{"id":6867,"date":"2026-02-21T12:05:30","date_gmt":"2026-02-21T04:05:30","guid":{"rendered":"https:\/\/nullthought.net\/?p=6867"},"modified":"2026-02-21T12:05:32","modified_gmt":"2026-02-21T04:05:32","slug":"conformer-phyfaultnet%ef%bc%9a%e6%bb%9a%e5%8a%a8%e8%bd%b4%e6%89%bf%e6%95%85%e9%9a%9c%e8%af%8a%e6%96%ad%e7%9a%84%e6%b3%9b%e5%8c%96%e5%b0%9d%e8%af%95","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6867","title":{"rendered":"Conformer-PhyFaultNet\uff1a\u6eda\u52a8\u8f74\u627f\u6545\u969c\u8bca\u65ad\u7684\u6cdb\u5316\u5c1d\u8bd5"},"content":{"rendered":"\n<p>\u8bba\u6587 <strong><a href=\"https:\/\/www.researchgate.net\/publication\/400632677_Conformer-PhyFaultNet_Physics-Informed_Spectral_Attention_Conformer_for_Generalizable_Bearing_Fault_Diagnosis\" target=\"_blank\" rel=\"noreferrer noopener\">Conformer-PhyFaultNet: Physics-Informed Spectral Attention Conformer for Generalizable Bearing Fault Diagnosis<\/a><\/strong>\uff08Rizwan Ullah, Hazrat Bilal, M.S. Aslam, Sarra Ayouni, Abdul Majid, Athanasios V. Vasilakos, Thippa Reddy Gadekallu\uff09 \u5173\u6ce8\u7684\u662f<strong>\u6eda\u52a8\u8f74\u627f\u6545\u969c\u8bca\u65ad<\/strong>\u5728\u771f\u5b9e\u5de5\u4e1a\u573a\u666f\u4e2d\u7684\u4e24\u5927\u75db\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6cdb\u5316\u5dee<\/strong>\uff1a\u5f88\u591a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5728\u5b9e\u9a8c\u5ba4\u6570\u636e\u4e0a\u8868\u73b0\u4e0d\u9519\uff0c\u4f46\u4e00\u6362\u8bbe\u5907\u3001\u6362\u5de5\u51b5\u3001\u6362\u6570\u636e\u96c6\uff08\u8de8\u57df\uff09\uff0c\u51c6\u786e\u7387\u660e\u663e\u4e0b\u964d\u3002\u8bba\u6587\u6307\u51fa\u4e3b\u8981\u539f\u56e0\u662f\u6a21\u578b\u5bb9\u6613\u5b66\u5230\u201c\u6570\u636e\u96c6\u7279\u6709\u566a\u58f0\u6216\u4f2a\u7279\u5f81\u201d\uff0c\u800c\u4e0d\u662f\u7a33\u5b9a\u7684\u6545\u969c\u673a\u7406\u7279\u5f81\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u89e3\u91ca\u6027\u5f31<\/strong>\uff1a\u5de5\u4e1a\u573a\u666f\u9700\u8981\u201c\u4e3a\u4ec0\u4e48\u5224\u4e3a\u5185\u5708\u6545\u969c\/\u5916\u5708\u6545\u969c\u201d\u7684\u8bc1\u636e\u94fe\uff0c\u5426\u5219\u5f88\u96be\u83b7\u5f97\u5de5\u7a0b\u4fe1\u4efb\u4e0e\u90e8\u7f72\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f5c\u8005\u7684\u603b\u76ee\u6807\u662f\uff1a\u505a\u4e00\u4e2a<strong>\u8de8\u57df\u66f4\u7a33\u3001\u6297\u566a\u66f4\u5f3a\u3001\u540c\u65f6\u80fd\u7ed9\u51fa\u7269\u7406\u4e00\u81f4\u89e3\u91ca<\/strong>\u7684\u8f74\u627f\u6545\u969c\u8bca\u65ad\u6a21\u578b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001\u65b9\u6cd5\u603b\u89c8\uff1aConformer-PhyFaultNet \u60f3\u89e3\u51b3\u4ec0\u4e48\u3001\u9760\u4ec0\u4e48\u89e3\u51b3<\/h4>\n\n\n\n<p>\u4f5c\u8005\u63d0\u51fa <strong>Conformer-PhyFaultNet<\/strong>\uff0c\u628a\u201c\u8f74\u627f\u6545\u969c\u7684\u7279\u5f81\u9891\u7387\u77e5\u8bc6\u201d\u6df1\u5ea6\u5d4c\u5165\u6a21\u578b\uff0c\u4ece\u8f93\u5165\u8868\u793a\u5230\u6ce8\u610f\u529b\u673a\u5236\u518d\u5230\u6700\u7ec8\u51b3\u7b56\u90fd\u5f15\u5165<a href=\"https:\/\/nullthought.net\/?p=4885\" target=\"_blank\" rel=\"noreferrer noopener\">\u7269\u7406\u7ea6\u675f<\/a>\u4e0e\u8bc1\u636e\u3002\u6574\u4f53\u601d\u8def\u53ef\u6982\u62ec\u4e3a\u56db\u5c42\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8f93\u5165\u5c42<\/strong>\uff1a\u628a\u201c\u6545\u969c\u76f8\u5173\u9891\u7387\u201d\u5f53\u4f5c\u951a\u70b9\uff0c\u751f\u6210\u66f4\u201c\u7269\u7406\u53cb\u597d\u201d\u7684\u65f6\u9891\u8868\u793a\uff0c\u5e76\u5bf9\u8c31\u56fe\u505a\u9488\u5bf9\u6027\u5f3a\u8c03\u4e0e\u6291\u5236\u3002<\/li>\n\n\n\n<li><strong>\u9aa8\u5e72\u7f51\u7edc<\/strong>\uff1a\u91c7\u7528 Conformer\uff08\u5377\u79ef + \u81ea\u6ce8\u610f\u529b\u7684\u6df7\u5408\u7ed3\u6784\uff09\uff0c\u5e76\u5728\u6ce8\u610f\u529b\u4e2d\u52a0\u5165\u201c\u7269\u7406\u504f\u7f6e\u201d\uff0c\u8ba9\u6ce8\u610f\u529b\u66f4\u5bb9\u6613\u5bf9\u51c6\u771f\u5b9e\u6545\u969c\u8c10\u6ce2\u800c\u4e0d\u662f\u566a\u58f0\u9891\u5e26\u3002<\/li>\n\n\n\n<li><strong>\u7269\u7406 token<\/strong>\uff1a\u628a\u4ee3\u8868\u5173\u952e\u6545\u969c\u9891\u7387\u7684\u201c\u7269\u7406 token\u201d\u4f5c\u4e3a\u7a33\u5b9a\u63cf\u8ff0\u7b26\u8d2f\u7a7f\u7f51\u7edc\u5c42\uff0c\u65e2\u589e\u5f3a\u8de8\u57df\u7a33\u5b9a\u6027\uff0c\u4e5f\u4e3a\u53ef\u89e3\u91ca\u6027\u63d0\u4f9b\u201c\u5c42\u7ea7\u8bc1\u636e\u201d\u3002<\/li>\n\n\n\n<li><strong>\u51b3\u7b56\u5c42<\/strong>\uff1a\u5728\u795e\u7ecf\u7f51\u7edc\u8f93\u51fa\u7684\u7c7b\u522b\u6982\u7387\u4e4b\u5916\uff0c\u518d\u5f15\u5165\u201c\u9891\u5e26\u80fd\u91cf\u8bc1\u636e\u201d\u505a\u7269\u7406\u5f15\u5bfc\u6295\u7968\uff0c\u4f7f\u6700\u7ec8\u9884\u6d4b\u66f4\u7b26\u5408\u8f74\u627f\u6545\u969c\u673a\u7406\uff0c\u5e76\u8f93\u51fa\u66f4\u53ef\u9760\u7684\u7f6e\u4fe1\u5ea6\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u5173\u952e\u6280\u672f\u7ec6\u8282