{"id":7435,"date":"2026-10-24T11:32:59","date_gmt":"2026-10-24T03:32:59","guid":{"rendered":"https:\/\/nullthought.net\/?p=7435"},"modified":"2026-10-24T11:33:01","modified_gmt":"2026-10-24T03:33:01","slug":"%e5%8c%bb%e7%96%97ai%e6%8f%90%e5%87%ba%e7%9a%84%e5%ba%8f%e8%b4%af%e8%af%8a%e6%96%ad%ef%bc%88sequential-diagnosis%ef%bc%89%e7%94%a8%e4%ba%8e%e5%b7%a5%e4%b8%9a%e6%95%85%e9%9a%9c%e8%af%8a%e6%96%ad","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=7435","title":{"rendered":"\u533b\u7597AI\u63d0\u51fa\u7684\u5e8f\u8d2f\u8bca\u65ad\uff08Sequential Diagnosis\uff09\u7528\u4e8e\u5de5\u4e1a\u6545\u969c\u8bca\u65ad\uff1f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">2026\u5e7410\u670822\u65e5\uff0c\u5fae\u8f6f\u7814\u7a76\u56e2\u961f\u5728\u300aScience\u300b\u53d1\u8868\u8bba\u6587\u300aSequential Diagnosis with Language 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class=\"wp-block-paragraph\">\u7531\u73b0\u6709\u76d1\u6d4b\u7cfb\u7edf\u8bc6\u522b\u5f02\u5e38\u4fe1\u53f7\uff0c\u4f8b\u5982\u632f\u52a8\u5347\u9ad8\u3001\u6e29\u5ea6\u5f02\u5e38\u6216\u7535\u6d41\u6ce2\u52a8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\u6b65\uff1a\u5efa\u7acb\u5019\u9009\u6545\u969c\u96c6\u5408\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u5408\u8bbe\u5907\u7ed3\u6784\u3001\u5386\u53f2\u6570\u636e\u548c\u5de5\u7a0b\u77e5\u8bc6\uff0c\u63d0\u51fa\u51e0\u4e2a\u53ef\u80fd\u7684\u539f\u56e0\uff0c\u800c\u4e0d\u662f\u7acb\u5373\u4f5c\u51fa\u552f\u4e00\u7ed3\u8bba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e09\u6b65\uff1a\u9009\u62e9\u4e0b\u4e00\u9879\u68c0\u67e5\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5224\u65ad\u54ea\u79cd\u4fe1\u606f\u6700\u6709\u52a9\u4e8e\u533a\u5206\u5019\u9009\u6545\u969c\uff0c\u4f8b\u5982\u632f\u52a8\u9891\u8c31\u3001\u6e29\u5ea6\u8d8b\u52bf\u3001\u63a7\u5236\u5668\u62a5\u8b66\u8bb0\u5f55\u6216\u4eba\u5de5\u68c0\u67e5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u56db\u6b65\uff1a\u83b7\u53d6\u65b0\u8bc1\u636e\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8c03\u7528\u73b0\u6709\u4f20\u611f\u5668\u3001\u6570\u636e\u5206\u6790\u5de5\u5177\u3001\u5386\u53f2\u6570\u636e\u5e93\uff0c\u6216\u5411\u73b0\u573a\u5de5\u7a0b\u5e08\u63d0\u51fa\u68c0\u67e5\u5efa\u8bae\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e94\u6b65\uff1a\u66f4\u65b0\u6545\u969c\u5224\u65ad\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u636e\u65b0\u8bc1\u636e\u63d0\u9ad8\u6216\u964d\u4f4e\u4e0d\u540c\u6545\u969c\u5047\u8bbe\u7684\u53ef\u4fe1\u5ea6\uff0c\u5e76\u8bb0\u5f55\u5224\u65ad\u4f9d\u636e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u516d\u6b65\uff1a\u51b3\u5b9a\u7ed3\u675f\u8fd8\u662f\u7ee7\u7eed\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u8bc1\u636e\u5145\u5206\uff0c\u5c31\u8f93\u51fa\u8bca\u65ad\u7ed3\u679c\uff1b\u5982\u679c\u4ecd\u5b58\u5728\u91cd\u5927\u4e0d\u786e\u5b9a\u6027\uff0c\u5219\u7ee7\u7eed\u9009\u62e9\u4e0b\u4e00\u9879\u68c0\u67e5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/02-\u5e8f\u8d2f\u8bca\u65ad\u7684\u516d\u6b65\u5faa\u73af\u4e0e\u4f18\u5316\u76ee\u6807-1024x1024.jpg\" alt=\"\" class=\"wp-image-7437\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/02-\u5e8f\u8d2f\u8bca\u65ad\u7684\u516d\u6b65\u5faa\u73af\u4e0e\u4f18\u5316\u76ee\u6807-1024x1024.jpg 