{"id":36888,"date":"2025-01-20T15:00:12","date_gmt":"2025-01-20T07:00:12","guid":{"rendered":"https:\/\/17aitech.com\/?p=36888"},"modified":"2025-01-20T15:00:12","modified_gmt":"2025-01-20T07:00:12","slug":"llm%e7%a0%b4%e5%b1%80%e6%b3%9b%e5%8c%96%e8%af%8a%e6%96%ad%e9%9a%be%e9%a2%98%ef%bc%8cmssp%e5%88%8a%e7%99%bb%e5%8c%97%e8%88%aaphm%e5%ae%9e%e9%aa%8c%e5%ae%a4%e5%81%a5%e5%ba%b7%e7%ae%a1%e7%90%86%e5%a4%a7","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36888","title":{"rendered":"LLM\u7834\u5c40\u6cdb\u5316\u8bca\u65ad\u96be\u9898\uff0cMSSP\u520a\u767b\u5317\u822aPHM\u5b9e\u9a8c\u5ba4\u5065\u5eb7\u7ba1\u7406\u5927\u6a21\u578b\u4ea4\u53c9\u7814\u7a76"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-28-2\" target=\"_blank\">LLM\u7834\u5c40\u6cdb\u5316\u8bca\u65ad\u96be\u9898\uff0cMSSP\u520a\u767b\u5317\u822aPHM\u5b9e\u9a8c\u5ba4\u5065\u5eb7\u7ba1\u7406\u5927\u6a21\u578b\u4ea4\u53c9\u7814\u7a76<\/a><\/p>\n<p><strong>\u8bba\u6587\u4f5c\u8005\u6765\u81ea\u676d\u5dde\u5317\u822a\u56fd\u65b0\u9662\u3001\u5317\u822a\uff0c\u4e3b\u8981\u4f5c\u8005\uff1a\u9676\u6765\u53d1\u3001\u5218\u6d77\u83f2\u3001\u5b81\u56fd\u6fb3\u3001\u66f9\u6587\u71d5\u3001\u9ec4\u535a\u660a\u3001\u5415\u741b\uff08\u901a\u8baf\u4f5c\u8005\uff09\u3002\u5415\u741b\u6559\u6388\uff1a\u56fd\u5bb6\u7ea7\u9886\u519b\u4eba\u624d\u3001\u82f1\u56fd\u7687\u5bb6\u822a\u7a7a\u5b66\u4f1a\u4f1a\u58eb\uff1b\u9676\u6765\u53d1\u6559\u6388\uff1a\u56fd\u5bb6\u7ea7\u9752\u5e74\u4eba\u624d\u3002<\/strong><\/p>\n<p>\u8fd1\u65e5\uff0c\u300aMechanical System and Signal Processing\u300b\uff08MSSP\uff09\u5728\u7ebf\u53d1\u8868\u520a\u767b\u5317\u822a PHM 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\u5b9e\u9a8c\u5ba4\u4e3a\u4e1a\u754c\u5b66\u8005\u5e94\u5bf9<strong>\u6545\u969c\u8bca\u65ad\u9886\u57df\u6cdb\u5316\u75db\u70b9\u95ee\u9898<\/strong>\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\uff0c\u4e5f\u662f\u6df1\u5165\u5f00\u5c55\u5927\u6a21\u578b\u4e0e\u5065\u5eb7\u7ba1\u7406\u4ea4\u53c9\u7814\u7a76\u5e76\u5efa\u7acb\u5065\u5eb7\u7ba1\u7406\u5927\u6a21\u578b\u7684\u91cd\u8981\u57fa\u7840\u4e0e\u53c2\u8003\u3002<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-892ae7eaaa6add48ddc2cb7aef78a65a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-892ae7eaaa6add48ddc2cb7aef78a65a.png\"><\/a><\/p>\n<ul>\n<li>\u8bba\u6587\u539f\u6587\uff1ahttps:\/\/doi.org\/10.1016\/j.ymssp.2024.112127\uff08MSSP \u671f\u520a\uff09<\/li>\n<li>https:\/\/arxiv.org\/abs\/2411.02718\uff08arXiv \u9884\u5370\uff09<\/li>\n<\/ul>\n<p><strong>\u80cc\u666f\u4ecb\u7ecd<\/strong><\/p>\n<p>\u5065\u5eb7\u7ba1\u7406\uff08Prognostics