{"id":36446,"date":"2025-04-11T14:18:14","date_gmt":"2025-04-11T06:18:14","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=36446"},"modified":"2025-04-11T14:18:14","modified_gmt":"2025-04-11T06:18:14","slug":"%e5%85%a8%e9%93%be%e8%b7%af%e7%9b%91%e6%8e%a7%e5%a6%82%e4%bd%95%e5%ae%9e%e7%8e%b0%e6%99%ba%e8%83%bd%e9%a2%84%e8%ad%a6%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/36446.html","title":{"rendered":"\u5168\u94fe\u8def\u76d1\u63a7\u5982\u4f55\u5b9e\u73b0\u667a\u80fd\u9884\u8b66\uff1f"},"content":{"rendered":"

\n

\"\u5168\u94fe\u8def\u76d1\u63a7\u5982\u4f55\u5b9e\u73b0\u667a\u80fd\u9884\u8b66\uff1f\"<\/p>\n<\/p>\n

\n

\u524d\u8a00<\/strong>
\n\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u4e0b\uff0c\u4e1a\u52a1\u7cfb\u7edf\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4e00\u6b21\u77ed\u6682\u7684\u670d\u52a1\u5668\u5b95\u673a\u3001\u4e00\u4e2a\u63a5\u53e3\u7684\u54cd\u5e94\u5ef6\u8fdf\uff0c\u6216\u662f\u67d0\u4e2a\u4f9d\u8d56\u670d\u52a1\u7684\u5f02\u5e38\u6ce2\u52a8\uff0c\u90fd\u53ef\u80fd\u5f15\u53d1\u8fde\u9501\u53cd\u5e94\uff0c\u5bfc\u81f4\u7528\u6237\u4f53\u9a8c\u4e0b\u6ed1\u751a\u81f3\u76f4\u63a5\u7684\u7ecf\u6d4e\u635f\u5931\u3002\u4f20\u7edf\u76d1\u63a7\u6a21\u5f0f\u4f9d\u8d56\u4eba\u5de5\u9608\u503c\u8bbe\u5b9a\u4e0e\u4e8b\u540e\u544a\u8b66\uff0c\u65e9\u5df2\u6349\u895f\u89c1\u8098\u3002\u5982\u4f55\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u6355\u6349\u9690\u60a3\uff0c\u5728\u95ee\u9898\u7206\u53d1\u524d\u5b9e\u73b0\u7cbe\u51c6\u9884\u8b66\uff1f\u7b54\u6848\u6307\u5411\u5168\u94fe\u8def\u76d1\u63a7<\/a>\u4e0e\u667a\u80fd\u9884\u8b66\u7684\u6df1\u5ea6\u878d\u5408<\/strong>\u2014\u2014\u8fd9\u4e0d\u4ec5\u662f\u4e00\u5957\u6280\u672f\u65b9\u6848\uff0c\u66f4\u662f\u4f01\u4e1a\u6784\u5efa\u97e7\u6027\u7cfb\u7edf\u7684\u6838\u5fc3\u7b56\u7565\u3002<\/p>\n

\n

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\u8fd9\u79cd\u5168\u5c40\u89c6\u89d2\u5e26\u6765\u4e24\u5927\u4f18\u52bf\uff1a<\/p>\n

    \n
  1. \u7cbe\u51c6\u5b9a\u4f4d\u74f6\u9888<\/strong>\uff1a\u5f53\u652f\u4ed8\u6210\u529f\u7387\u4e0b\u964d\u65f6\uff0c\u4f20\u7edf\u76d1\u63a7\u53ef\u80fd\u4ec5\u80fd\u53d1\u73b0\u67d0\u4e2a\u670d\u52a1\u7684CPU\u98d9\u5347\uff0c\u800c\u5168\u94fe\u8def\u76d1\u63a7\u53ef\u5feb\u901f\u5173\u8054\u5230\u5177\u4f53\u4e1a\u52a1\u573a\u666f\uff08\u5982\u201c\u4fe1\u7528\u5361\u652f\u4ed8\u63a5\u53e3\u8d85\u65f6\u89e6\u53d1\u91cd\u8bd5\u201d\uff09\uff0c\u751a\u81f3\u8ffd\u6eaf\u5230\u7b2c\u4e09\u65b9\u670d\u52a1\u7684\u5f02\u5e38\u3002\n<\/li>\n
  2. \u6784\u5efa\u4e1a\u52a1\u5065\u5eb7\u5ea6\u6307\u6807<\/strong>\uff1a\u901a\u8fc7\u6574\u5408\u6280\u672f\u6307\u6807\uff08\u5982\u54cd\u5e94\u65f6\u95f4\u3001\u9519\u8bef\u7387\uff09\u4e0e\u4e1a\u52a1\u6307\u6807\uff08\u5982\u8ba2\u5355\u8f6c\u5316\u7387\u3001\u7528\u6237\u505c\u7559\u65f6\u957f\uff09\uff0c\u7cfb\u7edf\u80fd\u66f4\u76f4\u89c2\u5730\u53cd\u6620\u95ee\u9898\u5bf9\u4e1a\u52a1\u7684\u5b9e\u9645\u5f71\u54cd\u3002\n<\/li>\n<\/ol>\n
    \n

