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{"id":35049,"date":"2026-10-06T15:02:47","date_gmt":"2026-10-06T07:02:47","guid":{"rendered":"https:\/\/www.simcentric.com\/uncategorized-sc\/how-to-use-ml-to-predict-server-hard-drive-failures\/"},"modified":"2026-10-06T15:17:05","modified_gmt":"2026-10-06T07:17:05","slug":"how-to-use-ml-to-predict-server-hard-drive-failures","status":"publish","type":"post","link":"https:\/\/www.simcentric.com\/sc\/america-dedicated-server-sc\/how-to-use-ml-to-predict-server-hard-drive-failures\/","title":{"rendered":"\u5982\u4f55\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u9884\u6d4b\u670d\u52a1\u5668\u786c\u76d8\u6545\u969c"},"content":{"rendered":"<p>\u5728<a href=\"https:\/\/www.simcentric.com\/sc\/products\/dedicated-server-jp\/\" target=\"_blank\" rel=\"noopener\">\u73b0\u4ee3\u670d\u52a1\u5668\u79df\u7528<\/a>\u548c\u670d\u52a1\u5668\u6258\u7ba1\u8fd0\u7ef4\u4e2d\uff0c\u53ef\u7528\u6027\u95ee\u9898\u5f88\u5c11\u662f\u7531\u4e00\u6b21\u620f\u5267\u6027\u7684\u6545\u969c\u76f4\u63a5\u51fb\u7a7f\u7684\u3002\u66f4\u5e38\u89c1\u7684\u60c5\u51b5\u662f\uff0c\u5b58\u50a8\u9065\u6d4b\u3001\u63a7\u5236\u5668\u65e5\u5fd7\u3001\u5ef6\u8fdf\u6f02\u79fb\u4ee5\u53ca SMART \u8ba1\u6570\u5668\u4e2d\u6f5c\u4f0f\u7740\u4e00\u4e9b\u7ec6\u5c0f\u4fe1\u53f7\uff0c\u7cfb\u7edf\u7a33\u5b9a\u6027\u88ab\u4e00\u70b9\u70b9\u4fb5\u8680\u3002\u8fd9\u6b63\u662f\u4e3a\u4ec0\u4e48\u7528<a href=\"https:\/\/www.simcentric.com\/sc\/japan-dedicated-server-sc\/upgrading-ai-training-servers-with-rtx-50-series\/\" target=\"_blank\" rel=\"noopener\">\u673a\u5668\u5b66\u4e60<\/a>\u9884\u6d4b\u670d\u52a1\u5668\u786c\u76d8\u6545\u969c\u5df2\u7ecf\u4ece\u4e00\u4e2a\u7814\u7a76\u8bdd\u9898\uff0c\u53d8\u6210\u4e86\u57fa\u7840\u8bbe\u65bd\u56e2\u961f\u771f\u6b63\u4f1a\u8ba8\u8bba\u548c\u843d\u5730\u7684\u5b9e\u8df5\u65b9\u5411\u3002\u4e0e\u5176\u7b49\u5230\u67d0\u5757\u78c1\u76d8\u4ece\u9635\u5217\u4e2d\u6389\u7ebf\uff0c\u6216\u5728\u9ad8\u538b\u8d1f\u8f7d\u4e0b\u8fd4\u56de\u4e0d\u53ef\u8bfb\u53d6\u6247\u533a\uff0c\u4e0d\u5982\u66f4\u65e9\u8bc6\u522b\u5f02\u5e38\u884c\u4e3a\uff0c\u628a\u539f\u59cb\u8bbe\u5907\u5386\u53f2\u8f6c\u5316\u4e3a\u7ef4\u62a4\u51b3\u7b56\uff0c\u8ba9\u6574\u4e2a\u5904\u7406\u8fc7\u7a0b\u66f4\u4ece\u5bb9\u3001\u66f4\u8fc5\u901f\u3001\u5bf9\u4e1a\u52a1\u5e72\u6270\u4e5f\u66f4\u5c0f\u3002<\/p>\n<h2><strong>\u4e3a\u4ec0\u4e48\u5b58\u50a8\u6545\u969c\u9884\u6d4b\u5bf9\u670d\u52a1\u5668\u57fa\u7840\u8bbe\u65bd\u5982\u6b64