{"id":115988,"date":"2026-10-20T15:26:22","date_gmt":"2026-10-20T07:26:22","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/115988.html"},"modified":"2026-10-20T15:26:22","modified_gmt":"2026-10-20T07:26:22","slug":"%ef%bc%88%e8%ae%ba%e6%96%87%e9%80%9f%e8%af%bb%ef%bc%89ckg%ef%bc%9a%e5%88%a9%e7%94%a8%e7%b1%bb%e5%88%ab%e7%9f%a5%e8%af%86%e4%b8%8e%e4%b8%8d%e5%ae%8c%e6%95%b4%e5%a4%9a%e6%a0%b8%e8%81%9a%e7%b1%bb","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/115988.html","title":{"rendered":"\uff08\u8bba\u6587\u901f\u8bfb\uff09CKG\uff1a\u5229\u7528\u7c7b\u522b\u77e5\u8bc6\u4e0e\u4e0d\u5b8c\u6574\u591a\u6838\u805a\u7c7b\u5b9e\u73b0\u65e9\u671f\u8f74\u627f\u6545\u969c\u5c11\u6837\u672c\u8bca\u65ad"},"content":{"rendered":"<p style=\"text-align:justify\">\u8bba\u6587\u9898\u76ee&#xff1a; Category knowledge-guided few-shot bearing fault diagnosis&#xff08;\u7c7b\u522b\u77e5\u8bc6\u5f15\u5bfc\u7684\u5c11\u6837\u672c\u8f74\u627f\u6545\u969c\u8bca\u65ad&#xff09;<\/p>\n<p style=\"text-align:justify\">\u671f\u520a&#xff1a; Engineering Applications of Artificial Intelligence&#xff0c;2025<\/p>\n<p style=\"text-align:justify\">\u6458\u8981&#xff1a; \u5b9e\u65f6\u8f74\u627f\u6545\u969c\u8bca\u65ad\u5bf9\u4e8e\u4fdd\u969c\u590d\u6742\u5de5\u4e1a\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u4e0e\u53ef\u9760\u6027\u81f3\u5173\u91cd\u8981\u3002\u7136\u800c&#xff0c;\u6545\u969c\u6837\u672c\u91c7\u96c6\u56f0\u96be\u3001\u6807\u6ce8\u6210\u672c\u9ad8\u9020\u6210\u7684\u6807\u7b7e\u6570\u636e\u7a00\u7f3a&#xff0c;\u4f7f\u5f97\u6a21\u578b\u96be\u4ee5\u4ece\u6709\u9650\u4e14\u590d\u6742\u7684\u76d1\u6d4b\u4fe1\u53f7\u4e2d\u5b66\u4e60\u5177\u6709\u5224\u522b\u6027\u7684\u6545\u969c\u7279\u5f81\u3002\u5c11\u6837\u672c\u5b66\u4e60&#xff08;Few-Shot Learning&#xff0c;FSL&#xff09;\u4e3a\u4e25\u91cd\u6545\u969c\u4fe1\u53f7\u7684\u7279\u5f81\u63d0\u53d6\u548c\u51c6\u786e\u5206\u7c7b\u63d0\u4f9b\u4e86\u6709\u6548\u65b9\u6cd5&#xff0c;\u4f46\u6570\u636e\u7a00\u7f3a\u548c\u73af\u5883\u566a\u58f0\u7b49\u95ee\u9898\u4ecd\u4e25\u91cd\u5236\u7ea6\u73b0\u6709 FSL \u65b9\u6cd5\u5bf9\u521d\u671f\u6545\u969c\u7684\u6709\u6548\u8bca\u65ad\u3002\u8fd9\u4e3b\u8981\u662f\u56e0\u4e3a\u73b0\u6709 FSL \u7b56\u7565\u672a\u5145\u5206\u8003\u8651\u566a\u58f0\u73af\u5883\u4e2d\u7684\u7c7b\u522b\u95f4\u76f8\u5173\u6027&#xff0c;\u9650\u5236\u4e86\u6a21\u578b\u5c06\u5df2\u77e5\u7c7b\u522b\u7684\u7279\u5f81\u77e5\u8bc6\u63a8\u5e7f\u81f3\u65b0\u7c7b\u522b\u7684\u80fd\u529b\u3002\u56e0\u6b64&#xff0c;\u8feb\u5207\u9700\u8981\u4e00\u79cd\u80fd\u591f\u5229\u7528\u7c7b\u522b\u95f4\u76f8\u5173\u6027\u3001\u514b\u670d\u6570\u636e\u4e0d\u8db3\u548c\u73af\u5883\u590d\u6742\u6027&#xff0c;\u5e76\u652f\u6301\u5c11\u6837\u672c\u521d\u671f\u6545\u969c\u8bca\u65ad\u7684\u65b9\u6cd5\u3002\u672c\u6587\u63d0\u51fa\u4e00\u79cd\u9762\u5411\u5c11\u6837\u672c\u591a\u4efb\u52a1\u573a\u666f\u7684\u65b0\u578b\u7c7b\u522b\u77e5\u8bc6\u5f15\u5bfc\u6a21\u578b\u3002\u8be5\u6a21\u578b\u5229