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/02-\u5e8f\u8d2f\u8bca\u65ad\u7684\u516d\u6b65\u5faa\u73af\u4e0e\u4f18\u5316\u76ee\u6807-150x150.jpg 150w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/02-\u5e8f\u8d2f\u8bca\u65ad\u7684\u516d\u6b65\u5faa\u73af\u4e0e\u4f18\u5316\u76ee\u6807-300x300.jpg 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/02-\u5e8f\u8d2f\u8bca\u65ad\u7684\u516d\u6b65\u5faa\u73af\u4e0e\u4f18\u5316\u76ee\u6807-120x120.jpg 120w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/02-\u5e8f\u8d2f\u8bca\u65ad\u7684\u516d\u6b65\u5faa\u73af\u4e0e\u4f18\u5316\u76ee\u6807-768x768.jpg 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/10\/02-\u5e8f\u8d2f\u8bca\u65ad\u7684\u516d\u6b65\u5faa\u73af\u4e0e\u4f18\u5316\u76ee\u6807.jpg 1254w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u5e8f\u8d2f\u8bca\u65ad\u7684\u516d\u6b65\u5faa\u73af\u4e0e\u4f18\u5316\u76ee\u6807<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u8fd9\u91cc\u7684Sequential\u5e76\u4e0d\u53ea\u662f\u6307\u8fde\u7eed\u91c7\u96c6\u65f6\u95f4\u5e8f\u5217\uff0c\u4e5f\u4e0d\u7b49\u540c\u4e8eLSTM\u7b49\u5e8f\u5217\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u5173\u952e\u542b\u4e49\u662f\uff1a<strong>\u8bca\u65ad\u51b3\u7b56\u4e0e\u4fe1\u606f\u83b7\u53d6\u6309\u7167\u4e00\u5b9a\u987a\u5e8f\u4ea4\u66ff\u8fdb\u884c\uff0c\u800c\u4e14\u4e0b\u4e00\u6b65\u884c\u52a8\u4f9d\u8d56\u524d\u9762\u5df2\u7ecf\u83b7\u5f97\u7684\u8bc1\u636e\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u5373\u4f7f\u8bbe\u5907\u5df2\u6709\u5b8c\u6574\u7684\u5386\u53f2\u65f6\u5e8f\u6570\u636e\uff0cAI\u4ecd\u7136\u53ef\u4ee5\u901a\u8fc7\u9010\u6b65\u9009\u62e9\u5206\u6790\u5de5\u5177\u3001\u6570\u636e\u7a97\u53e3\u53ca\u68c0\u67e5\u9879\u76ee\uff0c\u5f00\u5c55\u5e8f\u8d2f\u8bca\u65ad\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u6838\u5fc3\u6280\u672f\uff1a\u8ba9AI\u77e5\u9053\u4e0b\u4e00\u6b65\u67e5\u4ec0\u4e48<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u5e8f\u8d2f\u6545\u969c\u8bca\u65ad\u5e76\u4e0d\u662f\u5b8c\u5168\u964c\u751f\u7684\u6982\u5ff5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5de5\u4e1a\u63a7\u5236\u548c\u8bbe\u5907\u53ef\u9760\u6027\u7814\u7a76\u4e2d\uff0c\u65e9\u5df2\u6709Active Fault Diagnosis\uff08\u4e3b\u52a8\u6545\u969c\u8bca\u65ad\uff09\u3001Optimal Test Design\uff08\u6700\u4f18\u6d4b\u8bd5\u8bbe\u8ba1\uff09\u548cSensor Selection\uff08\u4f20\u611f\u5668\u9009\u62e9\uff09\u7b49\u7814\u7a76\u65b9\u5411\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c2020\u5e74\u53d1\u8868\u4e8e\u300aJournal of Process