{"id":11599,"date":"2025-07-27T09:50:22","date_gmt":"2025-07-27T01:50:22","guid":{"rendered":"https:\/\/egonlin.com\/?p=11599"},"modified":"2025-07-27T09:50:22","modified_gmt":"2025-07-27T01:50:22","slug":"%e4%bb%80%e4%b9%88%e6%98%afaiops%e6%99%ba%e8%83%bd%e8%bf%90%e7%bb%b4%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/egonlin.com\/?p=11599","title":{"rendered":"\u4ec0\u4e48\u662fAIOps\u667a\u80fd\u8fd0\u7ef4\uff1f"},"content":{"rendered":"<div>\n<div>\n<p data-first-child=\"\" data-pid=\"oodIanWL\">\u667a\u80fd\u5316\u8fd0\u7ef4\u8fd1\u4e9b\u5e74\u6765\u5f00\u59cb\u88ab\u4eba\u4eec\u6240\u719f\u77e5\uff0c\u6211\u4eec\u4e13\u505aIT\u7814\u53d1\u4e0e\u8fd0\u7ef4\uff0c\u6b63\u597d\u901b\u5230\u8fd9\u4e2a\u95ee\u9898\uff0c\u5c31\u6765\u56de\u7b54\u4e00\u6ce2\uff0c\u5e0c\u671b\u80fd\u591f\u5e2e\u5230\u5927\u5bb6\u3002<\/p>\n<h2>\u4e00\u3001\u667a\u80fd\u8fd0\u7ef4\uff08Alops\uff09\u6982\u5ff5\uff1a<\/h2>\n<p data-pid=\"7uljUD7M\">Gartner\u57282016\u5e74\u65f6\u4fbf\u63d0\u51fa\u4e86AIOps\u7684\u6982\u5ff5\uff0cAIOps\u5373\u4eba\u5de5\u667a\u80fd\u4e0e\u8fd0\u7ef4\u7684\u7ed3\u5408\uff0c\u5e76\u9884\u6d4b\u52302020\u5e74\uff0cAIOps \u7684\u91c7\u7528\u7387\u5c06\u4f1a\u8fbe\u5230 50%\u3002<\/p>\n<p data-pid=\"HCfiXmrQ\">\u7b80\u5355\u6765\u8bf4\uff0cAIOps \u5c31\u662f\u57fa\u4e8e\u5df2\u6709\u7684\u8fd0\u7ef4\u6570\u636e\uff08\u65e5\u5fd7\u3001\u76d1\u63a7\u4fe1\u606f\u3001\u5e94\u7528\u4fe1\u606f\u7b49\uff09\u5e76\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u7684\u65b9\u5f0f\u6765\u8fdb\u4e00\u6b65\u89e3\u51b3\u81ea\u52a8\u5316\u8fd0\u7ef4\u6ca1\u529e\u6cd5\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n<p data-pid=\"7sQVlO2E\">\u8f6f\u4ef6\u7684\u4e00\u4e9b\u201c\u7b97\u6cd5\u903b\u8f91\u201d\u4e0d\u4ee3\u8868\u771f\u6b63\u7684AIOps\uff0c\u5224\u65ad\u662f\u5426\u662f\u771f\u6b63AIOps\u7684\u5173\u952e\u70b9\u5728\u4e8e\uff1a\u662f\u5426\u80fd\u81ea\u52a8\u4ece\u6570\u636e\u5b66\u4e60\u4e2d\u603b\u7ed3\u89c4\u5f8b\uff0c\u5e76\u5229\u7528\u89c4\u5f8b\u5bf9\u5f53\u524d\u7684\u73af\u5883\u7ed9\u4e88\u51b3\u7b56\u5efa\u8bae\u3002<\/p>\n<figure data-size=\"normal\"><noscript><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/pic1.zhimg.com\/50\/v2-23056bd1bdf73ddac3142be1de31bcf1_720w.jpg?source=2c26e567'><img class=\"lazyload lazyload-style-2\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  data-original=\"https:\/\/pic1.zhimg.com\/50\/v2-23056bd1bdf73ddac3142be1de31bcf1_720w.jpg?source=2c26e567\" 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data-pid=\"UIJ2z9pr\"><b>\u9884\u6d4b\u672a\u6765\uff1a<\/b>\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6307\u6807\u9884\u6d4b\uff1b\u4f8b\u5982\uff0c\u57fa\u4e8e\u591a\u79cd\u56de\u5f52\u548c\u7edf\u8ba1\u65b9\u6cd5\uff0c\u5b9e\u73b0\u5bf9\u4e0d\u540c\u7ea7\u522b\u7c92\u5ea6\u7684\u4e1a\u52a1\u6570\u636e\u7684\u9884\u6d4b\uff0c\u5305\u62ec\u4e1a\u52a1\u6307\u6807\u9884\u6d4b\u3001\u5bb9\u91cf\u9884\u6d4b\u7b49\uff0c\u5982\u53cc11\u4e1a\u52a1\u5bf9\u7ec4\u4ef6\u5bb9\u91cf\u548c\u8d44\u6e90\u5bb9\u91cf\u7684\u5bb9\u91cf\u9884\u6d4b\u7b49\u3002<\/p>\n<p data-pid=\"m3I0xWD8\"><b>IT\u8f85\u52a9\u51b3\u7b56\u652f\u6301\uff1a<\/b>\u6df1\u5165\u8fd0\u8425\u573a\u666f\uff0c\u5b9e\u73b0\u4e1a\u52a1\u8fd0\u8425\u7684IT\u8f85\u52a9\u51b3\u7b56\u5e94\u7528\uff1b\u5982\u8425\u6536\u9884\u6d4b\u3001\u8206\u60c5\u5206\u6790\u4e0e\u9884\u6d4b\u7b49\u573a\u666f\u3002<\/p>\n<p data-pid=\"tmdTMJQn\">\u7b97\u6cd5\u5c42\u9762\u5219\u53ef\u4ee5\u8ddf\u5b66\u672f\u754c\u8fdb\u884c\u5408\u4f5c\u6216\u5728\u793e\u533a\u4e2d\u83b7\u53d6\uff0c\u5728\u65e9\u671f\u8bad\u7ec3\u6570\u636e\u96c6\u548c\u53cd\u9988\u6570\u636e\u91cf\u6bd4\u8f83\u5c11\u7684\u60c5\u51b5\u4e0b\uff0c\u91c7\u7528\u65e0\u76d1\u7763\u5b66\u4e60\uff0c\u5177\u4f53\u5b9e\u73b0\u662f\u7528\u6a21\u5f0f\u8bc6\u522b\uff08pattern recognition\uff09\u7684\u6280\u672f\u6765\u5224\u65ad\u6307\u6807\u662f\u5426\u5173\u8054\u3002\u5173\u8054\u6027\u662f\u901a\u8fc7\u65f6\u95f4\u5e8f\u5217\u66f2\u7ebf\u76f8\u4f3c\u5ea6(similarity distance)\u6765\u8861\u91cf\u7684\u3002<\/p>\n<p data-pid=\"Ve6c-nyp\">\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5e93\u63d0\u4f9b\u8ba1\u7b97\u65f6\u95f4\u5e8f\u5217\u66f2\u7ebf\u76f8\u4f3c\u5ea6\u7684\u5404\u79cd\u7b97\u6cd5\uff0c\u6bd4\u5982\uff1a\u6b27\u51e0\u91cc\u5fb7\u8ddd\u79bb\uff08Euclidean Distance\uff09\u3001\u66fc\u54c8\u987f\u8ddd\u79bb\uff08Manhattan 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