\u91cd\u8981<\/strong><\/h2>\n<p>\u4e00\u5757\u6b63\u5728\u5931\u6548\u7684\u786c\u76d8\uff0c\u5f80\u5f80\u4e0d\u53ea\u662f\u201c\u4e00\u5757\u786c\u76d8\u574f\u4e86\u201d\u8fd9\u4e48\u7b80\u5355\u3002\u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u5b83\u53ef\u80fd\u4f1a\u5f15\u53d1\u91cd\u5efa\u538b\u529b\u3001\u5bc6\u96c6\u544a\u8b66\u3001\u5197\u4f59\u80fd\u529b\u4e0b\u964d\u3001\u5907\u4efd\u53d8\u6162\uff0c\u4ee5\u53ca\u5728\u4e1a\u52a1\u9ad8\u5cf0\u671f\u51fa\u73b0\u989d\u5916\u98ce\u9669\u3002\u5bf9\u4e8e\u8fd0\u884c\u5927\u89c4\u6a21\u670d\u52a1\u5668\u96c6\u7fa4\u7684\u56e2\u961f\u6765\u8bf4\uff0c\u771f\u6b63\u7684\u6210\u672c\u4e0d\u4ec5\u662f\u66f4\u6362\u786c\u76d8\u6240\u82b1\u7684\u65f6\u95f4\uff0c\u66f4\u5927\u7684\u95ee\u9898\u5728\u4e8e\u4e0d\u786e\u5b9a\u6027\uff1a\u6ca1\u6709\u4eba\u613f\u610f\u7b49\u5230\u4e8b\u6545\u7a97\u53e3\u5df2\u7ecf\u6253\u5f00\uff0c\u624d\u53d1\u73b0\u67d0\u5757\u78c1\u76d8\u5176\u5b9e\u65e9\u5c31\u5904\u4e8e\u8106\u5f31\u72b6\u6001\u3002<\/p>\n<p>\u9884\u6d4b\u6027\u7ef4\u62a4\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u5c06\u8fd0\u7ef4\u59ff\u6001\u4ece\u201c\u88ab\u52a8\u4fee\u590d\u201d\u8f6c\u6362\u4e3a\u201c\u6709\u4f9d\u636e\u7684\u4e3b\u52a8\u5e72\u9884\u201d\u3002\u4e00\u4e2a\u597d\u7684\u6a21\u578b\u5e76\u4e0d\u9700\u8981\u795e\u4e4e\u5176\u795e\u3002\u5b83\u53ea\u9700\u8981\u5728\u8db3\u591f\u65e9\u7684\u65f6\u5019\u7ed9\u5de5\u7a0b\u5e08\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u9884\u8b66\u4fe1\u53f7\uff0c\u8ba9\u56e2\u961f\u6709\u65f6\u95f4\u68c0\u67e5\u6570\u636e\u3001\u9a8c\u8bc1\u98ce\u9669\uff0c\u5e76\u5b89\u6392\u5408\u9002\u7684\u5904\u7406\u52a8\u4f5c\u3002<\/p>\n<ul>\n<li>\u51cf\u5c11\u8ba1\u5212\u5916\u7ef4\u62a4\u7a97\u53e3<\/li>\n<li>\u964d\u4f4e\u9635\u5217\u91cd\u5efa\u671f\u95f4\u8fde\u9501\u6545\u969c\u7684\u6982\u7387<\/li>\n<li>\u63d0\u5347\u9762\u5411\u5b58\u50a8\u5bc6\u96c6\u578b\u5de5\u4f5c\u8d1f\u8f7d\u7684\u6545\u969c\u6392\u67e5\u6548\u7387<\/li>\n<li>\u5e2e\u52a9\u670d\u52a1\u5668\u79df\u7528\u73af\u5883\u4e2d\u7684\u786c\u4ef6\u751f\u547d\u5468\u671f\u89c4\u5212\u66f4\u52a0\u6709\u7ae0\u6cd5<\/li>\n<\/ul>\n<h2><strong>\u9664\u4e86\u9608\u503c\u544a\u8b66\uff0c\u673a\u5668\u5b66\u4e60\u5230\u5e95\u591a\u505a\u4e86\u4ec0\u4e48<\/strong><\/h2>\n<p>\u4f20\u7edf\u76d1\u63a7\u901a\u5e38\u4f9d\u8d56\u9759\u6001\u9608\u503c\u3002\u67d0\u4e2a\u8ba1\u6570\u5668\u4e00\u65e6\u8d8a\u7ebf\uff0c\u7cfb\u7edf\u5c31\u89e6\u53d1\u544a\u8b66\u3002\u