{"id":20858,"date":"2024-11-08T12:23:03","date_gmt":"2024-11-08T04:23:03","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=20858"},"modified":"2024-11-08T12:23:03","modified_gmt":"2024-11-08T04:23:03","slug":"%e6%8e%a2%e7%b4%a2%e5%ba%94%e7%94%a8%e6%80%a7%e8%83%bd%e7%ae%a1%e7%90%86%e4%b8%8e%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e8%9e%8d%e5%90%88","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/20858.html","title":{"rendered":"\u63a2\u7d22\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u878d\u5408"},"content":{"rendered":"

\t\t\t\t\u968f\u7740\u4fe1\u606f\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\uff0c\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff08APM\uff09\u548c\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7684\u878d\u5408\u5df2\u6210\u4e3a\u4f01\u4e1a\u63d0\u5347\u670d\u52a1\u8d28\u91cf\u3001\u4f18\u5316\u7528\u6237\u4f53\u9a8c\u7684\u91cd\u8981\u624b\u6bb5\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\u4e0e\u4eba\u5de5\u667a\u80fd\u878d\u5408\u7684\u80cc\u666f\u3001\u6280\u672f\u5b9e\u73b0\u3001\u5e94\u7528\u573a\u666f\u53ca\u672a\u6765\u53d1\u5c55\u8d8b\u52bf\uff0c\u4ee5\u671f\u4e3a\u76f8\u5173\u9886\u57df\u7684\u5b9e\u8df5\u8005\u63d0\u4f9b\u53c2\u8003\u3002<\/p>\n\n\n\n\n

\u4e00\u3001\u80cc\u666f\u4e0e\u610f\u4e49<\/h3>\n\n\n\n\n

1.1 \u5e94\u7528\u6027\u80fd\u7ba1\u7406\u7684\u9700\u6c42<\/h4>\n\n\n\n\n

\u5728\u6570\u5b57\u5316\u65f6\u4ee3\uff0c\u5e94\u7528\u7cfb\u7edf\u7684\u590d\u6742\u6027\u548c\u7528\u6237\u5bf9\u670d\u52a1\u8d28\u91cf\u7684\u8981\u6c42\u4e0d\u65ad\u63d0\u5347\u3002\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff08APM\uff09\u4f5c\u4e3a\u4e00\u79cd\u76d1\u63a7\u548c\u7ba1\u7406\u5e94\u7528\u6027\u80fd\u7684\u6280\u672f\u624b\u6bb5\uff0c\u80fd\u591f\u5e2e\u52a9\u4f01\u4e1a\u53ca\u65f6\u53d1\u73b0\u548c\u89e3\u51b3\u6027\u80fd\u74f6\u9888\uff0c\u4fdd\u969c\u5e94\u7528\u7684\u7a33\u5b9a\u8fd0\u884c\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684APM\u65b9\u6cd5\u5728\u9762\u5bf9\u6d77\u91cf\u6570\u636e\u548c\u590d\u6742\u7cfb\u7edf\u65f6\uff0c\u5f80\u5f80\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002<\/p>\n\n\n\n\n\n\n\n\n

<\/p>\n\n\n\n\n\n\n\n\n\n

1.2 \u4eba\u5de5\u667a\u80fd\u7684\u5d1b\u8d77<\/h4>\n\n\n\n\n

\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u4e3a\u5404\u884c\u5404\u4e1a\u5e26\u6765\u4e86\u9769\u547d\u6027\u7684\u53d8\u5316\u3002AI\u5728\u6570\u636e\u5904\u7406\u3001\u6a21\u5f0f\u8bc6\u522b\u3001\u9884\u6d4b\u5206\u6790\u7b49\u65b9\u9762\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u4e3a\u89e3\u51b3\u4f20\u7edfAPM\u9762\u4e34\u7684\u6311\u6218\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u3002\u5c06AI\u6280\u672f\u878d\u5165APM\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u63d0\u5347\u76d1\u63a7\u7684\u667a\u80fd\u5316\u6c34\u5e73\uff0c\u8fd8\u80fd\u5b9e\u73b0\u66f4\u7cbe\u51c6\u7684\u6027\u80fd\u4f18\u5316\u3002<\/p>\n\n\n\n\n