Control\u300b\u7684\u4e00\u9879\u7814\u7a76\uff0c\u5c31\u63d0\u51fa\u4e86\u5229\u7528\u4fe1\u606f\u589e\u76ca\u9009\u62e9\u68c0\u6d4b\u9879\u76ee\u548c\u4f20\u611f\u5668\u7684\u65b9\u6cd5\uff0c\u4ee5\u63d0\u9ad8\u4e0d\u540c\u6545\u969c\u4e4b\u95f4\u7684\u53ef\u8fa8\u8bc6\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fae\u8f6f\u7814\u7a76\u4e0e\u8fd9\u4e9b\u4f20\u7edf\u65b9\u6cd5\u5177\u6709\u5171\u540c\u7684\u6570\u5b66\u601d\u60f3\uff0c\u4f46\u8fdb\u4e00\u6b65\u52a0\u5165\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u3001\u5de5\u5177\u8c03\u7528\u4ee5\u53ca\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u6838\u5fc3\u53ef\u4ee5\u5f52\u7eb3\u4e3a\u4ee5\u4e0b\u4e09\u9879\u6280\u672f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u57fa\u4e8e\u4fe1\u606f\u589e\u76ca\u9009\u62e9\u68c0\u67e5\u9879\u76ee<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5047\u8bbeAI\u8ba4\u4e3a\u8bbe\u5907\u53ef\u80fd\u5b58\u5728\u4e09\u79cd\u6545\u969c\uff1a\u8f74\u627f\u635f\u4f24\u3001\u673a\u68b0\u677e\u52a8\u548c\u8f6c\u5b50\u4e0d\u5e73\u8861\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u4e00\u6b65\u7a76\u7adf\u5e94\u8be5\u68c0\u67e5\u6e29\u5ea6\u3001\u7535\u6d41\uff0c\u8fd8\u662f\u632f\u52a8\u9891\u8c31\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u7cfb\u7edf\u9700\u8981\u8bc4\u4ef7\u4e0d\u540c\u68c0\u67e5\u9879\u76ee\u80fd\u591f\u51cf\u5c11\u591a\u5c11\u8bca\u65ad\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u67d0\u9879\u68c0\u67e5\u80fd\u591f\u6709\u6548\u6392\u9664\u4e24\u79cd\u6545\u969c\uff0c\u800c\u53e6\u4e00\u9879\u68c0\u67e5\u5f97\u5230\u7684\u7ed3\u679c\u5bf9\u4e09\u79cd\u6545\u969c\u90fd\u5f88\u76f8\u4f3c\uff0c\u90a3\u4e48\u524d\u8005\u7684\u4fe1\u606f\u4ef7\u503c\u901a\u5e38\u66f4\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u601d\u60f3\u79f0\u4e3a\u4fe1\u606f\u589e\u76ca\uff08Information Gain\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4f7fAI\u4e0d\u518d\u673a\u68b0\u5730\u6267\u884c\u6240\u6709\u68c0\u67e5\uff0c\u800c\u662f\u4f18\u5148\u9009\u62e9\u6700\u6709\u8bca\u65ad\u4ef7\u503c\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5c06\u68c0\u67e5\u6210\u672c\u7eb3\u5165\u51b3\u7b56<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5de5\u4e1a\u8bbe\u5907\u7684\u68c0\u67e5\u6210\u672c\u8fdc\u4e0d\u6b62\u4f20\u611f\u5668\u8d39\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e9b\u68c0\u67e5\u53ef\u4ee5\u76f4\u63a5\u5229\u7528\u5df2\u6709\u6570\u636e\u5b8c\u6210\uff0c\u51e0\u4e4e\u4e0d\u4f1a\u5f71\u54cd\u751f\u4ea7\uff1b\u6709\u4e9b\u5219\u9700\u8981\u5b89\u6392\u4eba\u5458\u3001\u505c\u6b62\u8bbe\u5907\u751a\u81f3\u62c6\u5378\u90e8\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u68c0\u67e5\u51b3\u7b56\u5fc5\u987b\u7efc\u5408\u8003\u8651\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bca\u65ad\u4fe1\u606f\u4ef7\u503c\u3001\u6267\u884c\u65f6\u95f4\u3001\u4eba\u5458\u6210\u672c\u3001\u505c\u673a\u635f\u5931\uff0c\u4ee5\u53ca\u53ef\u80fd\u5e26\u6765\u7684\u5b89\u5168\u98ce\u9669\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u5c06\u5176\u62bd\u8c61\u4e3a\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u68c0\u67e5\u6548\u7528 = \u9884\u671f\u4fe1\u606f\u589e\u76ca \u2212 \u68c0\u67e5\u6210\u672c \u2212 \u65f6\u95f4\u4ee3\u4ef7 \u2212 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class=\"wp-block-paragraph\">\u5bf9\u4e8e\u590d\u6742\u8bbe\u5907\uff0c\u53ef\u4ee5\u501f\u9274MAI-DxO\u7684\u7f16\u6392\u601d\u60f3\uff0c\u6784\u5efa\u591a\u4e2a\u804c\u8d23\u4e0d\u540c\u7684AI\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul 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class=\"wp-block-paragraph\">\u4f46\u4e5f\u5e94\u8ba4\u8bc6\u5230\uff1a\u4e3b\u52a8\u6d4b\u8bd5\u548c\u6700\u4f18\u4f20\u611f\u5668\u9009\u62e9\u5728\u5de5\u4e1a\u9886\u57df\u5df2\u6709\u591a\u5e74\u7814\u7a76\u79ef\u7d2f\u3002\u65b0\u7684\u53d1\u5c55\u65b9\u5411\uff0c\u662f\u5c06\u8fd9\u4e9b\u65b9\u6cd5\u4e0e\u5177\u5907\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u3001\u77e5\u8bc6\u68c0\u7d22\u548c\u5de5\u5177\u8c03\u7528\u80fd\u529b\u7684\u667a\u80fd\u4f53\u7ed3\u5408\uff0c\u5f62\u6210\u66f4\u52a0\u5b8c\u6574\u7684\u8bca\u65ad\u6d41\u7a0b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u4ece\u7814\u7a76\u8d70\u5411\u5de5\u4e1a\u5e94\u7528\uff0c\u8fd8\u9700\u8981\u89e3\u51b3\u54ea\u4e9b\u95ee\u9898\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u68c0\u67e5\u7ed3\u679c\u5fc5\u987b\u53ef\u9760<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fae\u8f6f\u7684SDBench\u901a\u8fc7Gatekeeper\u6a21\u5757\u5411\u8bca\u65adAI\u8fd4\u56de\u75c5\u4f8b\u4e2d\u7684\u68c0\u67e5\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u539f\u59cb\u75c5\u4f8b\u7f3a\u5c11\u67d0\u9879\u68c0\u67e5\u4fe1\u606f\u65f6\uff0c\u8be5\u6846\u67b6\u4e5f\u53ef\u80fd\u751f\u6210\u5408\u7406\u7684\u6a21\u62df\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u8bbe\u8ba1\u9002\u5408\u53d7\u63a7\u7814\u7a76\uff0c\u4f46\u4e0d\u80fd\u76f4\u63a5\u7167\u642c\u5230\u5de5\u4e1a\u73b0\u573a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5de5\u4e1a\u8bca\u65ad\u5fc5\u987b\u660e\u786e\u533a\u5206\u771f\u5b9e\u6d4b\u91cf\u3001\u5386\u53f2\u8bb0\u5f55\u3001\u4eff\u771f\u7ed3\u679c\u548c\u6a21\u578b\u63a8\u65ad\uff0c\u4e0d\u80fd\u5c06AI\u751f\u6210\u7684\u6a21\u62df\u6570\u636e\u5f53\u4f5c\u5df2\u7ecf\u53d1\u751f\u7684\u5b9e\u9645\u6d4b\u91cf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5de5\u4e1a\u8bbe\u5907\u5177\u6709\u660e\u663e\u7684\u52a8\u6001\u7279\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bbe\u5907\u6545\u969c\u53ef\u80fd\u968f\u8d1f\u8f7d\u3001\u73af\u5883\u548c\u8fd0\u884c\u65f6\u95f4\u53d8\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u68c0\u67e5\u8fc7\u7a0b\u8de8\u8d8a\u591a\u4e2a\u8fd0\u884c\u5468\u671f\uff0c\u7cfb\u7edf\u5fc5\u987b\u533a\u5206\u201c\u65b0\u8bc1\u636e\u6539\u53d8\u4e86\u5224\u65ad\u201d\u4e0e\u201c\u8bbe\u5907\u5b9e\u9645\u72b6\u6001\u5df2\u7ecf\u53d8\u5316\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u