\u7528\u57fa\u7840\u7c7b\u522b\u7684\u5c5e\u6027\u6570\u636e\u53ca\u65b0\u7c7b\u522b\u6837\u672c\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027&#xff0c;\u9ad8\u6548\u5efa\u7acb\u9762\u5411\u672a\u89c1\u4efb\u52a1\u7684\u6620\u5c04\u5173\u7cfb&#xff0c;\u663e\u8457\u589e\u5f3a\u521d\u671f\u6545\u969c\u8bca\u65ad\u53ca\u591a\u4efb\u52a1\u5e94\u7528\u4e2d\u7684\u6cdb\u5316\u80fd\u529b&#xff0c;\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u672a\u77e5\u5de5\u51b5\u4e0b\u5feb\u901f\u3001\u51c6\u786e\u5730\u5b8c\u6210\u5c11\u6837\u672c\u6545\u969c\u8bca\u65ad\u3002\u5728\u51ef\u65af\u897f\u50a8\u5927\u5b66&#xff08;CWRU&#xff09;\u8f74\u627f\u6570\u636e\u96c6\u548c\u65e9\u671f\u8f7b\u5fae\u6545\u969c\u7275\u5f15\u7535\u673a\u8f74\u627f&#xff08;EMF-TM&#xff09;\u6570\u636e\u96c6\u4e0a\u7684\u5bf9\u6bd4\u5b9e\u9a8c\u8868\u660e&#xff0c;\u8be5\u6a21\u578b\u4f18\u4e8e\u6240\u6bd4\u8f83\u7684\u5148\u8fdb\u5c11\u6837\u672c\u5b66\u4e60\u4e0e\u8fc1\u79fb\u5b66\u4e60\u65b9\u6cd5\u3002<\/p>\n<hr \/>\n<h3 style=\"text-align:justify\">\u4e00\u3001\u7814\u7a76\u80cc\u666f\u4e0e\u6838\u5fc3\u95ee\u9898<\/h3>\n<p style=\"text-align:justify\">\u65e9\u671f\u6545\u969c\u6bd4\u4e25\u91cd\u6545\u969c\u66f4\u96be\u8bca\u65ad\u3002 \u4e25\u91cd\u6545\u969c\u901a\u5e38\u6709\u660e\u663e\u51b2\u51fb&#xff0c;\u521d\u671f\u635f\u4f24\u5374\u5e38\u88ab\u8f7d\u8377\u53d8\u5316\u4e0e\u80cc\u666f\u566a\u58f0\u63a9\u76d6\u3002\u5de5\u4e1a\u73b0\u573a\u4e5f\u96be\u4ee5\u4e3a\u6bcf\u79cd\u672a\u77e5\u6545\u969c\u6536\u96c6\u5927\u91cf\u6807\u7b7e&#xff1a;\u6a21\u578b\u65e2\u8981\u5b66\u4f1a\u8bc6\u522b\u5f31\u4fe1\u53f7&#xff0c;\u53c8\u8981\u9002\u5e94\u65b0\u7c7b\u522b\u3002<\/p>\n<p style=\"text-align:justify\">\u5ea6\u91cf\u578b FSL \u6bd4\u8f83\u652f\u6301\u96c6\u4e0e\u67e5\u8be2\u96c6\u7684\u7279\u5f81&#xff0c;\u5374\u53ef\u80fd\u53d7\u5230\u4efb\u52a1\u65e0\u5173\u4fe1\u606f\u5e72\u6270&#xff1b;\u5c11\u91cf\u652f\u6301\u6837\u672c\u4e5f\u4e0d\u8db3\u4ee5\u523b\u753b\u4e00\u4e2a\u7c7b\u522b\u3002\u8fc1\u79fb\u5b66\u4e60\u5728\u6545\u969c\u7c7b\u522b\u6216\u8fd0\u884c\u5de5\u51b5\u53d8\u5316\u65f6\u5bb9\u6613\u9000\u5316\u3002\u4f5c\u8005\u7684\u5173\u952e\u6d1e\u5bdf\u662f&#xff1a;\u65b0\u6545\u969c\u867d\u7136\u6837\u672c\u5c11&#xff0c;\u4f46\u4e0d\u540c\u6545\u969c\u4ecd\u5177\u6709\u53ef\u501f\u9274\u7684\u5171\u4eab\u6a21\u5f0f\u4e0e\u7279\u6709\u7ed3\u6784\u3002<\/p>\n<p style=\"text-align:justify\">\u4f5c\u8005\u636e\u6b64\u63d0\u51fa Category Knowledge-Guided&#xff08;CKG&#xff09;&#xff1a;\u524d\u7aef\u5b66\u4e60\u4efb\u52a1\u76f8\u5173\u7279\u5f81&#xff0c;\u540e\u7aef\u901a\u8fc7**\u7c7b\u522b\u77e5\u8bc6\u5f15\u5bfc\u7684\u4e0d\u5b8c\u6574\u591a\u6838\u805a\u7c7b&#xff08;CKG-IMK&#xff09;**\u7ec4\u7ec7\u8de8\u7c7b\u522b\u5173\u7cfb&#xff0c;\u4f7f\u65b0\u4efb\u52a1\u4e0d\u4ec5\u4f9d\u8d56\u5b64\u7acb\u7684\u4e24\u4e24\u6837\u672c\u76f8\u4f3c\u5ea6\u3002<\/p>\n<h3 style=\"text-align:justify\">\u4e8c\u3001CKG \u6574\u4f53\u6846\u67b6&#xff1a;\u7279\u5f81\u5b66\u4e60\u4e0e\u7c7b\u522b\u77e5\u8bc6\u534f\u540c\u5de5\u4f5c<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1050\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072617-6ad71799d69bf.png\" width=\"1260\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Figure 1&#xff1a;CKG \u8bad\u7ec3\u4e0e\u6d4b\u8bd5\u6574\u4f53\u7ed3\u6784<\/p>\n<p style=\"text-align:justify\">Figure 1 \u4e0a\u534a\u90e8\u8bad\u7ec3\u7279\u5f81\u63d0\u53d6\u5668&#xff0c;\u4e0b\u534a\u90e8\u6267\u884c\u5c11\u6837\u672c\u63a8\u65ad\u3002\u957f\u5ea6\u4e3a 1024 \u7684\u632f\u52a8\u5e8f\u5217\u7ecf\u6807\u51c6\u5316\u3001\u5377\u79ef\u3001Atten-MoE\u3001\u4e00\u7ef4\u5377\u79ef\u548c\u5168\u8fde\u63a5\u5c42\u5f62\u6210\u5d4c\u5165&#xff1b;\u6d4b\u8bd5\u65f6\u652f\u6301\u96c6\u4e0e\u67e5\u8be2\u96c6\u5171\u4eab\u51bb\u7ed3\u7684\u7f16\u7801\u5668&#xff0c;\u7ecf CKG-IMK \u5f62\u6210\u5171\u8bc6\u805a\u7c7b\u540e\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n<p style=\"text-align:justify\">\u4e00\u6761\u6838\u5fc3\u6570\u636e\u6d41\u53ef\u4ee5\u6982\u62ec\u4e3a&#xff1a;<\/p>\n<p style=\"text-align:justify\">\u632f\u52a8\u5e8f\u5217 \u2192 Conv Block \u2192 Atten-MoE \u2192 Conv1D \/ FC \u2192 Support\u2013Query \u7279\u5f81 \u2192 CKG-IMK \u2192 \u7c7b\u522b\u5224\u65ad<\/p>\n<p style=\"text-align:justify\">N-way K-shot \u8868\u793a N \u7c7b\u3001\u6bcf\u7c7b K \u4e2a\u6807\u6ce8\u652f\u6301\u6837\u672c\u3002\u5143\u8bad\u7ec3\u4e0e\u5143\u6d4b\u8bd5\u7684\u7c7b\u522b\u4e0d\u91cd\u53e0&#xff0c;\u8003\u5bdf\u5bf9\u672a\u77e5\u6545\u969c\u7684\u9002\u5e94\u80fd\u529b&#xff1b;\u672c\u6587\u4f7f\u7528 1-shot\u30013-shot\u30015-shot\u3002<\/p>\n<p style=\"text-align:justify\">\u9884\u5904\u7406\u5c06\u539f\u4fe1\u53f7\u968f\u673a\u5206\u6bb5&#xff0c;\u6bcf\u7c7b\u53d6 500 \u4e2a\u6837\u672c&#xff0c;\u5e76\u4f7f\u7528\u5168\u5c40 z-score \u6807\u51c6\u5316\u3002\u672a\u91c7\u7528\u6570\u636e\u589e\u5f3a&#xff0c;\u4ee5\u907f\u514d\u76f8\u90bb\u7247\u6bb5\u5197\u4f59\u3002\u8f93\u5165\u662f\u4e00\u7ef4\u632f\u52a8\u5e8f\u5217&#xff0c;\u4e0d\u662f\u65f6\u9891\u56fe\u3002<\/p>\n<h3 style=\"text-align:justify\">\u4e09\u3001Atten-MoE&#xff1a;\u600e\u6837\u627e\u5230\u4e0e\u65b0\u4efb\u52a1\u6709\u5173\u7684\u7279\u5f81&#xff1f;<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"863\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072618-6ad7179a7ce38.png\" width=\"1277\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Figure 2&#xff1a;Atten-MoE \u7684 Slot\u3001Router\u3001Experts \u4e0e\u878d\u5408\u8def\u5f84<\/p>\n<p style=\"text-align:justify\">\u4e0d\u540c\u6545\u969c\u4e0e\u5de5\u51b5\u5bf9\u7279\u5f81\u7684\u9700\u6c42\u4e0d\u540c\u3002\u672c\u6587\u5f15\u5165 Attention Mixture of Experts&#xff08;Atten-MoE&#xff09;&#xff0c;\u8ba9\u8f7b\u91cf\u7ea7\u4e13\u5bb6\u5206\u522b\u5efa\u6a21\u5c40\u90e8\u6a21\u5f0f&#xff0c;\u7531\u6ce8\u610f\u529b\u8def\u7531\u51b3\u5b9a\u5404\u4e13\u5bb6\u8d21\u732e&#xff0c;\u4ece\u800c\u51cf\u5c11\u5bf9\u4efb\u52a1\u65e0\u5173\u7279\u5f81\u7684\u4f9d\u8d56\u3002<\/p>\n<p