5bf9\u4e8e\u660e\u663e\u6545\u969c\uff0c\u8fd9\u79cd\u65b9\u5f0f\u5f53\u7136\u6709\u6548\uff0c\u4f46\u5b58\u50a8\u8bbe\u5907\u7684\u73b0\u5b9e\u60c5\u51b5\u5f80\u5f80\u66f4\u590d\u6742\u3002\u540c\u4e00\u4e2a\u5c5e\u6027\u5728\u4e0d\u540c\u578b\u53f7\u3001\u4e0d\u540c\u56fa\u4ef6\u7248\u672c\u3001\u4e0d\u540c\u8d1f\u8f7d\u5f62\u6001\uff0c\u751a\u81f3\u4e0d\u540c\u670d\u5f79\u5e74\u9f84\u6bb5\u4e0b\uff0c\u542b\u4e49\u90fd\u53ef\u80fd\u4e0d\u4e00\u6837\u3002\u6709\u4e9b\u78c1\u76d8\u4f1a\u9ad8\u8c03\u5730\u66b4\u9732\u6545\u969c\u8ff9\u8c61\uff0c\u800c\u53e6\u4e00\u4e9b\u5219\u662f\u901a\u8fc7\u591a\u4e2a\u5fae\u5f31\u4fe1\u53f7\u7684\u7ec4\u5408\u6162\u6162\u6ed1\u5411\u5931\u6548\u8fb9\u7f18\uff0c\u5355\u72ec\u770b\u6bcf\u4e2a\u6307\u6807\u90fd\u4e0d\u7b97\u7a81\u51fa\u3002<\/p>\n<p>\u673a\u5668\u5b66\u4e60\u7684\u4f18\u52bf\u5728\u4e8e\uff0c\u5b83\u53ef\u4ee5\u540c\u65f6\u5b66\u4e60\u591a\u4e2a\u7279\u5f81\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5b83\u4e0d\u53ea\u662f\u5224\u65ad\u67d0\u4e2a\u6307\u6807\u662f\u5426\u8fc7\u9ad8\uff0c\u800c\u662f\u5728\u95ee\uff1a\u5f53\u524d\u8fd9\u7ec4\u6a21\u5f0f\uff0c\u662f\u5426\u50cf\u5386\u53f2\u6570\u636e\u4e2d\u90a3\u4e9b\u6545\u969c\u524d\u7684\u884c\u4e3a\u8f68\u8ff9\u3002\u8fd9\u6b63\u662f\u7b80\u5355\u89c4\u5219\u68c0\u6d4b\u4e0e\u6a21\u5f0f\u8bc6\u522b\u4e4b\u95f4\u7684\u672c\u8d28\u533a\u522b\u3002<\/p>\n<ol>\n<li>\u6536\u96c6\u5386\u53f2\u8bbe\u5907\u5065\u5eb7\u8bb0\u5f55<\/li>\n<li>\u6807\u8bb0\u5df2\u7ecf\u53d1\u751f\u6545\u969c\u6216\u8fdb\u5165\u4e34\u754c\u72b6\u6001\u7684\u78c1\u76d8<\/li>\n<li>\u4ece\u8fd1\u671f\u884c\u4e3a\u7a97\u53e3\u4e2d\u63d0\u53d6\u727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\u5c5e\u6027<\/li>\n<li>\u6e29\u5ea6\u5386\u53f2\u53ca\u5176\u6ce2\u52a8\u6027\uff0c\u800c\u4e0d\u662f\u67d0\u4e00\u4e2a\u65f6\u95f4\u70b9\u7684\u6e29\u5ea6\u5feb\u7167<\/li>\n<li>\u901a\u7535\u65f6\u957f\u3001\u542f\u505c\u6b21\u6570\u4ee5\u53ca\u5e74\u9f84\u5206\u5c42<\/li>\n<li>\u8bfb\u5199\u9519\u8bef\u8d8b\u52bf<\/li>\n<li>I\/O \u5ef6\u8fdf\u5206\u4f4d\u6570\u4e0e\u961f\u5217\u884c\u4e3a<\/li>\n<li>\u5185\u6838\u3001\u63a7\u5236\u5668\u4ee5\u53ca\u6587\u4ef6\u7cfb\u7edf\u4e8b\u4ef6\u65e5\u5fd7<\/li>\n<li>RAID 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SMART 