5de5\u4e1a\u5e8f\u8d2f\u8bca\u65ad\u9700\u8981\u878d\u5408\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u3001\u8bbe\u5907\u5de5\u51b5\u8bc6\u522b\u548c\u72b6\u6001\u4f30\u8ba1\uff0c\u800c\u4e0d\u80fd\u53ea\u4f9d\u8d56\u6587\u5b57\u63a8\u7406\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u5b89\u5168\u5fc5\u987b\u4f18\u5148\u4e8e\u4fe1\u606f\u589e\u76ca<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u67d0\u9879\u68c0\u67e5\u5373\u4f7f\u80fd\u591f\u663e\u8457\u51cf\u5c11\u4e0d\u786e\u5b9a\u6027\uff0c\u4e5f\u53ef\u80fd\u5177\u6709\u8f83\u9ad8\u98ce\u9669\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u538b\u529b\u5bb9\u5668\u3001\u5de5\u4e1a\u673a\u5668\u4eba\u3001\u7535\u68af\u53ca\u5176\u4ed6\u5b89\u5168\u5173\u952e\u8bbe\u5907\uff0c\u5b89\u5168\u8054\u9501\u3001\u4fdd\u62a4\u529f\u80fd\u548c\u64cd\u4f5c\u6743\u9650\u5fc5\u987b\u72ec\u7acb\u4e8e\u5927\u6a21\u578b\u5b58\u5728\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u51fa\u73b0\u660e\u786e\u7684\u5371\u9669\u72b6\u6001\u65f6\uff0c\u7cfb\u7edf\u5e94\u9996\u5148\u6267\u884c\u65e2\u5b9a\u5b89\u5168\u7b56\u7565\uff0c\u800c\u4e0d\u662f\u7b49\u5f85\u591a\u8f6e\u667a\u80fd\u4f53\u8ba8\u8bba\u540e\u518d\u51b3\u5b9a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u9700\u8981\u5de5\u4e1a\u4e13\u7528\u8bc4\u6d4b\u4f53\u7cfb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fae\u8f6f\u7684\u533b\u7597\u7814\u7a76\u8868\u660e\uff0c\u8bc4\u6d4b\u7cfb\u7edf\u4e0d\u4ec5\u8981\u77e5\u9053\u6700\u7ec8\u7b54\u6848\uff0c\u8fd8\u8981\u80fd\u591f\u91cd\u73b0\u9010\u6b65\u68c0\u67e5\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5de5\u4e1a\u9886\u57df\u4e5f\u9700\u8981\u76f8\u5e94\u7684\u8bc4\u6d4b\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u5229\u7528\u5386\u53f2\u7ef4\u4fee\u5de5\u5355\u3001\u591a\u4f20\u611f\u5668\u8bb0\u5f55\u3001\u6545\u969c\u6ce8\u5165\u5b9e\u9a8c\u548c\u6570\u5b57\u5b6a\u751f\uff0c\u5efa\u7acb\u80fd\u591f\u9010\u6b65\u8fd4\u56de\u68c0\u67e5\u7ed3\u679c\u7684\u5de5\u4e1a\u8bc4\u6d4b\u73af\u5883\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5fc5\u987b\u4fdd\u8bc1\u4eff\u771f\u6a21\u578b\u7684\u9002\u7528\u8303\u56f4\uff0c\u5e76\u5728\u72ec\u7acb\u73b0\u573a\u6570\u636e\u4e0a\u9a8c\u8bc1\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bc4\u4ef7\u6307\u6807\u81f3\u5c11\u5e94\u5305\u62ec\u6545\u969c\u8bc6\u522b\u7387\u3001\u5173\u952e\u6545\u969c\u6f0f\u68c0\u7387\u3001\u8bef\u62a5\u7387\u3001\u5e73\u5747\u8bca\u65ad\u65f6\u95f4\u3001\u68c0\u67e5\u6210\u672c\u3001\u505c\u673a\u635f\u5931\u3001\u68c0\u67e5\u7b56\u7565\u5b89\u5168\u6027\u548c\u8bc1\u636e\u53ef\u8ffd\u6eaf\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd8\u5e94\u4e0e\u73b0\u6709\u89c4\u5219\u7cfb\u7edf\u3001\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u5206\u7c7b\u5668\u4ee5\u53ca\u4eba\u5de5\u7ef4\u4fdd\u6d41\u7a0b\u6bd4\u8f83\uff0c\u800c\u4e0d\u662f\u53ea\u4e0e\u672a\u7ecf\u4f18\u5316\u7684\u5355\u4e00\u5927\u6a21\u578b\u6bd4\u8f