\u4e8c\u3001\u6280\u672f\u5b9e\u73b0<\/h3>\n\n\n\n\n

2.1 \u6570\u636e\u91c7\u96c6\u4e0e\u5904\u7406<\/h4>\n\n\n\n\n

2.1.1 \u591a\u7ef4\u5ea6\u6570\u636e\u91c7\u96c6<\/strong><\/p>\n\n\n\n\n

\u5e94\u7528\u6027\u80fd\u6570\u636e\u7684\u91c7\u96c6\u662fAPM\u7684\u57fa\u7840\u3002\u878d\u5408AI\u7684APM\u7cfb\u7edf\u9700\u8981\u91c7\u96c6\u5305\u62ec\u5e94\u7528\u65e5\u5fd7\u3001\u7cfb\u7edf\u6307\u6807\u3001\u7528\u6237\u884c\u4e3a\u7b49\u591a\u7ef4\u5ea6\u6570\u636e\u3002\u901a\u8fc7\u5206\u5e03\u5f0f\u91c7\u96c6\u6280\u672f\uff0c\u786e\u4fdd\u6570\u636e\u7684\u5168\u9762\u6027\u548c\u5b9e\u65f6\u6027\u3002<\/p>\n\n\n\n\n

2.1.2 \u6570\u636e\u9884\u5904\u7406<\/strong><\/p>\n\n\n\n\n

\u91c7\u96c6\u5230\u7684\u539f\u59cb\u6570\u636e\u5f80\u5f80\u5b58\u5728\u566a\u58f0\u548c\u4e0d\u4e00\u81f4\u6027\u3002\u5229\u7528AI\u4e2d\u7684\u6570\u636e\u6e05\u6d17\u548c\u5f52\u4e00\u5316\u6280\u672f\uff0c\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\uff0c\u63d0\u9ad8\u540e\u7eed\u5206\u6790\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n\n

2.2 \u667a\u80fd\u5206\u6790\u4e0e\u8bca\u65ad<\/h4>\n\n\n\n\n

2.2.1 \u5f02\u5e38\u68c0\u6d4b<\/strong><\/p>\n\n\n\n\n

\u4f20\u7edf\u7684\u5f02\u5e38\u68c0\u6d4b\u65b9\u6cd5\u4f9d\u8d56\u4e8e\u9608\u503c\u8bbe\u5b9a\uff0c\u96be\u4ee5\u5e94\u5bf9\u52a8\u6001\u53d8\u5316\u7684\u590d\u6742\u73af\u5883\u3002AI\u4e2d\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u5982\u5b64\u7acb\u68ee\u6797\u3001\u795e\u7ecf\u7f51\u7edc\u7b49\uff0c\u80fd\u591f\u81ea\u52a8\u5b66\u4e60\u6b63\u5e38\u884c\u4e3a\u7684\u6a21\u5f0f\uff0c\u7cbe\u51c6\u8bc6\u522b\u5f02\u5e38\u60c5\u51b5\u3002<\/p>\n\n\n\n\n

2.2.2 \u6839\u56e0\u5206\u6790<\/a><\/strong><\/p>\n\n\n\n\n

\u5f53\u6027\u80fd\u95ee\u9898\u53d1\u751f\u65f6\uff0c\u5feb\u901f\u5b9a\u4f4d\u6839\u56e0\u662f\u5173\u952e\u3002AI\u6280\u672f\u53ef\u4ee5\u901a\u8fc7\u5173\u8054\u5206\u6790\u548c\u56e0\u679c\u63a8\u7406\uff0c\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u627e\u51fa\u95ee\u9898\u7684\u6839\u672c\u539f\u56e0\uff0c\u7f29\u77ed\u6545\u969c\u6392\u67e5\u65f6\u95f4\u3002<\/p>\n\n\n\n\n

2.3 \u9884\u6d4b\u4e0e\u4f18\u5316<\/h4>\n\n\n\n\n

2.3.1 \u6027\u80fd\u9884\u6d4b<\/strong><\/p>\n\n\n\n\n

\u5229\u7528AI\u4e2d\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b\uff0c\u5982ARIMA\u3001LSTM\u7b49\uff0c\u5bf9\u5e94\u7528\u6027\u80fd\u8fdb\u884c\u9884\u6d4b\uff0c\u63d0\u524d\u53d1\u73b0\u6f5c\u5728\u95ee\u9898\uff0c\u9632\u60a3\u4e8e\u672a\u7136\u3002<\/p>\n\n\n\n\n

2.3.2 \u667a\u80fd\u4f18\u5316<\/strong><\/p>\n\n\n\n\n

\u57fa\u4e8eAI\u7684\u4f18\u5316\u7b97\u6cd5\uff0c\u5982\u9057\u4f20\u7b97\u6cd5\u3001\u5f3a\u5316\u5b66\u4e60\u7b49\uff0c\u53ef\u4ee5\u6839\u636e\u6027\u80fd\u6570\u636e\u548c\u4e1a\u52a1\u9700\u6c42\uff0c\u81ea\u52a8\u8c03\u6574\u7cfb\u7edf\u914d\u7f6e\uff0c\u5b9e\u73b0\u6027\u80fd\u7684\u52a8\u6001\u4f18\u5316\u3002<\/p>\n\n\n\n\n