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9519\u7684\u51c6\u786e\u7387\u3002\u7814\u7a76\u6570\u636e\u4e2d\u5fc3\u78c1\u76d8\u9884\u6d4b\u7684\u5b66\u8005\u6307\u51fa\uff0c\u7531\u4e8e\u751f\u4ea7\u6570\u636e\u4e2d\u5145\u6ee1\u7f3a\u5931\u89c2\u6d4b\u3001\u4e0d\u4e00\u81f4\u4e0a\u62a5\u4ee5\u53ca\u96be\u4ee5\u76f4\u63a5\u6bd4\u8f83\u7684\u8bbe\u5907\u884c\u4e3a\uff0c\u5f3a\u6709\u529b\u7684\u9884\u5904\u7406\u548c\u8c28\u614e\u7684\u8bc4\u4f30\u81f3\u5173\u91cd\u8981\u3002([arxiv.org])<\/p>\n<p>\u53e6\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u95ee\u9898\u662f\u65f6\u95f4\u6cc4\u9732\u3002\u5982\u679c\u8bad\u7ec3\u8fc7\u7a0b\u4e0d\u5c0f\u5fc3\u5f15\u5165\u4e86\u8bbe\u5907\u88ab\u66ff\u6362\u524d\u5915\u7684\u7ebf\u7d22\uff0c\u90a3\u4e48\u6a21\u578b\u5728\u6d4b\u8bd5\u4e2d\u53ef\u80fd\u770b\u8d77\u6765\u5f02\u5e38\u4f18\u79c0\uff0c\u4f46\u4e00\u843d\u5730\u5230\u771f\u5b9e\u73af\u5883\u5c31\u4f1a\u8868\u73b0\u5e73\u5e73\u3002\u9a8c\u8bc1\u8fc7\u7a0b\u5fc5\u987b\u8d34\u8fd1\u8fd0\u7ef4\u73b0\u5b9e\uff1a\u7528\u66f4\u65e9\u7684\u65f6\u95f4\u6bb5\u8bad\u7ec3\uff0c\u7528\u66f4\u665a\u7684\u65f6\u95f4\u6bb5\u6d4b\u8bd5\uff0c\u5e76\u4e14\u771f\u6b63\u53bb\u95ee\uff0c\u9884\u8b66\u5230\u6765\u7684\u65f6\u95f4\u662f\u5426\u8db3\u591f\u65e9\u3001\u662f\u5426\u8db3\u591f\u6709\u7528\u3002<\/p>\n<ul>\n<li>\u5728\u5207\u5206\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u65f6\uff0c\u4e0d\u8981\u8de8\u65f6\u95f4\u968f\u673a\u6253\u4e71\u6837\u672c\u884c<\/li>\n<li>\u4e0d\u8981\u53ea\u770b\u6574\u4f53\u51c6\u786e\u7387\uff0c\u8fd8\u8981\u8ddf\u8e2a\u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387<\/li>\n<li>\u8861\u91cf\u6545\u969c\u524d\u7684\u9884\u8b66\u63d0\u524d\u91cf\uff0c\u800c\u4e0d\u662f\u53ea\u770b\u5206\u7c7b\u5206\u6570<\/li>\n<li>\u8bc4\u4f30\u8bef\u62a5\u65f6\uff0c\u8981\u5173\u6ce8\u8fd0\u7ef4\u6210\u672c\uff0c\u800c\u4e0d\u662f\u53ea\u8ffd\u6c42\u5b66\u672f\u4e0a\u7684\u6574\u6d01\u7ed3\u679c<\/li>\n<\/ul>\n<h2><strong>\u5728\u670d\u52a1\u5668\u79df\u7528\u5de5\u4f5c\u6d41\u4e2d\uff0c\u597d\u7684\u9884\u6d4b\u7cfb\u7edf\u5e94\u8be5\u662f\u4ec0\u4e48\u6837\u5b50<\/strong><\/h2>\n<p>\u4e00\u4e2a\u771f\u6b63\u53ef\u7528\u4e8e\u751f\u4ea7\u7684\u7cfb\u7edf\uff0c\u4e0d\u5e94\u8be5\u6b62\u6b65\u4e8e\u4e00\u4e2a\u4eea\u8868\u76d8\u3002\u5b83\u5fc5\u987b\u80fd\u63a8\u52a8\u5b9e\u9645\u52a8\u4f5c\u3002\u5f53\u6a21\u578b\u628a\u67d0\u5757\u78c1\u76d8\u6807\u8bb0\u4e3a\u9ad8\u98ce\u9669\u65f6\uff0c\u4e0b\u4e00\u6b65\u53ef\u80fd\u662f\u66f4\u6df1\u5165\u5730\u68c0\u67e5\u65e5\u5fd7\u3001\u786e\u8ba4\u590d\u5236\u72b6\u6001\u3001\u8fc1\u79fb\u654f\u611f\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u6216\u