83\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516b\u3001\u5de5\u4e1a\u5e94\u7528\u7684\u5408\u7406\u843d\u5730\u8def\u7ebf<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e8f\u8d2f\u8bca\u65ad\u7684\u7b2c\u4e00\u6279\u5e94\u7528\uff0c\u4e0d\u4e00\u5b9a\u9700\u8981\u4ece\u590d\u6742\u7684\u5168\u81ea\u52a8\u667a\u80fd\u4f53\u5f00\u59cb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u53ef\u884c\u7684\u8def\u5f84\uff0c\u662f\u9996\u5148\u4fdd\u7559\u73b0\u6709\u7684\u5b9e\u65f6\u76d1\u6d4b\u548c\u6545\u969c\u5206\u7c7b\u6a21\u578b\uff0c\u518d\u589e\u52a0\u4e00\u5c42\u80fd\u591f\u9009\u62e9\u540e\u7eed\u68c0\u67e5\u9879\u76ee\u7684\u8bca\u65ad\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u9636\u6bb5\uff0c\u53ef\u4ee5\u5229\u7528\u5df2\u6709\u4f20\u611f\u5668\u6570\u636e\u548c\u7ef4\u4fee\u8bb0\u5f55\uff0c\u5f00\u5c55\u79bb\u7ebf\u6848\u4f8b\u590d\u76d8\uff0c\u8ba9AI\u5b66\u4e60\u5982\u4f55\u9010\u6b65\u6392\u9664\u6545\u969c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u9636\u6bb5\uff0c\u5f15\u5165\u7ecf\u8fc7\u6388\u6743\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u5305\u62ec\u9891\u8c31\u5206\u6790\u3001\u5de5\u51b5\u5bf9\u6bd4\u3001\u62a5\u8b66\u65e5\u5fd7\u67e5\u8be2\u53ca\u5386\u53f2\u6848\u4f8b\u68c0\u7d22\uff0c\u5b9e\u73b0\u6709\u9650\u8303\u56f4\u5185\u7684\u81ea\u52a8\u68c0\u67e5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\u9636\u6bb5\uff0c\u5c06\u7cfb\u7edf\u90e8\u7f72\u4e3a\u7ef4\u4fdd\u8f85\u52a9\u5de5\u5177\uff0c\u7531\u73b0\u573a\u5de5\u7a0b\u5e08\u6267\u884c\u68c0\u67e5\u5e76\u786e\u8ba4\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u79ef\u7d2f\u8db3\u591f\u7684\u53ef\u9760\u6027\u8bc1\u636e\u540e\uff0c\u624d\u8003\u8651\u5bf9\u4f4e\u98ce\u9669\u3001\u53ef\u9006\u4e14\u5df2\u9a8c\u8bc1\u7684\u68c0\u67e5\u52a8\u4f5c\u8fdb\u884c\u81ea\u52a8\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u79cd\u6e10\u8fdb\u5f0f\u65b9\u6848\u65e2\u53ef\u4ee5\u5229\u7528\u73b0\u6709\u8fb9\u7f18AI\u6280\u672f\uff0c\u4e5f\u907f\u514d\u5c06\u5b89\u5168\u5173\u952e\u63a7\u5236\u6743\u76f4\u63a5\u4ea4\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e5d\u3001\u7ed3\u8bed\uff1a\u5de5\u4e1a\u6545\u969c\u8bca\u65ad\u5c06\u4ece\u201c\u8bc6\u522b\u5f02\u5e38\u201d\u8d70\u5411\u201c\u4e3b\u52a8\u6c42\u8bc1\u201d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fae\u8f6fSequential Diagnosis\u7814\u7a76\u6240\u63ed\u793a\u7684\u4e00\u4e2a\u91cd\u8981\u65b9\u5411\u662f\uff1aAI\u8bca\u65ad\u80fd\u529b\u4e0d\u80fd\u4ec5\u7528\u6700\u7ec8\u7b54\u6848\u662f\u5426\u6b63\u786e\u6765\u8861\u91cf\uff0c\u8fd8\u9700\u8981\u8bc4\u4ef7\u83b7\u5f97\u7b54\u6848\u7684\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u601d\u60f3\u5bf9\u4e8e\u5de5\u4e1a\u6545\u969c\u8bca\u65ad\u540c\u6837\u6210\u7acb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u6765\u7684\u8bbe\u5907\u8bca\u65ad\u7cfb\u7edf\uff0c\u53ef\u80fd\u4e0d\u518d\u53ea\u662f\u8f93\u51fa\u201c\u8f74\u627f\u6545\u969c\u201d\u6216