    \u4e8c\u3001\u667a\u80fd\u9884\u8b66\u7684\u4e09\u5927\u6280\u672f\u6311\u6218<\/strong><\/h3>\n

    \u5b9e\u73b0\u4ece\u201c\u88ab\u52a8\u544a\u8b66\u201d\u5230\u201c\u4e3b\u52a8\u9884\u8b66\u201d\u7684\u8de8\u8d8a\uff0c\u9700\u653b\u514b\u4ee5\u4e0b\u96be\u9898\uff1a<\/p>\n

      \n
    1. \n

      \u566a\u58f0\u8fc7\u6ee4<\/strong>
      \n\u76d1\u63a7\u6570\u636e\u4e2d\u5145\u65a5\u7740\u5927\u91cf\u201c\u4f2a\u5f02\u5e38\u201d\uff1a\u4f8b\u5982\u4fc3\u9500\u671f\u95f4\u6d41\u91cf\u6fc0\u589e\u5bfc\u81f4\u7684\u77ed\u6682\u5ef6\u8fdf\u3001\u5b9a\u65f6\u4efb\u52a1\u89e6\u53d1\u7684\u8d44\u6e90\u6ce2\u52a8\u7b49\u3002\u82e5\u7b80\u5355\u4f9d\u8d56\u56fa\u5b9a\u9608\u503c\uff0c\u544a\u8b66\u98ce\u66b4\u5c06\u6df9\u6ca1\u771f\u6b63\u7684\u9ad8\u98ce\u9669\u4fe1\u53f7\u3002\u52a8\u6001\u57fa\u7ebf\u7b97\u6cd5<\/strong>\uff08\u5982\u57fa\u4e8e\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684ARIMA\u6a21\u578b\uff09\u53ef\u81ea\u52a8\u8bc6\u522b\u5468\u671f\u6027\u89c4\u5f8b\u4e0e\u8d8b\u52bf\uff0c\u533a\u5206\u201c\u6b63\u5e38\u6ce2\u52a8\u201d\u4e0e\u201c\u6f5c\u5728\u6545\u969c\u201d\u3002<\/p>\n<\/li>\n

    2. \n

      \u6839\u56e0\u5b9a\u4f4d<\/strong>
      \n\u5168\u94fe\u8def\u573a\u666f\u4e2d\uff0c\u5355\u4e00\u73b0\u8c61\u53ef\u80fd\u7531\u591a\u91cd\u56e0\u7d20\u4ea4\u7ec7\u5bfc\u81f4\u3002\u4f8b\u5982\uff0c\u6570\u636e\u5e93\u67e5\u8be2\u53d8\u6162\u53ef\u80fd\u662f\u7d22\u5f15\u5931\u6548\u3001\u8fde\u63a5\u6c60\u8017\u5c3d\u6216\u7f51\u7edc\u62e5\u585e\u7684\u7ed3\u679c\u3002\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u7684      \u6839\u56e0\u5206\u6790<\/a><\/strong>\u6280\u672f\uff0c\u53ef\u901a\u8fc7\u62d3\u6251\u5173\u7cfb\u4e0e\u6307\u6807\u5173\u8054\u5ea6\u8ba1\u7b97\uff0c\u5feb\u901f\u7f29\u5c0f\u5acc\u7591\u8303\u56f4\uff0c\u5c06\u5e73\u5747\u5b9a\u4f4d\u65f6\u95f4\uff08MTTR\uff09\u7f29\u77ed60%\u4ee5\u4e0a\u3002<\/p>\n<\/li>\n