and Health Management\uff0cPHM\uff09\u662f\u907f\u514d\u8bbe\u5907\u6545\u969c\u5bfc\u81f4\u4eba\u5458\u5b89\u5168\u548c\u7ecf\u6d4e\u8d22\u4ea7\u635f\u5931\u7684\u91cd\u8981\u6280\u672f\u624b\u6bb5\uff0c\u800c\u7b97\u6cd5\u6a21\u578b\u6cdb\u5316\u6027\u4e0d\u8db3\u7b49\u74f6\u9888\u95ee\u9898\u4e25\u91cd\u5236\u7ea6\u7740 PHM 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\u4e0e\u4f20\u7edf\u6545\u969c\u8bca\u65ad\u6280\u672f\u4f18\u52bf\uff0c\u4ee5\u8f74\u627f\u4e3a\u4f8b\u63a2\u7d22\u5e76\u6253\u901a<strong>\u57fa\u4e8e\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u89e3\u51b3\u6cdb\u5316\u6545\u969c\u8bca\u65ad\u96be\u9898\u7684\u53ef\u80fd\u6027\u548c\u6280\u672f\u8def\u7ebf<\/strong>\uff0c\u521d\u6b65\u5c55\u73b0\u4e86\u5bf9\u8de8\u5de5\u51b5\u3001\u5c0f\u6837\u672c\u3001\u8de8\u5bf9\u8c61\u7b49\u6cdb\u5316\u8bca\u65ad\u4efb\u52a1\u7684\u7efc\u5408\u89e3\u51b3\u80fd\u529b\u3002<\/p>\n<p>\u5206\u522b\u5f00\u5c55\u4e86\u5355\u6570\u636e\u96c6\u8de8\u5de5\u51b5\u5b9e\u9a8c\u548c\u5168\u91cf\u53ca\u5c11\u91cf\u6837\u672c\u7684\u8de8\u6570\u636e\u96c6\u8fc1\u79fb\u5b9e\u9a8c\uff0c\u9a8c\u8bc1\u6240\u63d0\u51fa\u6846\u67b6\u540c\u65f6\u5b8c\u6210\u4e09\u79cd\u6cdb\u5316\u6545\u969c\u8bca\u65ad\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u8bc1\u660e LLM 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3242909f6c077bcea424f68f889a4fab.png\"><\/a><\/p>\n<p>\u9488\u5bf9\u8f74\u627f\u6545\u969c\u8bca\u65ad\u4e2d\u632f\u52a8\u6570\u636e\u96be\u4ee5\u6316\u6398\u8bed\u4e49\u4fe1\u606f\u7684\u95ee\u9898\uff0c\u57fa\u4e8e\u4f20\u7edf\u6545\u969c\u8bca\u65ad\u7684\u7edf\u8ba1\u5b66\u5206\u6790\u6846\u67b6\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u878d\u5408\u65f6\u57df\u548c\u9891\u57df\u7279\u5f81\u63d0\u53d6\u7684\u4fe1\u53f7\u7279\u5f81\u91cf\u5316\u65b9\u6cd5\uff0c\u5c06\u65f6\u5e8f\u6570\u636e\u8fdb\u884c\u6587\u672c\u5316\u5904\u7406\uff0c\u65e8\u5728\u901a\u8fc7\u7cbe\u7b80\u7684\u7279\u5f81\u9009\u62e9\u9ad8\u6548\u5b66\u4e60\u5c0f\u6837\u672c\u548c\u591a\u5de5\u51b5\u4e0b\u7684\u5171\u6027\u7279\u5f81\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-eee08d7fecc350e2682bc4d04ba7f7e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-eee08d7fecc350e2682bc4d04ba7f7e3.png\"><\/a><\/p>\n<p>\u9488\u5bf9 LLM \u5728\u89e3\u6790\u632f\u52a8\u6570\u636e\u7279\u5f81\u65f6\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u7684\u95ee\u9898\uff0c\u8be5\u56e2\u961f\u91c7\u7528\u57fa\u4e8e LoRA \u548c QLoRA \u7684\u632f\u52a8\u6570\u636e\u5fae\u8c03\u65b9\u6cd5\uff0c\u6709\u6548\u5229\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6df1\u5c42\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff0c\u63d0\u9ad8\u6545\u969c\u8bca\u65ad\u7684\u7cbe\u786e\u5ea6\u5e76\u589e\u5f3a\u6a21\u578b\u7684\u6cdb\u5316\u6027\u80fd\u3002<\/p>\n<p>\u9488\u5bf9\u521b\u65b0\u70b9\u7684\u5b9e\u9a8c\u9a8c\u8bc1\u3002\u901a\u8fc7<strong>\u5355\u6570\u636e\u96c6\u5b9e\u9a8c\u3001\u5355\u6570\u636e\u96c6\u8de8\u5de5\u51b5\u5b9e\u9a8c<\/strong>\u4ee5\u53ca<strong>\u5168\u91cf\u3001\u5c11\u91cf\u8de8\u6570\u636e\u96c6\u5b9e\u9a8c<\/strong>\uff0c\u8be5\u56e2\u961f\u8bc1\u660e\u4e86\u6240\u63d0\u51fa\u6846\u67b6\u540c\u65f6\u5177\u5907\u8de8\u5de5\u51b5\u3001\u5c0f\u6837\u672c\u3001\u8de8\u6570\u636e\u96c6\u6545\u969c\u8bca\u65ad\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-834befa0b616307afa3cd365bda420c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-834befa0b616307afa3cd365bda420c6.png\"><\/a><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u91c7\u7528 CWRU\u3001MFPT\u3001JNU\u3001PU \u56db\u4e2a\u8f74\u627f\u6545\u969c\u8bca\u65ad\u516c\u5f00\u6570\u636e\u96c6\uff0c\u5206\u522b\u9488\u5bf9\u57fa\u4e8e\u7279\u5f81\u7684 LLM \u6545\u969c\u8bca\u65ad\u548c\u57fa\u4e8e\u6570\u636e\u7684 LLM \u6545\u969c\u8bca\u65ad\u65b9\u6cd5\u8fdb\u884c\u9a8c\u8bc1\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b436cca23557e432260e64329c924ea9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b436cca23557e432260e64329c924ea9.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d391018e8aeda0d1d0110d36f19b698e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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\u5404\u79cd\u529f\u80fd\u9700\u6c42\u4e3a\u4e3b\u8981\u4e1a\u52a1\u3001\u4ee5\u751f\u6210\u6d8c\u73b0\u80fd\u529b\u4e3a\u76ee\u6807\u7684<strong>\u5782\u76f4\u9886\u57df\u5065\u5eb7\u7ba1\u7406\u5927\u6a21\u578b<\/strong>\uff0c\u5b9e\u73b0\u4ee5\u901a\u7528\u5316\u3001\u5224\u522b\u5f0f\u3001\u5b9e\u6218\u6027\u4e3a\u4e3b\u8981\u7279\u70b9\u7684<strong>\u5065\u5eb7\u7ba1\u7406\u9886\u57df\u65b0\u751f\u6001\u53ca\u6839\u672c\u6027\u6280\u672f\u8f6c\u53d8<\/strong>\uff08\u53c2\u8003 An Outline of Prognostics and Health Management Large Model: Concepts, Paradigms, and Challenges, https:\/\/arxiv.org\/abs\/2407.03374\uff09\u3002<\/p>\n<p>\u4e5f\u6b22\u8fce\u5173\u6ce8\u5317\u822a PHM \u56e2\u961f\u63d0\u51fa\u7684\u5065\u5eb7\u7ba1\u7406\u5927\u6a21\u578b\u8fdb\u9636\u7814\u7a76\u8303\u5f0f roadmap\uff01<\/p>\n<ul>\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2407.03374<\/li>\n<\/ul>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a 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