8005\u5b89\u6392\u7ef4\u62a4\u7a97\u53e3\u3002\u5728\u5065\u5eb7\u7684\u8fd0\u7ef4\u73af\u5883\u4e2d\uff0c\u9884\u6d4b\u80fd\u529b\u4f1a\u6210\u4e3a\u64cd\u4f5c\u624b\u518c\u7684\u4e00\u90e8\u5206\uff0c\u800c\u4e0d\u662f\u4e00\u4efd\u8131\u79bb\u73b0\u5b9e\u7684\u5206\u6790\u62a5\u544a\u3002<\/p>\n<p>\u4e00\u4e2a\u7d27\u51d1\u800c\u5b9e\u7528\u7684\u5de5\u4f5c\u6d41\u901a\u5e38\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n<ol>\n<li>\u6309\u65e5\u6216\u63a5\u8fd1\u5b9e\u65f6\u5730\u5bf9\u5728\u7ebf\u78c1\u76d8\u8fdb\u884c\u8bc4\u5206<\/li>\n<li>\u6839\u636e\u98ce\u9669\u6392\u5e8f\uff0c\u5e76\u914d\u4e0a\u7f6e\u4fe1\u533a\u95f4\u6216\u4e25\u91cd\u7ea7\u522b<\/li>\n<li>\u4eba\u5de5\u590d\u6838\u98ce\u9669\u6700\u9ad8\u7684\u4e00\u6279\u78c1\u76d8\uff0c\u7ed3\u5408\u65e5\u5fd7\u548c\u5b58\u50a8\u4e0a\u4e0b\u6587\u5206\u6790<\/li>\n<li>\u51b3\u5b9a\u7ee7\u7eed\u89c2\u5bdf\u3001\u8fc1\u79fb\u3001\u91cd\u5efa\u8fd8\u662f\u66f4\u6362<\/li>\n<li>\u8bb0\u5f55\u5904\u7406\u7ed3\u679c\u5e76\u53cd\u9988\u56de\u7cfb\u7edf\uff0c\u7528\u4e8e\u540e\u7eed\u91cd\u65b0\u8bad\u7ec3<\/li>\n<\/ol>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u5c24\u5176\u9002\u5408\u670d\u52a1\u5668\u79df\u7528\u548c\u670d\u52a1\u5668\u6258\u7ba1\u8fd0\u7ef4\uff0c\u56e0\u4e3a\u57fa\u7840\u8bbe\u65bd\u56e2\u961f\u901a\u5e38\u9700\u8981\u7684\u662f\u53ef\u91cd\u590d\u6267\u884c\u7684\u6d41\u7a0b\u3002\u5b83\u4e5f\u6709\u52a9\u4e8e\u628a\u786c\u4ef6\u98ce\u9669\u4e0e\u5e94\u7528\u5c42\u566a\u58f0\u533a\u5206\u5f00\u6765\uff0c\u4ece\u800c\u8ba9\u6545\u969c\u54cd\u5e94\u66f4\u52a0\u6e05\u6670\u3002<\/p>\n<h2><strong>SMART \u6570\u636e\u786e\u5b9e\u6709\u4ef7\u503c\uff0c\u4f46\u4e0a\u4e0b\u6587\u66f4\u91cd\u8981<\/strong><\/h2>\n<p>\u9488\u5bf9\u5927\u89c4\u6a21\u8bbe\u5907\u96c6\u7fa4\u7684\u516c\u5f00\u5206\u6790\u8868\u660e\uff0c\u67d0\u4e9b SMART \u5c5e\u6027\u5e38\u5e38\u4e0e\u6545\u969c\u98ce\u9669\u4e0a\u5347\u6709\u5173\uff0c\u4f46\u540c\u65f6\u4e5f\u63d0\u9192\u6211\u4eec\uff0cSMART \u5728\u4e0d\u540c\u8bbe\u5907\u4e4b\u95f4\u7684\u8868\u73b0\u5e76\u4e0d\u4e00\u81f4\uff0c\u4e0d\u80fd\u628a\u5b83\u5f53\u4f5c\u4e07\u80fd\u9884\u8a00\u5668\u3002\u5173\u4e8e\u5927\u89c4\u6a21\u5b58\u50a8\u96c6\u7fa4\u7684\u8fd0\u7ef4\u8d44\u6599\u4e5f\u6307\u51fa\uff0c\u4e00\u4e9b\u7279\u5b9a\u7684 SMART \u8ba1\u6570\u5668\u786e\u5b9e\u5177\u6709\u53c2\u8003\u610f\u4e49\uff0c\u4f46\u53ea\u6709\u653e\u5728\u5468\u8fb9\u9065\u6d4b\u548c\u7ef4\u62a4\u4e0a\u4e0b\u6587\u4e2d\u89e3\u8bfb\uff0c\u5b83\u4eec\u7684\u4ef7\u503c\u624d\u4f1a\u771f\u6b63\u653e\u5927\u3002([backblaze.com])<\/p>\n<p>\u56e0\u6b64\uff0c\u66f4\u5f3a\u7684\u7cfb\u7edf\u4e0d\u4f1a\u53ea\u95ee\uff1a\u201c\u67d0\u4e2a\u8ba1\u6570\u5668\u662f\u4e0d\u662f\u53d8\u6210\u4e86\u975e\u96f6\uff1f\u201d \u5b83\u4eec\u4f1a\u95ee\uff1a\u201c\u8fd9\u5757\u78c1\u76d8\u7684\u884c\u4e3a\u7279\u5f81\u662f\u5426\u53d1\u751f\u4e86\u53d8\u5316\uff1f\u201d \u8fd9\u91cc\u7684\u201c\u884c\u4e3a\u7279\u5f81\u201d\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u9519\u8bef\u8ba1\u6570\u5728\u957f\u671f\u7a33\u5b9a\u540e\u5f00\u59cb\u6301\u7eed\u4e0a\u5347<\/li>\n<li>\u5728\u5e38\u89c4\u8d1f\u8f7d\u4e0b\u51fa\u73b0\u5ef6\u8fdf\u79bb\u7fa4\u70b9<\/li>\n<li>\u6e29\u5ea6\u53d8\u5316\u4e0e\u5229\u7528\u7387\u53d8\u5316\u5e76\u4e0d\u5339\u914d<\/li>\n<li>\u5728\u6247\u533a\u9000\u5316\u9644\u8fd1\u53cd\u590d\u51fa\u73b0\u63a7\u5236\u5668\u6216\u603b\u7ebf\u6d88\u606f<\/li>\n<li>SMART \u8868\u9762\u5e73\u9759\uff0c\u4f46\u65e5\u5fd7\u5c42\u9762\u5df2\u7ecf\u9891\u7e41\u544a\u8b66<\/li>\n<\/ul>\n<p>\u8fd9\u6b63\u662f\u5de5\u7a0b\u5224\u65ad\u4ecd\u7136\u4e0d\u53ef\u6216\u7f3a\u7684\u5730\u65b9\u3002\u6a21\u578b\u53ef\u4ee5\u7ed9\u51fa\u6000\u7591\u7b49\u7ea7\uff0c\u4f46\u6700\u7ec8\u51b3\u5b9a\u67d0\u79cd\u6a21\u5f0f\u7a76\u7adf\u662f\u771f\u5b9e\u8870\u9000\u8fd8\u662f\u65e0\u5bb3\u566a\u58f0\u7684\uff0c\u4ecd\u7136\u662f\u8fd0\u7ef4\u4eba\u5458\u3002<\/p>\n<h2><strong>\u5982\u4f55\u8ba9\u8fd9\u5957\u7cfb\u7edf\u957f\u671f\u4fdd\u6301\u5b9e\u7528\u4ef7\u503c<\/strong><\/h2>\n<p>\u5b58\u50a8\u8bbe\u5907\u96c6\u7fa4\u662f\u4e0d\u65ad\u53d8\u5316\u7684\u3002\u5de5\u4f5c\u8d1f\u8f7d\u4f1a\u53d8\u5316\uff0c\u56fa\u4ef6\u4f1a\u53d8\u5316\uff0c\u8bbe\u5907\u5e74\u9f84\u7ed3\u6784\u4e5f\u4f1a\u53d8\u5316\u3002\u4e00\u4e2a\u8bad\u7ec3\u4e00\u6b21\u5c31\u653e\u7740\u4e0d\u7ba1\u7684\u6a21\u578b\uff0c\u6700\u7ec8\u4e00\u5b9a\u4f1a\u9010\u6e10\u504f\u79bb\u73b0\u5b9e\u3002\u66f4\u597d\u7684\u505a\u6cd5\u662f\u628a\u6545\u969c\u9884\u6d4b\u7cfb\u7edf\u5f53\u4f5c\u4efb\u4f55\u5176\u4ed6\u57fa\u7840\u8bbe\u65bd\u670d\u52a1\u6765\u7ba1\u7406\uff1a\u5b83\u9700\u8981\u53ef\u89c2\u6d4b\u3001\u53ef\u7248\u672c\u5316\u3001\u53ef\u56de\u987e\u3002<\/p>\n<ul>\n<li>\u6309\u8ba1\u5212\u91cd\u65b0\u8bad\u7ec3\uff0c\u6216\u5728\u8bbe\u5907\u96c6\u7fa4\u53d1\u751f\u660e\u663e\u53d8\u5316\u540e\u91cd\u65b0\u8bad\u7ec3<\/li>\n<li>\u5c06\u7279\u5f81\u5b9a\u4e49\u5b58\u5165\u7248\u672c\u63a7\u5236<\/li>\n<li>\u5728\u66