style=\"text-align:justify\">\u8f93\u5165\u5e8f\u5217\u6620\u5c04\u4e3a Slot&#xff0c;Router \u4ea7\u751f\u6ce8\u610f\u529b\u5206\u6570&#xff0c;\u4e13\u5bb6\u4ea7\u751f\u7279\u5f81\u54cd\u5e94&#xff0c;\u6700\u540e\u5f52\u4e00\u5316\u878d\u5408\u3002\u8bba\u6587\u5f0f&#xff08;8&#xff09;\u4e3a&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"O_i=\\\\frac{\\\\sum_{j=0}^{N-1}A_{i-j}\\\\odot V_{i-j}}{\\\\sum_{j=0}^{N-1}A_{i-j}}\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072618-6ad7179ade97e.png\" \/><\/p>\n<p style=\"text-align:justify\">\u5176\u4e2d $A$ \u662f\u8def\u7531\u6743\u91cd&#xff0c;$V$ \u662f\u4e13\u5bb6\u7279\u5f81&#xff0c;$N$ \u662f\u4e13\u5bb6\u6570\u91cf&#xff0c;$\\\\odot$ \u4e3a\u9010\u5143\u7d20\u4e58\u6cd5\u3002\u76f4\u89c2\u5730\u770b&#xff1a;\u8ba9\u4e13\u5bb6\u5206\u5de5&#xff0c;\u518d\u6309\u8f93\u5165\u52a8\u6001\u9009\u62e9\u91cd\u8981\u54cd\u5e94\u3002 \u4f5c\u8005\u8fd8\u52a0\u5165\u5c40\u90e8\u5747\u8861\u7ea6\u675f&#xff0c;\u7f13\u89e3\u4e13\u5bb6\u504f\u5411\u8bad\u7ec3\u4efb\u52a1\u7684\u95ee\u9898\u3002<\/p>\n<p style=\"text-align:justify\">\u7f16\u7801\u5668\u8fd8\u5305\u542b 1 \u00d7 1 \u5377\u79ef\u3001BatchNorm\u3001ReLU\u3001MaxPool\u3001\u540e\u7eed Conv1D\u3001\u5168\u8fde\u63a5\u5c42&#xff0c;\u4ee5\u53ca\u6982\u7387 0.5 \u7684 Dropout\u3002Atten-MoE \u8d1f\u8d23\u5b66\u4e60\u4efb\u52a1\u76f8\u5173\u8868\u793a&#xff0c;CKG-IMK \u8d1f\u8d23\u8de8\u7c7b\u522b\u5339\u914d&#xff0c;\u4e24\u8005\u5206\u5de5\u4e0d\u540c\u3002<\/p>\n<h3 style=\"text-align:justify\">\u56db\u3001CKG-IMK&#xff1a;\u4ece\u5355\u4e00\u76f8\u4f3c\u5ea6\u8d70\u5411\u8de8\u7c7b\u522b\u4e00\u81f4\u6027\u805a\u7c7b<\/h3>\n<h4 style=\"text-align:justify\">4.1 \u4e3a\u4ec0\u4e48\u5f15\u5165\u591a\u4e2a\u6838&#xff1f;<\/h4>\n<p style=\"text-align:justify\">\u5355\u4e00\u7279\u5f81\u8ddd\u79bb\u96be\u4ee5\u523b\u753b\u591a\u79cd\u6545\u969c\u95f4\u7684\u975e\u7ebf\u6027\u548c\u5171\u4eab\u5173\u7cfb\u3002\u4f5c\u8005\u501f\u9274 Multiple Kernel k-Means&#xff08;MKKM&#xff09;&#xff0c;\u5bf9\u591a\u4e2a\u57fa\u7840\u6838\u81ea\u9002\u5e94\u52a0\u6743&#xff0c;\u4f7f\u4e0d\u540c\u89c6\u89d2\u7684\u7c7b\u522b\u8054\u7cfb\u4e92\u8865\u3002<\/p>\n<p style=\"text-align:justify\">\u8bba\u6587\u5f0f&#xff08;15&#xff09;\u5c06\u652f\u6301\u6837\u672c <img decoding=\"async\" alt=\"$x_i^S$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072618-6ad7179ae8c44.png\" \/> \u4e0e\u67e5\u8be2\u6837\u672c <img decoding=\"async\" alt=\"$x_j^Q$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072618-6ad7179af1b48.png\" \/> \u7684\u591a\u6838\u76f8\u4f3c\u5ea6\u8868\u793a\u4e3a&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\\\\kappa_{\\\\mathcal G}(x_i^S,x_j^Q) =\\\\sum_{r=1}^{m}\\\\xi_r^2,\\\\kappa_r(x_i^S,x_j^Q)\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072619-6ad7179b067f0.png\" \/><\/p>\n<p style=\"text-align:justify\">m\u00a0\u4e3a\u6838\u6570\u91cf&#xff0c;<img