    3. \n

      \u9884\u8b66\u65f6\u6548\u6027<\/strong>
      \n\u67d0\u4e9b\u6545\u969c\u5b58\u5728\u201c\u6f5c\u4f0f\u671f\u201d\uff1a\u4f8b\u5982\u5185\u5b58\u6cc4\u6f0f\u521d\u671f\u8868\u73b0\u5e76\u4e0d\u660e\u663e\uff0c\u4f46\u4f1a\u5728\u6570\u5c0f\u65f6\u540e\u5f15\u53d1\u670d\u52a1\u5d29\u6e83\u3002\u901a\u8fc7\u591a\u7ef4\u5ea6\u6307\u6807\u8054\u5408\u5206\u6790<\/strong>\uff08\u5982\u5185\u5b58\u4f7f\u7528\u7387\u4e0eGC\u9891\u7387\u7684\u7ec4\u5408\u8d8b\u52bf\uff09\uff0c\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u6a21\u578b\u9884\u6d4b\u8d44\u6e90\u6d88\u8017\u66f2\u7ebf\uff0c\u53ef\u5b9e\u73b0\u63d0\u524d\u6570\u5c0f\u65f6\u7684\u9884\u8b66\u7a97\u53e3\u3002<\/p>\n<\/li>\n<\/ol>\n

      \n

      \u4e09\u3001\u6784\u5efa\u667a\u80fd\u9884\u8b66\u7cfb\u7edf\u7684\u5173\u952e\u6280\u672f\u6808<\/strong><\/h3>\n

      1. \u5b9e\u65f6\u6570\u636e\u6e56\uff1a\u9884\u8b66\u7684\u201c\u71c3\u6599\u5e93\u201d<\/strong><\/h4>\n

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      2. \u5f02\u5e38\u68c0\u6d4b\u5f15\u64ce\uff1a\u4ece\u89c4\u5219\u5230\u7b97\u6cd5<\/strong><\/h4>\n
        \n
      • \u65e0\u76d1\u7763\u5b66\u4e60<\/strong>\uff1a\u9488\u5bf9\u672a\u77e5\u5f02\u5e38\u6a21\u5f0f\uff0c\u91c7\u7528\u805a\u7c7b\u7b97\u6cd5\uff08\u5982DBSCAN\uff09\u6216\u5b64\u7acb\u68ee\u6797\uff08Isolation Forest\uff09\u81ea\u52a8\u8bc6\u522b\u504f\u79bb\u7fa4\u4f53\u884c\u4e3a\u7684\u201c\u79bb\u7fa4\u70b9\u201d\u3002\n<\/li>\n
      • \u6709\u76d1\u7763\u5b66\u4e60<\/strong>\uff1a\u5bf9\u5386\u53f2\u6545\u969c\u6848\u4f8b\u8fdb\u884c\u6807\u6ce8\uff0c\u8bad\u7ec3\u5206\u7c7b\u6a21\u578b\uff08\u5982XGBoost\u3001LightGBM\uff09\u8bc6\u522b\u7279\u5b9a\u6545\u969c\u7279\u5f81\u3002\u67d0\u91d1\u878d\u4f01\u4e1a\u901a\u8fc7\u6b64\u7c7b\u6a21\u578b\uff0c\u5c06\u652f\u4ed8\u94fe\u8def\u4e2d\u7684\u6b3a\u8bc8\u884c\u4e3a\u8bc6\u522b\u51c6\u786e\u7387\u63d0\u5347\u81f398%\u3002\n<\/li>\n
      • \u52a8\u6001\u9608\u503c\u8c03\u6574<\/strong>\uff1a\u57fa\u4e8e\u65f6\u95f4\u7a97\u53e3\u6ed1\u52a8\u8ba1\u7b97\u6307\u6807\u7684\u5747\u503c\u4e0e\u6807\u51c6\u5dee\uff0c\u81ea\u52a8\u9002\u5e94\u4e1a\u52a1\u5468\u671f\u6027\u53d8\u5316\uff08\u5982\u591c\u95f4\u4f4e\u8d1f\u8f7d\u4e0e\u65e5\u95f4\u9ad8\u5cf0\u671f\u7684\u5dee\u5f02\uff09\u3002\n<\/li>\n<\/ul>\n