f4\u6362\u8bbe\u5907\u548c\u6545\u969c\u590d\u76d8\u540e\u5ba1\u8ba1\u6807\u7b7e\u8d28\u91cf<\/li>\n<li>\u4e3a\u65b0\u7684\u8bc4\u5206\u903b\u8f91\u91c7\u7528\u91d1\u4e1d\u96c0\u5f0f\u53d1\u5e03<\/li>\n<li>\u65e0\u8bba\u6a21\u578b\u591a\u6709\u4fe1\u5fc3\uff0c\u5907\u4efd\u548c\u5197\u4f59\u7b56\u7565\u90fd\u5e94\u72ec\u7acb\u5b58\u5728<\/li>\n<\/ul>\n<p>\u9884\u6d4b\u6c38\u8fdc\u4e0d\u5e94\u8be5\u53d6\u4ee3\u57fa\u7840\u529f\u3002\u5907\u4efd\u3001\u590d\u5236\u3001\u6570\u636e\u6821\u9a8c\u548c\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u6062\u590d\u8def\u5f84\u4f9d\u65e7\u662f\u5fc5\u9700\u54c1\uff0c\u56e0\u4e3a\u518d\u4f18\u79c0\u7684\u6a21\u578b\u672c\u8d28\u4e0a\u4e5f\u662f\u6982\u7387\u6027\u7684\u3002\u5173\u4e8e\u9884\u6d4b\u6027\u7ef4\u62a4\u7684\u7814\u7a76\u540c\u6837\u5f3a\u8c03\uff0c\u6545\u969c\u9884\u6d4b\u53ea\u662f\u66f4\u5927\u53ef\u9760\u6027\u4f53\u7cfb\u4e2d\u7684\u4e00\u5c42\uff0c\u800c\u4e0d\u662f\u5b8c\u6574\u66ff\u4ee3\u8fd0\u7ef4\u97e7\u6027\u7684\u4e07\u80fd\u89e3\u6cd5\u3002<\/p>\n<h2><strong>\u7ed3\u8bba<\/strong><\/h2>\n<p>\u5bf9\u5de5\u7a0b\u56e2\u961f\u800c\u8a00\uff0c\u5b58\u50a8\u9884\u6d4b\u7684\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u6982\u5ff5\u70ed\u5ea6\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u591f\u66f4\u65e9\u770b\u89c1\u90a3\u4e9b\u539f\u672c\u4f1a\u4e00\u76f4\u57cb\u5728\u9065\u6d4b\u6570\u636e\u4e2d\u7684\u8bbe\u5907\u5f02\u5e38\uff0c\u76f4\u5230\u6545\u969c\u3001\u91cd\u5efa\u6216\u6062\u590d\u4e8b\u4ef6\u53d1\u751f\u540e\u624d\u53d8\u5f97\u6602\u8d35\u3002\u4e00\u4e2a\u7531 SMART \u5386\u53f2\u3001\u4e8b\u4ef6\u65e5\u5fd7\u3001\u65f6\u95f4\u7279\u5f81\u3001\u4e25\u8c28\u9a8c\u8bc1\u4e0e\u4eba\u5de5\u590d\u6838\u5171\u540c\u7ec4\u6210\u7684\u6d41\u7a0b\uff0c\u53ef\u4ee5\u628a\u5608\u6742\u7684\u78c1\u76d8\u5065\u5eb7\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u7ef4\u62a4\u4fe1\u53f7\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c<strong>machine learning predict server hard drive failures<\/strong> \u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4f53\u73b0\u5728\u5b83\u88ab\u5f53\u4f5c\u4e00\u79cd\u8fd0\u7ef4\u5de5\u5177\u6765\u4f7f\u7528\uff1a\u53ef\u5ea6\u91cf\u3001\u53ef\u89e3\u91ca\uff0c\u5e76\u4e14\u4e0e\u670d\u52a1\u5668\u79df\u7528\u548c\u670d\u52a1\u5668\u6258\u7ba1\u56e2\u961f\u73b0\u6709\u7684\u5728\u7ebf\u4fdd\u969c\u6d41\u7a0b\u7d27\u5bc6\u7ed3\u5408\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u73b0\u4ee3\u670d\u52a1\u5668\u79df\u7528\u548c\u670d\u52a1\u5668\u6258\u7ba1\u8fd0\u7ef4\u4e2d\uff0c\u53ef\u7528\u6027\u95ee\u9898\u5f88\u5c11\u662f\u7531\u4e00\u6b21\u620f\u5267\u6027\u7684\u6545\u969c\u76f4\u63a5\u51fb\u7a7f\u7684\u3002\u66f4\u5e38\u89c1\u7684\u60c5\u51b5\u662f\uff0c\u5b58\u50a8\u9065\u6d4b\u3001\u63a7\u5236\u5668\u65e5\u5fd7\u3001\u5ef6\u8fdf\u6f02\u79fb\u4ee5\u53ca