\u4e09\u3001\u5e94\u7528\u573a\u666f<\/h3>\n\n\n\n\n

3.1 \u91d1\u878d\u884c\u4e1a<\/h4>\n\n\n\n\n

\u91d1\u878d\u5e94\u7528\u5bf9\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u7684\u8981\u6c42\u6781\u9ad8\u3002\u878d\u5408AI\u7684APM\u7cfb\u7edf\u53ef\u4ee5\u5b9e\u65f6\u76d1\u63a7\u4ea4\u6613\u7cfb\u7edf\u7684\u6027\u80fd\uff0c\u53ca\u65f6\u53d1\u73b0\u548c\u5904\u7406\u5f02\u5e38\uff0c\u4fdd\u969c\u4ea4\u6613\u7684\u987a\u5229\u8fdb\u884c\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u6027\u80fd\u9884\u6d4b\uff0c\u63d0\u524d\u505a\u597d\u5bb9\u91cf\u89c4\u5212\uff0c\u907f\u514d\u9ad8\u5cf0\u671f\u7cfb\u7edf\u5d29\u6e83\u3002<\/p>\n\n\n\n\n

3.2 \u7535\u5546\u5e73\u53f0<\/h4>\n\n\n\n\n

\u7535\u5546\u5e73\u53f0\u7684\u7528\u6237\u6d41\u91cf\u5927\uff0c\u4e1a\u52a1\u590d\u6742\u3002AI\u9a71\u52a8\u7684APM\u53ef\u4ee5\u5e2e\u52a9\u5e73\u53f0\u5b9e\u65f6\u76d1\u63a7\u7528\u6237\u4f53\u9a8c\uff0c\u8bc6\u522b\u9875\u9762\u52a0\u8f7d\u6162\u3001\u652f\u4ed8\u5931\u8d25\u7b49\u95ee\u9898\uff0c\u5e76\u8fdb\u884c\u667a\u80fd\u4f18\u5316\uff0c\u63d0\u5347\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/p>\n\n\n\n\n

3.3 \u4e91\u670d\u52a1\u63d0\u4f9b\u5546<\/h4>\n\n\n\n\n

\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u9700\u8981\u7ba1\u7406\u5927\u91cf\u7684\u865a\u62df\u673a\u548c\u5e94\u7528\u5b9e\u4f8b\u3002AI\u8d4b\u80fd\u7684APM\u53ef\u4ee5\u81ea\u52a8\u68c0\u6d4b\u548c\u4fee\u590d\u4e91\u8d44\u6e90\u7684\u4f7f\u7528\u5f02\u5e38\uff0c\u4f18\u5316\u8d44\u6e90\u5206\u914d\uff0c\u63d0\u9ad8\u670d\u52a1\u8d28\u91cf\u548c\u8d44\u6e90\u5229\u7528\u7387\u3002<\/p>\n\n\n\n\n

\u56db\u3001\u6311\u6218\u4e0e\u5bf9\u7b56<\/h3>\n\n\n\n\n

4.1 \u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168<\/h4>\n\n\n\n\n

\u5728\u6570\u636e\u91c7\u96c6\u548c\u5904\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5982\u4f55\u4fdd\u969c\u7528\u6237\u9690\u79c1\u548c\u6570\u636e\u5b89\u5168\u662f\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\u3002\u5bf9\u7b56\u5305\u62ec\u91c7\u7528\u6570\u636e\u52a0\u5bc6\u3001\u8bbf\u95ee\u63a7\u5236\u7b49\u6280\u672f\u624b\u6bb5\uff0c\u786e\u4fdd\u6570\u636e\u7684\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\u3002<\/p>\n\n\n\n\n

4.2 \u6a21\u578b\u590d\u6742\u6027\u4e0e\u53ef\u89e3\u91ca\u6027<\/h4>\n\n\n\n\n

AI\u6a21\u578b\u7684\u590d\u6742\u6027\u53ef\u80fd\u5bfc\u81f4\u7ed3\u679c\u96be\u4ee5\u89e3\u91ca\uff0c\u5f71\u54cd\u51b3\u7b56\u7684\u900f\u660e\u5ea6\u3002\u5bf9\u7b56\u662f\u5f00\u53d1\u53ef\u89e3\u91ca\u7684AI\u6a21\u578b\uff0c\u63d0\u4f9b\u8be6\u7ec6\u7684\u51b3\u7b56\u4f9d\u636e\uff0c\u589e\u5f3a\u7528\u6237\u5bf9\u7cfb\u7edf\u7684\u4fe1\u4efb\u3002<\/p>\n\n\n\n\n