        3. \u544a\u8b66\u667a\u80fd\u964d\u566a\u4e0e\u8def\u7531<\/strong><\/h4>\n

        \u901a\u8fc7\u5173\u8054\u89c4\u5219\u6316\u6398<\/strong>\uff0c\u5c06\u540c\u4e00\u6839\u56e0\u5f15\u53d1\u7684\u591a\u4e2a\u544a\u8b66\u5408\u5e76\u4e3a\u4e00\u6761\u4e8b\u4ef6\uff08\u5982\u201c\u6570\u636e\u5e93\u4e3b\u8282\u70b9\u5b95\u673a\u201d\u89e6\u53d1\u201c\u4ece\u8282\u70b9\u5207\u6362\u544a\u8b66\u201d\u201c\u67e5\u8be2\u8d85\u65f6\u544a\u8b66\u201d\u7b49\uff09\u3002\u540c\u65f6\uff0c\u6839\u636e\u670d\u52a1\u7b49\u7ea7\u534f\u8bae\uff08SLA\uff09\u8bbe\u5b9a\u4f18\u5148\u7ea7\uff0c\u901a\u8fc7\u4f01\u4e1a\u5fae\u4fe1\u3001\u9489\u9489\u3001\u77ed\u4fe1\u7b49\u591a\u901a\u9053\u5206\u7ea7\u63a8\u9001\uff0c\u786e\u4fdd\u5173\u952e\u544a\u8b66\u76f4\u8fbe\u8d23\u4efb\u4eba\u3002<\/p>\n

        \n

        \u56db\u3001\u5b9e\u8df5\u6848\u4f8b\uff1a\u667a\u80fd\u9884\u8b66\u5982\u4f55\u9a71\u52a8\u4e1a\u52a1\u4ef7\u503c<\/strong><\/h3>\n
          \n
        • \u7535\u5546\u5927\u4fc3\u573a\u666f<\/strong>\uff1a\u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u901a\u8fc7\u5168\u94fe\u8def\u76d1\u63a7+\u667a\u80fd\u9884\u8b66\uff0c\u5728\u201c\u53cc11\u201d\u671f\u95f4\u5b9e\u65f6\u9884\u6d4b\u6d41\u91cf\u5cf0\u503c\uff0c\u63d0\u524d\u6269\u5bb9\u8d44\u6e90\u6c60\u3002\u5f53\u67d0\u4e2a\u533a\u57dfCDN\u8282\u70b9\u8d1f\u8f7d\u8d85\u8fc7\u4e34\u754c\u503c\u65f6\uff0c\u7cfb\u7edf\u81ea\u52a8\u89e6\u53d1\u6d41\u91cf\u8c03\u5ea6\uff0c\u907f\u514d\u9875\u9762\u52a0\u8f7d\u5ef6\u8fdf\u4e0a\u5347\u3002\n<\/li>\n
        • \u91d1\u878d\u4ea4\u6613\u573a\u666f<\/strong>\uff1a\u4e00\u5bb6\u8bc1\u5238\u516c\u53f8\u5728\u8ba2\u5355\u7cfb\u7edf\u4e2d\u90e8\u7f72\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\uff0c\u6210\u529f\u5728\u5f00\u76d8\u524d30\u5206\u949f\u8bc6\u522b\u51fa\u59d4\u6258\u63a5\u53e3\u7684\u7ebf\u7a0b\u963b\u585e\u98ce\u9669\uff0c\u901a\u8fc7\u670d\u52a1\u91cd\u542f\u907f\u514d\u5f00\u76d8\u65f6\u7684\u5927\u9762\u79ef\u4ea4\u6613\u5931\u8d25\u3002\n<\/li>\n
        • \u5236\u9020\u4e1a\u7269\u8054\u7f51<\/strong>\uff1a\u67d0\u5de5\u4e1a\u8bbe\u5907\u5382\u5546\u5229\u7528\u8fb9\u7f18\u8ba1\u7b97\u8282\u70b9\u91c7\u96c6\u8bbe\u5907\u4f20\u611f\u5668\u6570\u636e\uff0c\u901a\u8fc7\u8054\u90a6\u5b66\u4e60\u5b9e\u73b0\u672c\u5730\u5f02\u5e38\u68c0\u6d4b\uff0c\u63d0\u524d\u9884\u8b66\u7535\u673a\u8fc7\u70ed\u98ce\u9669\uff0c\u964d\u4f4e\u975e\u8ba1\u5212\u505c\u673a\u635f\u5931\u3002\n<\/li>\n<\/ul>\n
          \n

          \u4e94\u3001\u672a\u6765\u6f14\u8fdb\uff1a\u4ece\u201c\u9884\u8b66\u201d\u5230\u201c\u81ea\u6108\u201d<\/strong><\/h3>\n