SMART \u8ba1\u6570\u5668\u4e2d\u6f5c\u4f0f\u7740\u4e00\u4e9b\u7ec6\u5c0f\u4fe1\u53f7\uff0c\u7cfb\u7edf\u7a33\u5b9a\u6027\u88ab\u4e00\u70b9\u70b9\u4fb5\u8680\u3002\u8fd9\u6b63\u662f\u4e3a\u4ec0\u4e48\u7528\u673a\u5668\u5b66\u4e60\u9884\u6d4b\u670d\u52a1\u5668\u786c\u76d8\u6545\u969c\u5df2\u7ecf\u4ece\u4e00\u4e2a\u7814\u7a76\u8bdd\u9898\uff0c\u53d8\u6210\u4e86\u57fa\u7840\u8bbe\u65bd\u56e2\u961f\u771f\u6b63\u4f1a\u8ba8\u8bba\u548c\u843d\u5730\u7684\u5b9e\u8df5\u65b9\u5411\u3002\u4e0e\u5176\u7b49\u5230\u67d0\u5757\u78c1\u76d8\u4ece\u9635\u5217\u4e2d\u6389\u7ebf\uff0c\u6216\u5728\u9ad8\u538b\u8d1f\u8f7d\u4e0b\u8fd4\u56de\u4e0d\u53ef\u8bfb\u53d6\u6247\u533a\uff0c\u4e0d\u5982\u66f4\u65e9\u8bc6\u522b\u5f02\u5e38\u884c\u4e3a\uff0c\u628a\u539f\u59cb\u8bbe\u5907\u5386\u53f2\u8f6c\u5316\u4e3a\u7ef4\u62a4\u51b3\u7b56\uff0c\u8ba9\u6574\u4e2a\u5904\u7406\u8fc7\u7a0b\u66f4\u4ece\u5bb9\u3001\u66f4\u8fc5\u901f\u3001\u5bf9\u4e1a\u52a1\u5e72\u6270\u4e5f\u66f4\u5c0f\u3002 \u4e3a\u4ec0\u4e48\u5b58\u50a8\u6545\u969c\u9884\u6d4b\u5bf9\u670d\u52a1\u5668\u57fa\u7840\u8bbe\u65bd\u5982\u6b64\u91cd\u8981 \u4e00\u5757\u6b63\u5728\u5931\u6548\u7684\u786c\u76d8\uff0c\u5f80\u5f80\u4e0d\u53ea\u662f\u201c\u4e00\u5757\u786c\u76d8\u574f\u4e86\u201d\u8fd9\u4e48\u7b80\u5355\u3002\u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u5b83\u53ef\u80fd\u4f1a\u5f15\u53d1\u91cd\u5efa\u538b\u529b\u3001\u5bc6\u96c6\u544a\u8b66\u3001\u5197\u4f59\u80fd\u529b\u4e0b\u964d\u3001\u5907\u4efd\u53d8\u6162\uff0c\u4ee5\u53ca\u5728\u4e1a\u52a1\u9ad8\u5cf0\u671f\u51fa\u73b0\u989d\u5916\u98ce\u9669\u3002\u5bf9\u4e8e\u8fd0\u884c\u5927\u89c4\u6a21\u670d\u52a1\u5668\u96c6\u7fa4\u7684\u56e2\u961f\u6765\u8bf4\uff0c\u771f\u6b63\u7684\u6210\u672c\u4e0d\u4ec5\u662f\u66f4\u6362\u786c\u76d8\u6240\u82b1\u7684\u65f6\u95f4\uff0c\u66f4\u5927\u7684\u95ee\u9898\u5728\u4e8e\u4e0d\u786e\u5b9a\u6027\uff1a\u6ca1\u6709\u4eba\u613f\u610f\u7b49\u5230\u4e8b\u6545\u7a97\u53e3\u5df2\u7ecf\u6253\u5f00\uff0c\u624d\u53d1\u73b0\u67d0\u5757\u78c1\u76d8\u5176\u5b9e\u65e9\u5c31\u5904\u4e8e\u8106\u5f31\u72b6\u6001\u3002 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