<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1\uff09\u7269\u7406\u5f15\u5bfc\u7684\u8f93\u5165\u8868\u793a\uff1a\u5148\u628a\u8c31\u56fe\u201c\u505a\u5bf9\u201d<\/h5>\n\n\n\n<p>\u8bba\u6587\u4e0d\u662f\u76f4\u63a5\u628a\u539f\u59cb\u632f\u52a8\u5e8f\u5217\u4e22\u7ed9\u7f51\u7edc\uff0c\u800c\u662f\u5148\u5229\u7528\u8f74\u627f\u51e0\u4f55\u4e0e\u8f6c\u901f\u8ba1\u7b97\u51fa\u5178\u578b\u6545\u969c\u5bf9\u5e94\u7684<strong>\u7279\u5f81\u9891\u7387\u65cf<\/strong>\uff08\u4f8b\u5982\u5916\u5708\u3001\u5185\u5708\u3001\u4fdd\u6301\u67b6\u7b49\uff09\uff0c\u7136\u540e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528\u8fd9\u4e9b\u9891\u7387\u6765<strong>\u81ea\u9002\u5e94\u5730\u751f\u6210\u65f6\u9891\u8c31\u56fe<\/strong>\uff1a\u8ba9\u4e0e\u6545\u969c\u8c10\u6ce2\u76f8\u5173\u7684\u5206\u8fa8\u7387\u66f4\u5408\u9002\uff0c\u5c3d\u91cf\u4fdd\u7559\u4fa7\u5e26\u4e0e\u77ac\u6001\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u505a<strong>\u7269\u7406\u8c31\u63a9\u819c<\/strong>\uff1a\u628a\u9760\u8fd1\u7406\u8bba\u6545\u969c\u8c10\u6ce2\u7684\u533a\u57df\u201c\u5f3a\u5316\u201d\uff0c\u628a\u660e\u663e\u65e0\u5173\u7684\u9891\u6bb5\u201c\u538b\u4f4e\u201d\uff0c\u4ece\u6e90\u5934\u51cf\u5c11\u6a21\u578b\u5b66\u5230\u4f2a\u7279\u5f81\u7684\u673a\u4f1a\u3002<\/li>\n\n\n\n<li>\u4f30\u8ba1\u566a\u58f0\u6c34\u5e73\u5e76\u505a\u66f4\u7a33\u5065\u7684\u5f52\u4e00\u5316\uff0c\u8ba9\u4e0d\u540c\u6570\u636e\u96c6\u3001\u4e0d\u540c\u566a\u58f0\u6761\u4ef6\u4e0b\u8f93\u5165\u5c3a\u5ea6\u66f4\u4e00\u81f4\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e00\u53e5\u8bdd\uff1a<strong>\u5148\u7528\u7269\u7406\u77e5\u8bc6\u628a\u201c\u8be5\u770b\u7684\u9891\u5e26\u201d\u51f8\u663e\u51fa\u6765<\/strong>\uff0c\u518d\u4ea4\u7ed9\u6df1\u5ea6\u7f51\u7edc\u5b66\u4e60\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2\uff09\u7269\u7406\u504f\u7f6e\u7684\u8c31\u6ce8\u610f\u529b\uff1a\u8ba9\u6ce8\u610f\u529b\u66f4\u201c\u61c2\u8f74\u627f\u201d<\/h5>\n\n\n\n<p>Conformer \u7684\u4f18\u52bf\u5728\u4e8e\u517c\u987e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5377\u79ef\u6a21\u5757<\/strong>\uff1a\u64c5\u957f\u6293\u77ed\u65f6\u7684\u51b2\u51fb\u3001\u8c03\u5236\u3001\u4fa7\u5e26\u7b49\u5c40\u90e8\u6a21\u5f0f\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u6ce8\u610f\u529b\u6a21\u5757<\/strong>\uff1a\u64c5\u957f\u5efa\u6a21\u66f4\u957f\u8303\u56f4\u7684\u4f9d\u8d56\u4e0e\u5168