          \u667a\u80fd\u9884\u8b66\u7684\u7ec8\u6781\u76ee\u6807\u662f\u63a8\u52a8\u7cfb\u7edf\u81ea\u6cbb\u3002\u5f53\u524d\u5df2\u6709\u4f01\u4e1a\u5c1d\u8bd5\u7ed3\u5408\u5f3a\u5316\u5b66\u4e60<\/strong>\uff0c\u5728\u9884\u8b66\u89e6\u53d1\u540e\u81ea\u52a8\u6267\u884c\u9884\u6848\uff08\u5982\u670d\u52a1\u964d\u7ea7\u3001\u6d41\u91cf\u5207\u6362\uff09\u3002\u4f8b\u5982\uff0c\u5f53API\u7f51\u5173\u68c0\u6d4b\u5230\u67d0\u670d\u52a1\u9519\u8bef\u7387\u6301\u7eed\u4e0a\u5347\u65f6\uff0c\u53ef\u81ea\u52a8\u5c06\u5176\u6743\u91cd\u8c03\u4f4e\uff0c\u5e76\u5c06\u8bf7\u6c42\u5206\u53d1\u81f3\u5907\u7528\u96c6\u7fa4\u3002<\/p>\n

          \u5b8c\u5168\u81ea\u6cbb\u4ecd\u9700\u89e3\u51b3\u7b56\u7565\u51b2\u7a81\u3001\u4f26\u7406\u5408\u89c4\u7b49\u95ee\u9898\u3002\u77ed\u671f\u5185\uff0c\u4eba\u673a\u534f\u540c<\/strong>\u4ecd\u662f\u4e3b\u6d41\uff1a\u7cfb\u7edf\u63d0\u4f9b\u51b3\u7b56\u5efa\u8bae\uff08\u5982\u201c\u6269\u5bb92\u53f0\u670d\u52a1\u5668\u201d\u201c\u56de\u6eda\u81f3\u7248\u672cv2.1\u201d\uff09\uff0c\u7531\u8fd0\u7ef4\u4eba\u5458\u5ba1\u6838\u540e\u6267\u884c\u3002\u8fd9\u4e00\u6a21\u5f0f\u5df2\u5728\u4e91\u670d\u52a1\u5546\u7684AIOps\u5e73\u53f0\u4e2d\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

          \u524d\u8a00 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ID\uff09\u4e32\u8054\u6240\u6709\u73af\u8282\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u8c03\u7528\u62d3\u6251\u56fe\u3002 \u8fd9\u79cd\u5168\u5c40\u89c6\u89d2\u5e26\u6765\u4e24\u5927\u4f18\u52bf\uff1a \u7cbe\u51c6\u5b9a\u4f4d\u74f6\u9888\uff1a\u5f53\u652f\u4ed8\u6210\u529f\u7387\u4e0b\u964d\u65f6\uff0c\u4f20\u7edf\u76d1\u63a7\u53ef\u80fd\u4ec5\u80fd\u53d1\u73b0\u67d0\u4e2a\u670d\u52a1\u7684CPU\u98d9\u5347\uff0c\u800c\u5168\u94fe\u8def\u76d1\u63a7\u53ef\u5feb\u901f\u5173\u8054\u5230\u5177\u4f53\u4e1a\u52a1\u573a\u666f\uff08\u5982\u201c\u4fe1\u7528\u5361\u652f\u4ed8\u63a5\u53e3\u8d85\u65f6\u89e6\u53d1\u91cd\u8bd5\u201d\uff09\uff0c\u751a\u81f3\u8ffd\u6eaf\u5230\u7b2c\u4e09\u65b9\u670d\u52a1\u7684\u5f02\u5e38\u3002 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\u67d0\u4e9b\u6545\u969c\u5b58\u5728\u201c\u6f5c\u4f0f\u671f\u201d\uff1a\u4f8b\u5982\u5185\u5b58\u6cc4\u6f0f\u521d\u671f\u8868\u73b0\u5e76\u4e0d\u660e\u663e\uff0c\u4f46\u4f1a\u5728\u6570\u5c0f\u65f6\u540e\u5f15\u53d1\u670d\u52a1\u5d29\u6e83\u3002\u901a\u8fc7\u591a\u7ef4\u5ea6\u6307\u6807\u8054\u5408\u5206\u6790\uff08\u5982\u5185\u5b58\u4f7f\u7528\u7387\u4e0eGC\u9891\u7387\u7684\u7ec4\u5408\u8d8b\u52bf\uff09\uff0c\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u6a21\u578b\u9884\u6d4b\u8d44\u6e90\u6d88\u8017\u66f2\u7ebf\uff0c\u53ef\u5b9e\u73b0\u63d0\u524d\u6570\u5c0f\u65f6\u7684\u9884\u8b66\u7a97\u53e3\u3002 \u4e09\u3001\u6784\u5efa\u667a\u80fd\u9884\u8b66\u7cfb\u7edf\u7684\u5173\u952e\u6280\u672f\u6808 1. \u5b9e\u65f6\u6570\u636e\u6e56\uff1a\u9884\u8b66\u7684\u201c\u71c3\u6599\u5e93\u201d 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