decoding=\"async\" alt=\"$\\\\kappa_r$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072619-6ad7179b13686.png\" \/> \u4e3a\u7b2c r\u00a0\u4e2a\u6838\u51fd\u6570&#xff0c;<img decoding=\"async\" alt=\"$\\\\xi_r$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072619-6ad7179b1c423.png\" \/> \u4e3a\u5b66\u4e60\u6743\u91cd\u3002\u901a\u8fc7\u6570\u636e\u786e\u5b9a\u54ea\u4e9b\u76f8\u4f3c\u5ea6\u66f4\u6709\u4ef7\u503c&#xff0c;\u800c\u975e\u56fa\u5b9a\u5355\u4e00\u5ea6\u91cf\u3002<\/p>\n<h4 style=\"text-align:justify\">4.2 \u4e00\u81f4\u6027\u805a\u7c7b\u77e9\u9635\u5982\u4f55\u4f20\u9012\u7c7b\u522b\u77e5\u8bc6&#xff1f;<\/h4>\n<p style=\"text-align:justify\">\u5c11\u6837\u672c\u4efb\u52a1\u53ea\u89c2\u5bdf\u5230\u90e8\u5206\u7c7b\u522b\u4e0e\u6838\u5173\u7cfb&#xff0c;\u5355\u6838\u805a\u7c7b\u5bb9\u6613\u4e0d\u7a33\u5b9a\u3002CKG-IMK \u4e3a\u591a\u4e2a\u57fa\u7840\u6838\u5b66\u4e60\u5171\u540c\u7684 Consensus Clustering Matrix&#xff08;<img decoding=\"async\" alt=\"$H^C$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072619-6ad7179b253b1.png\" \/>&#xff09;&#xff0c;\u4f7f\u4e0d\u540c\u6838\u7684\u7ed3\u679c\u76f8\u4e92\u6821\u51c6\u3002\u5f0f&#xff08;12&#xff09;\u53ef\u7b80\u5199\u4e3a&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\\\\min_{\u200b{P_r},H^C,\\\\xi}\\\\ \\\\sum_{r=1}^{m} \\\\left|\\\\xi_r K_rP_r-H^C\\\\right|_F^2\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072619-6ad7179b2e27e.png\" \/><\/p>\n<p style=\"text-align:justify\"><img decoding=\"async\" alt=\"$K_r$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072619-6ad7179b397da.png\" \/> \u8868\u793a\u57fa\u7840\u6838\u77e9\u9635&#xff0c;<img decoding=\"async\" alt=\"$P_r$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072619-6ad7179b423a2.png\" \/> \u4e3a\u6b63\u4ea4\u7ea6\u675f\u4e0b\u7684\u5bf9\u9f50\u6620\u5c04&#xff0c;<img decoding=\"async\" alt=\"$|\\\\cdot|_F$\" class=\"mathcode\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072619-6ad7179b4affb.png\" \/> \u4e3a Frobenius \u8303\u6570\u3002\u8fdb\u4e00\u6b65\u7684\u5f0f&#xff08;16&#xff09;\u2014&#xff08;17&#xff09;\u5f15\u5165\u805a\u7c7b\u4e2d\u5fc3\u4e00\u81f4\u6027&#xff0c;\u8054\u5408\u652f\u6301\u96c6\u3001\u67e5\u8be2\u96c6\u4e0e\u5171\u8bc6\u805a\u7c7b&#xff1b;\u7b97\u6cd5\u4ea4\u66ff\u4f18\u5316\u6838\u6743\u91cd\u3001\u6620\u5c04\u53ca\u805a\u7c7b\u4e2d\u5fc3\u3002<\/p>\n<p style=\"text-align:justify\">\u57fa\u7840\u7c7b\u522b\u95f4\u7684\u7ed3\u6784\u6210\u4e3a\u65b0\u4efb\u52a1\u7684\u5148\u9a8c&#xff0c;\u672a\u77e5\u6837\u672c\u7531\u591a\u89c6\u89d2\u5171\u8bc6\u5206\u7c7b\u3002 \u201c\u4e0d\u5b8c\u6574\u201d\u6307\u5c11\u6837\u672c\u4efb\u52a1\u4e2d\u53ea\u80fd\u90e8\u5206\u89c2\u5bdf\u5230\u7684\u7c7b\u522b&#xff0f;\u6838\u5173\u7cfb&#xff0c;\u800c\u975e\u76f4\u63a5\u586b\u8865\u7f3a\u5931\u7684\u632f\u52a8\u6570\u636e\u3002\u7406\u89e3\u91cd\u70b9\u662f\u201c\u591a\u6838\u4e92\u8865\u2014\u5171\u8bc6\u5bf9\u9f50\u2014\u7c7b\u522b\u805a\u5408\u201d\u3002<\/p>\n<h3 