a\u7ed3\u5408\u7a97\u53e3\u51fd\u6570\u4e0eCEP\uff08\u590d\u6742\u4e8b\u4ef6\u5904\u7406\uff09\uff0c\u53ef\u6355\u6349\u5230\u5982\u201c\u6570\u636e\u5e93\u6162\u67e5\u8be2\u5f15\u53d1\u8fde\u9501\u670d\u52a1\u8d85\u65f6\u201d\u7684\u9690\u6027\u5173\u8054\u3002 3. \u673a\u5668\u5b66\u4e60\u9a71\u52a8\u7684\u6839\u56e0\u63a8\u7406 \u76d1\u7763\u5b66\u4e60\u4e0e\u65e0\u76d1\u7763\u5b66\u4e60\u7684\u7ed3\u5408\uff0c\u8ba9\u6839\u56e0\u5206\u6790\u4ece\u89c4\u5219\u5339\u914d\u5347\u7ea7\u4e3a\u6982\u7387\u5316\u63a8\u7406\uff1a \u76d1\u7763\u5b66\u4e60\uff1a\u57fa\u4e8e\u5386\u53f2\u6545\u969c\u6807\u6ce8\u6570\u636e\uff0c\u8bad\u7ec3\u5206\u7c7b\u6a21\u578b\uff08\u5982XGBoost\u3001LightGBM\uff09\uff0c\u9884\u6d4b\u6545\u969c\u7c7b\u578b\uff1b \u65e0\u76d1\u7763\u5b66\u4e60\uff1a\u901a\u8fc7\u805a\u7c7b\uff08\u5982K-means\uff09\u3001\u5173\u8054\u89c4\u5219\u6316\u6398\uff08\u5982Apriori\u7b97\u6cd5\uff09\uff0c\u53d1\u73b0\u672a\u77e5\u6545\u969c\u6a21\u5f0f\u3002 \u521b\u65b0\u5b9e\u8df5\uff1a\u67d0\u4e91\u670d\u52a1\u5546\u91c7\u7528\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\uff0c\u5c06\u670d\u52a1\u4f9d\u8d56\u5173\u7cfb\u5efa\u6a21\u4e3a\u62d3\u6251\u56fe\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u8de8\u5fae\u670d\u52a1\u7684\u7ea7\u8054\u6545\u969c\u6e90\u5934\uff0c\u51c6\u786e\u7387\u63d0\u5347\u81f392%\u3002 4. \u53ef\u89c6\u5316\u4e0e\u53ef\u89e3\u91ca\u6027\u589e\u5f3a \u5373\u4f7f\u7b97\u6cd5\u8f93\u51fa\u7ed3\u679c\uff0c\u4ecd\u9700\u901a\u8fc7\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u964d\u4f4e\u7406\u89e3\u95e8\u69db\uff1a \u52a8\u6001\u62d3\u6251\u56fe\uff1a\u9ad8\u4eae\u5f02\u5e38\u8282\u70b9\u4e0e\u4f20\u64ad\u8def\u5f84\uff1b \u6839\u56e0\u8bc1\u636e\u94fe\u5c55\u793a\uff1a\u6309\u6982\u7387\u6392\u5e8f\u53ef\u80fd\u539f\u56e0\uff0c\u5e76\u5173\u8054\u539f\u59cb\u65e5\u5fd7\u7247\u6bb5\uff1b \u5047\u8bbe\u6a21\u62df\u529f\u80fd\uff1a\u5141\u8bb8\u8fd0\u7ef4\u4eba\u5458\u624b\u52a8\u8c03\u6574\u53c2\u6570\uff0c\u9a8c\u8bc1\u63a8\u7406\u903b\u8f91\u3002 \u5de5\u5177\u63a8\u8350\uff1a\u7ed3\u5408Grafana\u3001Elasticsearch\u7684Kibana\u63d2\u4ef6\uff0c\u53ef\u5feb\u901f\u6784\u5efa\u5206\u6790\u4eea\u8868\u76d8\u3002 \u4e09\u3001\u843d\u5730\u5b9e\u8df5\uff1a\u4ece\u6280\u672f\u5230\u4e1a\u52a1\u7684\u4ef7\u503c\u8f6c\u5316 \u573a\u666f1\uff1a\u7535\u5546\u5927\u4fc3\u671f\u95f4\u7684\u5bb9\u91cf\u6545\u969c\u6eaf\u6e90 \u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u5728\u5927\u4fc3\u671f\u95f4\u906d\u9047\u8ba2\u5355\u63d0\u4ea4\u5ef6\u8fdf\uff0c\u4f20\u7edf\u65b9\u6cd5\u9700\u6392\u67e5\u6570\u767e\u53f0\u670d\u52a1\u5668\u3002\u901a\u8fc7\u90e8\u7f72\u65e5\u5fd7\u6307\u7eb9\u6280\u672f\uff08\u63d0\u53d6\u5f02\u5e38\u65e5\u5fd7\u6a21\u5f0f\u54c8\u5e0c\u503c\uff09\u4e0e\u8d44\u6e90\u5229\u7528\u7387\u5173\u8054\u5206\u6790\uff0c10\u5206\u949f\u5185\u9501\u5b9a\u6839\u6e90\u2014\u2014\u67d0\u4e2a\u5206\u5e03\u5f0f\u7f13\u5b58\u8282\u70b9\u7684\u5185\u5b58\u6cc4\u6f0f\u5bfc\u81f4\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u3002 \u573a\u666f2\uff1a5G\u6838\u5fc3\u7f51\u7684\u7aef\u5230\u7aef\u6027\u80fd\u52a3\u5316 \u7535\u4fe1\u8fd0\u8425\u5546\u5229\u7528\u65f6\u7a7a\u6570\u636e\u5efa\u6a21\uff0c\u5c06\u57fa\u7ad9\u4fe1\u4ee4\u6570\u636e\u3001\u7528\u6237GPS\u8f68\u8ff9\u4e0e\u7f51\u7edcKPI\u7ed3\u5408\uff0c\u53d1\u73b0\u67d0\u533a\u57df\u5207\u6362\u5931\u8d25\u7387\u7a81\u589e\u6e90\u4e8e\u5149\u7f06\u4e2d\u65ad\u5f15\u53d1\u7684\u8def\u7531\u9707\u8361\u3002\u6839\u56e0\u5b9a\u4f4d\u901f\u5ea6\u63d0\u534760%\uff0c\u7528\u6237\u6295\u8bc9\u4e0b\u964d45%\u3002 \u56db\u3001\u6311\u6218\u4e0e\u4f18\u5316\u65b9\u5411 \u5c3d\u7ba1\u5927\u6570\u636e\u6280\u672f\u663e\u8457\u63d0\u5347\u4e86\u5206\u6790\u6548\u7387\uff0c\u4ecd\u9700\u5e94\u5bf9\u4ee5\u4e0b\u6311\u6218\uff1a \u6570\u636e\u8d28\u91cf\u95ee\u9898\uff1a\u566a\u58f0\u6570\u636e\u53ef\u80fd\u5bfc\u81f4\u8bef\u5224\uff0c\u9700\u5f3a\u5316\u9884\u5904\u7406\u9636\u6bb5\u7684\u5f02\u5e38\u503c\u68c0\u6d4b\u4e0e\u7f3a\u5931\u503c\u63d2\u8865\uff1b \u7b97\u6cd5\u53ef\u89e3\u91ca\u6027\uff1a\u9ed1\u76d2\u6a21\u578b\u7ed3\u679c\u96be\u4ee5\u88ab\u8fd0\u7ef4\u56e2\u961f\u4fe1\u4efb\uff0c\u53ef\u5f15\u5165SHAP\u503c\u5206\u6790\u6216\u51b3\u7b56\u6811\u89c4\u5219\u63d0\u53d6\uff1b \u6210\u672c\u63a7\u5236\uff1a\u5b9e\u65f6\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u5927\uff0c\u53ef\u901a\u8fc7\u5206\u5c42\u5b58\u50a8\uff08\u51b7\u70ed\u6570\u636e\u5206\u79bb\uff09\u4e0e\u6a21\u578b\u8f7b\u91cf\u5316\uff08\u5982TensorFlow Lite\uff09\u964d\u4f4e\u6210\u672c\u3002 \u672a\u6765\u8d8b\u52bf\uff1a\u7ed3\u5408\u56e0\u679c\u63a8\u65ad\u7406\u8bba\u4e0e\u9886\u57df\u77e5\u8bc6\u56fe\u8c31\uff0c\u5c06\u8fdb\u4e00\u6b65\u589e\u5f3a\u6839\u56e0\u63a8\u7406\u7684\u903b\u8f91\u4e25\u8c28\u6027\uff0c\u51cf\u5c11\u201c\u76f8\u5173\u975e\u56e0\u679c\u201d\u7684\u8bef\u5224\u98ce\u9669\u3002 \u6ce8\uff1a\u672c\u6587\u672a\u8bbe\u7f6e\u7ed3\u8bed\uff0c\u6240\u6709\u6280\u672f\u7ec6\u8282\u4e0e\u6848\u4f8b\u5747\u57fa\u4e8e\u516c\u5f00\u8d44\u6599\u4e0e\u884c\u4e1a\u5b9e\u8df5\uff0c\u6838\u5fc3\u65b9\u6cd5\u8bba\u5df2\u901a\u8fc7\u591a\u4e2a\u5934\u90e8\u4f01\u4e1a\u9a8c\u8bc1\u3002\u5982\u9700\u8fdb\u4e00\u6b65\u63a2\u8ba8\u5b9e\u65bd\u65b9\u6848\uff0c\u53ef\u53c2\u8003Gartner\u300aAIOps\u5e94\u7528\u6307\u5357\u300b\u4e0eIEEE\u76f8\u5173\u8bba\u6587\u3002<\/p>\n","protected":false},"author":4,"featured_media":32454,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-32453","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-news"],"_links":{"self":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/32453","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/comments?post=32453"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/32453\/revisions"}],"predecessor-version":[{"id":32455,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/32453\/revisions\/32455"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/32454"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=32453"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=32453"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=32453"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}