\u5c40\u8c31\u7ed3\u6784\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u672c\u6587\u7684\u5173\u952e\u6539\u9020\u662f\uff1a\u5728\u81ea\u6ce8\u610f\u529b\u91cc\u52a0\u5165\u201c\u7269\u7406\u504f\u7f6e\u201d\uff0c\u4f7f\u6ce8\u610f\u529b\u8ba1\u7b97\u65f6\u5bf9\u90a3\u4e9b\u4e0e\u6545\u969c\u8c10\u6ce2\u4e00\u81f4\u7684\u9891\u5e26\u66f4\u654f\u611f\uff0c\u4ece\u800c\u964d\u4f4e\u6ce8\u610f\u529b\u88ab\u566a\u58f0\u9891\u7387\u5e26\u8dd1\u504f\u7684\u6982\u7387\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">3\uff09\u7269\u7406 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class=\"wp-block-heading\">4\uff09\u52a8\u6001\u95e8\u63a7\u4e0e\u7269\u7406\u6295\u7968\uff1a\u566a\u58f0\u8d8a\u5927\u8d8a\u4f9d\u8d56\u7269\u7406<\/h5>\n\n\n\n<p>\u8bba\u6587\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u201c\u52a8\u6001\u95e8\u63a7\u201d\u601d\u8def\uff1a\u6839\u636e\u566a\u58f0\u5f3a\u5f31\u4e0e\u6545\u969c\u9891\u5e26\u80fd\u91cf\u7b49\u4fe1\u53f7\uff0c\u5728\u201c\u6570\u636e\u9a71\u52a8\u7279\u5f81\u201d\u4e0e\u201c\u7269\u7406\u5f15\u5bfc\u7279\u5f81\u201d\u4e4b\u95f4\u505a\u81ea\u9002\u5e94\u6743\u8861\u2014\u2014\u566a\u58f0\u8d8a\u5f3a\uff0c\u8d8a\u503e\u5411\u4e8e\u4f9d\u8d56\u7269\u7406\u5148\u9a8c\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5728\u6700\u7ec8\u5206\u7c7b\u9636\u6bb5\uff0c\u4f5c\u8005\u4e0d\u662f\u53ea\u7528\u795e\u7ecf\u7f51\u7edc softmax 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class=\"wp-block-heading\">3\uff09\u6297\u566a\u58f0\uff1a\u4f4e\u4fe1\u566a\u6bd4\u4ecd\u4fdd\u6301\u8f83\u9ad8\u51c6\u786e\u7387<\/h5>\n\n\n\n<p>\u5728\u4e0d\u540c\u566a\u58f0\u5f3a\u5ea6\u6d4b\u8bd5\u4e2d\uff0c\u672c\u6587\u65b9\u6cd5\u5728\u8f83\u5f3a\u566a\u58f0\u6761\u4ef6\u4e0b\u4ecd\u80fd\u4fdd\u6301\u8f83\u9ad8\u51c6\u786e\u7387\uff0c\u800c CNN\u3001RNN\u3001Transformer \u7b49\u57fa\u7ebf\u5728\u5f3a\u566a\u58f0\u4e0b\u4e0b\u6ed1\u66f4\u660e\u663e\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">4\uff09\u8de8\u57df\u6cdb\u5316\uff1a\u8fc1\u79fb\u5230\u522b\u7684\u6570\u636e\u96c6\u4ecd\u660e\u663e\u9886\u5148<\/h5>\n\n\n\n<p>\u5728\u8de8\u57df\u8bbe\u7f6e\uff08\u4f8b\u5982\u5728\u4e00\u4e2a\u6570\u636e\u96c6\u8bad\u7ec3\u3001\u53e6\u4e00\u4e2a\u6570\u636e\u96c6\u6d4b\u8bd5\uff09\u4e2d\uff0cConformer-PhyFaultNet \u7684\u8de8\u57df\u51c6\u786e\u7387\u663e\u8457\u9ad8\u4e8e 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