style=\"text-align:justify\">\u4e94\u3001\u5b9e\u9a8c\u7ed3\u679c&#xff1a;\u5c11\u6837\u672c\u3001\u65e9\u671f\u5fae\u5f31\u6545\u969c\u3001\u566a\u58f0\u4e0e\u6548\u7387<\/h3>\n<h4 style=\"text-align:justify\">5.1 \u4e24\u4e2a\u6570\u636e\u96c6\u4e0e\u5b9e\u9a8c\u8bbe\u7f6e<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"552\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072619-6ad7179b53b8d.png\" width=\"1179\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Table 1&#xff1a;CWRU \u6545\u969c\u7c7b\u578b\u3001\u5c3a\u5bf8\u53ca\u91c7\u96c6\u6761\u4ef6<\/p>\n<p style=\"text-align:justify\">CWRU \u5305\u542b\u5065\u5eb7\u72b6\u6001\u53ca\u6eda\u52a8\u4f53&#xff08;BF&#xff09;\u3001\u5185\u5708&#xff08;IF&#xff09;\u3001\u5916\u5708&#xff08;OF&#xff09;\u6545\u969c&#xff0c;\u5c3a\u5bf8\u4e3a 0.007&#xff0f;0.014&#xff0f;0.021 \u82f1\u5bf8\u3002\u4f5c\u8005\u4ee5\u672a\u77e5\u7c7b\u522b\u6784\u9020\u542b\u5065\u5eb7\u72b6\u6001\u7684 4-way \u5143\u6d4b\u8bd5\u4efb\u52a1\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"366\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072619-6ad7179b93f1a.png\" width=\"759\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Table 3&#xff1a;EMF-TM \u7684\u8f7d\u8377\u3001\u6545\u969c\u7a0b\u5ea6\u4e0e\u6807\u7b7e\u8bbe\u7f6e<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"716\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072619-6ad7179ba8d3d.png\" width=\"1050\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"849\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072620-6ad7179c700a7.png\" width=\"1079\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Figure 4\u20135&#xff1a;EMF-TM \u8bd5\u9a8c\u5e73\u53f0\u4e0e\u5341\u79cd\u8f74\u627f\u72b6\u6001\u7684\u632f\u52a8\u6ce2\u5f62<\/p>\n<p style=\"text-align:justify\">EMF-TM \u5305\u542b\u5065\u5eb7\u72b6\u6001&#xff0c;\u4ee5\u53ca\u8f7b\u8f7d&#xff08;LL&#xff0c;0.2 A&#xff09;\u3001\u4e2d\u8f7d&#xff08;ML&#xff0c;0.5 A&#xff09;\u3001\u91cd\u8f7d&#xff08;HL&#xff0c;0.8 A&#xff09;\u4e0b\u4e09\u6863\u635f\u4f24 0.005&#xff0f;0.200&#xff0f;1.000&#xff0c;\u5171 10 \u7c7b&#xff0c;\u91c7\u6837\u7387 2.4 kHz\u3002\u5176\u4e2d 0.005 \u662f\u91cd\u70b9\u8003\u5bdf\u7684\u65e9\u671f\u5fae\u5f31\u6545\u969c\u3002<\/p>\n<p style=\"text-align:justify\">\u8bad\u7ec3\u91c7\u7528 Adam\u3001\u5b66\u4e60\u7387 1e-4\u3001100 \u6b21\u8fed\u4ee3\u3001Batch Size 128&#xff0c;GPU \u4e3a GTX 3090&#xff1b;\u4e0e KNN\u3001DPDAN\u3001CNN-MMD\u3001MANN\u3001UCPMnet\u3001MAML\u3001ProtoNet\u3001MD-SN\u3001RelationNet \u7b49\u4e5d\u79cd\u65b9\u6cd5\u6bd4\u8f83\u3002<\/p>\n<h4 style=\"text-align:justify\">5.2 CWRU&#xff1a;\u672a\u77e5\u6545\u969c\u7c7b\u522b\u80fd\u5426\u53ef\u9760\u8bc6\u522b&#xff1f;<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"960\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072621-6ad7179d27e95.png\" width=\"765\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Table 