\u201c\u673a\u68b0\u963b\u529b\u5f02\u5e38\u201d\uff0c\u800c\u662f\u80fd\u591f\u8fdb\u4e00\u6b65\u8bf4\u660e\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\u6700\u53ef\u80fd\u7684\u6545\u969c\u6709\u54ea\u4e9b\uff1f\u8fd8\u7f3a\u5c11\u4ec0\u4e48\u5173\u952e\u8bc1\u636e\uff1f\u4e0b\u4e00\u6b65\u5e94\u8be5\u68c0\u67e5\u4ec0\u4e48\uff1f\u8fd9\u9879\u68c0\u67e5\u662f\u5426\u503c\u5f97\u6267\u884c\uff1f\u4ec0\u4e48\u65f6\u5019\u53ef\u4ee5\u505c\u6b62\u68c0\u67e5\u5e76\u5f62\u6210\u7ed3\u8bba\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u6280\u672f\u6f14\u8fdb\u770b\uff0c\u8fd9\u610f\u5473\u7740\u5de5\u4e1aAI\u6b63\u5728\u4ece\u5f02\u5e38\u68c0\u6d4b\u3001\u6545\u969c\u5206\u7c7b\uff0c\u5411\u5177\u5907\u8bc1\u636e\u83b7\u53d6\u3001\u68c0\u67e5\u89c4\u5212\u3001\u52a8\u6001\u63a8\u7406\u548c\u4eba\u673a\u534f\u4f5c\u80fd\u529b\u7684\u8bca\u65ad\u667a\u80fd\u4f53\u53d1\u5c55\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7136\uff0c\u5e8f\u8d2f\u8bca\u65ad\u5e76\u4e0d\u4f1a\u5929\u7136\u63d0\u9ad8\u6240\u6709\u8bbe\u5907\u7684\u8bca\u65ad\u6548\u679c\u3002\u5bf9\u4e8e\u7279\u5f81\u5341\u5206\u660e\u663e\u3001\u73b0\u6709\u7b97\u6cd5\u5df2\u80fd\u53ef\u9760\u8bc6\u522b\u7684\u6545\u969c\uff0c\u591a\u8f6e\u68c0\u67e5\u53cd\u800c\u53ef\u80fd\u589e\u52a0\u6210\u672c\u548c\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<p 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Science\uff0c2026\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.science.org\/doi\/10.1126\/science.aeh7930\">https:\/\/www.science.org\/doi\/10.1126\/science.aeh7930<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u800302\uff5cBuilding Medical Superintelligence. Microsoft AI\uff0c2026\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/microsoft.ai\/news\/building-medical-superintelligence\">https:\/\/microsoft.ai\/news\/building-medical-superintelligence<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u800303\uff5cSDBench: A Benchmark for Sequential Diagnosis with Language Models. Microsoft Research\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/microsoft.github.io\/sdbench\">https:\/\/microsoft.github.io\/sdbench<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u800304\uff5cSDBench: Sequential Diagnosis Benchmark. Microsoft\uff0cGitHub\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/microsoft\/sdbench\">https:\/\/github.com\/microsoft\/sdbench<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u800305\uff5cOptimal test and sensor selection for active fault diagnosis using integer programming. Journal of Process Control\uff0c2020\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/doi.org\/10.1016\/j.jprocont.2020.06.007\">https:\/\/doi.org\/10.1016\/j.jprocont.2020.06.007<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u800306\uff5cActive fault diagnosis for uncertain systems using optimal test designs and detection through classification. 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