4.3 \u6280\u672f\u95e8\u69db\u4e0e\u6210\u672c<\/h4>\n\n\n\n\n

\u878d\u5408AI\u7684APM\u7cfb\u7edf\u5f00\u53d1\u548c\u7ef4\u62a4\u9700\u8981\u8f83\u9ad8\u7684\u6280\u672f\u95e8\u69db\u548c\u6210\u672c\u3002\u5bf9\u7b56\u662f\u901a\u8fc7\u5f00\u6e90\u6280\u672f\u548c\u4e91\u670d\u52a1\u964d\u4f4e\u95e8\u69db\uff0c\u63d0\u4f9b\u7075\u6d3b\u7684\u90e8\u7f72\u65b9\u6848\uff0c\u51cf\u8f7b\u4f01\u4e1a\u7684\u8d1f\u62c5\u3002<\/p>\n\n\n\n\n

\u4e94\u3001\u672a\u6765\u53d1\u5c55\u8d8b\u52bf<\/h3>\n\n\n\n\n

5.1 \u81ea\u4e3b\u667a\u80fd\u8fd0\u7ef4<\/h4>\n\n\n\n\n

\u672a\u6765\u7684APM\u7cfb\u7edf\u5c06\u66f4\u52a0\u667a\u80fd\u5316\uff0c\u80fd\u591f\u81ea\u4e3b\u8fdb\u884c\u6027\u80fd\u76d1\u63a7\u3001\u5f02\u5e38\u68c0\u6d4b\u3001\u6839\u56e0\u5206\u6790<\/a>\u548c\u4f18\u5316\u8c03\u6574\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u65e0\u4eba\u503c\u5b88\u8fd0\u7ef4\u3002<\/p>\n\n\n\n\n

5.2 \u8de8\u57df\u534f\u540c\u7ba1\u7406<\/h4>\n\n\n\n\n

\u968f\u7740\u5e94\u7528\u7684\u8de8\u57df\u90e8\u7f72\u548c\u591a\u4e91\u73af\u5883\u7684\u53d1\u5c55\uff0cAPM\u7cfb\u7edf\u9700\u8981\u5177\u5907\u8de8\u57df\u534f\u540c\u7ba1\u7406\u80fd\u529b\uff0c\u5b9e\u73b0\u5168\u5c40\u6027\u80fd\u4f18\u5316\u3002<\/p>\n\n\n\n\n

5.3 \u8fb9\u7f18\u8ba1\u7b97\u4e0eAPM\u878d\u5408<\/h4>\n\n\n\n\n

\u8fb9\u7f18\u8ba1\u7b97\u6280\u672f\u7684\u5174\u8d77\u4e3aAPM\u5e26\u6765\u4e86\u65b0\u7684\u673a\u9047\u3002\u5c06APM\u4e0e\u8fb9\u7f18\u8ba1\u7b97\u7ed3\u5408\uff0c\u53ef\u4ee5\u5728\u6570\u636e\u4ea7\u751f\u7684\u6e90\u5934\u8fdb\u884c\u6027\u80fd\u76d1\u63a7\u548c\u5206\u6790\uff0c\u964d\u4f4e\u5ef6\u8fdf\uff0c\u63d0\u5347\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n\n\n\n\n

5.4 AI\u6a21\u578b\u7684\u6301\u7eed\u8fdb\u5316<\/h4>\n\n\n\n\n

\u968f\u7740\u6570\u636e\u7684\u4e0d\u65ad\u79ef\u7d2f\u548cAI\u6280\u672f\u7684\u8fdb\u6b65\uff0cAPM\u7cfb\u7edf\u4e2d\u7684AI\u6a21\u578b\u5c06\u4e0d\u65ad\u8fdb\u5316\uff0c\u6027\u80fd\u9884\u6d4b\u548c\u4f18\u5316\u7684\u51c6\u786e\u6027\u5c06\u8fdb\u4e00\u6b65\u63d0\u5347\u3002<\/p>\n\n\n\n\n

\u516d\u3001\u6848\u4f8b\u5206\u6790<\/h3>\n\n\n\n\n

6.1 \u6848\u4f8b\u4e00\uff1a\u67d0\u5927\u578b\u94f6\u884c\u7684APM\u5b9e\u8df5<\/h4>\n\n\n\n\n

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