2&#xff1a;CWRU \u4e0a BF\u3001IF\u3001OF \u4e09\u7ec4 4-way \u5c11\u6837\u672c\u5bf9\u6bd4<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"951\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072621-6ad7179d51192.png\" width=\"936\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Figure 3&#xff1a;CWRU \u5728 1-shot&#xff0f;3-shot&#xff0f;5-shot \u4e0b\u7684\u8bca\u65ad\u8868\u73b0<\/p>\n<p style=\"text-align:justify\">CWRU \u7684\u6eda\u52a8\u4f53 BF \u4efb\u52a1\u4e2d&#xff0c;CKG \u7684 1-shot Accuracy \u4e3a 93.02%&#xff0c;\u4f4e\u4e8e RelationNet \u7684 95.16%&#xff1b;\u4f46 3-shot \u8fbe 99.09%&#xff0c;\u8d85\u8fc7 RelationNet \u7684 96.95%\u3002\u5185\u5708 IF \u7684 5-shot \u4e3a 99.79%&#xff1b;\u5916\u5708 OF \u7684 1-shot&#xff0f;5-shot \u4e3a 99.59%&#xff0f;99.99%\u3002\u603b\u4f53\u4f18\u52bf\u660e\u663e&#xff0c;\u4f46\u5e76\u975e\u5168\u90e8\u573a\u666f\u7b2c\u4e00\u3002<\/p>\n<h4 style=\"text-align:justify\">5.3 EMF-TM&#xff1a;\u80fd\u5426\u5206\u8fa8\u66f4\u63a5\u8fd1\u5065\u5eb7\u72b6\u6001\u7684\u65e9\u671f\u6545\u969c&#xff1f;<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"957\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261020072621-6ad7179dad26e.png\" width=\"756\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Table 4&#xff1a;EMF-TM \u4e09\u79cd\u8f7d\u8377\u4e0b\u4e0e\u4e5d\u79cd\u65b9\u6cd5\u7684\u5c11\u6837\u672c\u5bf9\u6bd4<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"978\" src=\"2026-10-20mdslj20snyk.png\" width=\"966\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Figure 6&#xff1a;\u8f7b\u8f7d\u3001\u4e2d\u8f7d\u3001\u91cd\u8f7d\u4e0b\u7684 1-shot&#xff0f;3-shot&#xff0f;5-shot \u7ed3\u679c<\/p>\n<p style=\"text-align:justify\">EMF-TM \u4e0a&#xff0c;CKG \u7684\u8f7b\u8f7d\u3001\u4e2d\u8f7d\u3001\u91cd\u8f7d\u5e73\u5747 Accuracy \u5206\u522b\u4e3a 99.50%\u300199.49%\u300193.91%&#xff1b;\u76f8\u5e94\u8f83\u5f3a\u5bf9\u7167 MAML\u3001RelationNet\u3001MAML \u7684\u5e73\u5747\u503c\u5206\u522b\u4e3a 95.80%\u300198.27%\u300190.57%\u3002\u9ad8\u8f7d\u8377\u4efb\u52a1\u66f4\u56f0\u96be&#xff0c;\u4f46 CKG \u4ecd\u5360\u4f18\u3002\u9700\u8981\u6ce8\u610f&#xff1a;\u91cd\u8f7d 1-shot \u4e3a 96.71%&#xff0c;5-shot \u4e3a 91.99%&#xff0c;Shot \u589e\u52a0\u4e0d\u4fdd\u8bc1\u51c6\u786e\u7387\u5355\u8c03\u63d0\u5347\u3002<\/p>\n<h4 style=\"text-align:justify\">5.4 \u566a\u58f0\u9c81\u68d2\u6027&#xff1a;\u5f3a\u5e72\u6270\u4e0b\u7684\u8868\u73b0\u662f\u5426\u7a33\u5b9a&#xff1f;<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"990\" src=\"2026-10-20npdp1ugry52.png\" width=\"1095\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Table 5&#xff1a;EMF-TM \u5728 \u22124 \u81f3 10 dB \u4fe1\u566a\u6bd4\u6761\u4ef6\u4e0b\u7684\u6bd4\u8f83<\/p>\n<p style=\"text-align:justify\">\u5728 \u22124 dB \u65f6&#xff0c;CKG \u8f7b&#xff0f;\u4e2d&#xff0f;\u91cd\u8f7d 1-shot Accuracy \u5206\u522b\u8fbe 99.37%&#xff0f;99.18%&#xff0f;94.59%&#xff0c;\u6574\u4f53\u6297\u566a\u8868\u73b0\u8f83\u5f3a\u3002\u4f46\u91cd\u8f7d \u22122 dB \u4e0b&#xff0c;MD-SN \u4e3a 97.03%&#xff0c;\u9ad8\u4e8e CKG \u7684 96.34%&#xff0c;\u56e0\u6b64\u4e0d\u80fd\u79f0\u5176\u6240\u6709\u6761\u4ef6\u5747\u6700\u4f18\u3002<\/p>\n<h4 style=\"text-align:justify\">5.5 \u8ba1\u7b97\u6548\u7387\u4e0e\u6a21\u5757\u5bf9\u6bd4<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"135\" src=\"2026-10-20rs33gmhae22.png\" width=\"1559\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Table 6&#xff1a;\u5341\u79cd\u65b9\u6cd5\u6bcf\u79d2\u5904\u7406\u6837\u672c\u91cf\u7684\u6548\u7387\u6bd4\u8f83<\/p>\n<p style=\"text-align:justify\">CKG \u7ea6\u5904\u7406 1,030,634 \u6837\u672c&#xff0f;\u79d2&#xff0c;\u4ec5\u6b21\u4e8e CNN-MMD \u7684\u7ea6 1,088,193 \u6837\u672c&#xff0f;\u79d2&#xff0c;\u800c\u524d\u8005\u8bca\u65ad\u51c6\u786e\u7387\u66f4\u9ad8\u3002\u8be5\u541e\u5410\u91cf\u4e0d\u7b49\u4e8e\u73b0\u573a\u62a5\u8b66\u7aef\u5230\u7aef\u65f6\u5ef6\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"222\" src=\"2026-10-20lvjhtftiiji.png\" width=\"1556\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Table 8&#xff1a;Dense-MoE\u3001Soft-MoE \u4e0e Atten-MoE \u7684\u51c6\u786e\u7387\u3001\u901f\u5ea6\u548c\u5185\u5b58\u5bf9\u6bd4<\/p>\n<p style=\"text-align:justify\">Table 8 \u6bd4\u8f83\u4e09\u79cd MoE&#xff1a;Atten-MoE \u8f7b&#xff0f;\u4e2d&#xff0f;\u91cd\u8f7d 1-shot \u4e3a 99.42%&#xff0f;99.55%&#xff0f;96.71%&#xff0c;\u5747\u4f18\u4e8e Dense-MoE \u4e0e Soft-MoE&#xff1b;\u5185\u5b58\u4e3a 10.22 M&#xff0c;\u4e5f\u662f\u4e09\u8005\u6700\u4f4e\u3002\u901f\u5ea6\u4e3a 1.03 M samples\/s&#xff0c;\u5feb\u4e8e Dense-MoE&#xff08;0.83&#xff09;&#xff0c;\u6162\u4e8e Soft-MoE&#xff08;1.09&#xff09;\u3002\u4f18\u52bf\u662f\u7cbe\u5ea6\u4e0e\u8d44\u6e90\u7684\u5e73\u8861&#xff0c;\u5e76\u975e\u901f\u5ea6\u6700\u5feb\u3002\u6b64\u8868\u53ea\u6bd4\u8f83 MoE \u7c7b\u578b&#xff0c;\u4e0d\u80fd\u5f53\u6210\u53bb\u6389 CKG-IMK \u7684\u5b8c\u6574\u6d88\u878d\u3002<\/p>\n<h4 style=\"text-align:justify\">5.6 \u7a33\u5b9a\u6027\u3001\u7279\u5f81\u53ef\u89c6\u5316\u4e0e\u73b0\u573a\u6848\u4f8b<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"552\" src=\"2026-10-2020xo52roqy3.png\" width=\"951\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Table 7&#xff1a;\u5341\u6b21\u72ec\u7acb\u5b9e\u9a8c\u7684 Accuracy\u3001Precision\u3001Recall\u3001F1<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"510\" src=\"2026-10-20tcay4yc0y5u.png\" width=\"1197\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Figure 7&#xff1a;\u6700\u5dee\u4e0e\u6700\u4f73\u8bd5\u9a8c\u7684\u6df7\u6dc6\u77e9\u9635<\/p>\n<p style=\"text-align:justify\">4-way 1-shot \u4e0b&#xff0c;\u5341\u6b21\u91cd\u590d\u8bd5\u9a8c\u5e73\u5747 Accuracy 98.62%\u3001\u5e73\u5747 F1 98.34%&#xff0c;\u6700\u4f4e Accuracy 95.81%\u3002Figure 7 \u663e\u793a\u6700\u597d\u4e0e\u6700\u5dee\u8bd5\u9a8c\u4ecd\u6709\u5206\u7c7b\u6ce2\u52a8&#xff1b;\u8fd9\u8bc1\u660e\u91cd\u590d\u8bd5\u9a8c\u7684\u7a33\u5b9a\u6027&#xff0c;\u4e0d\u7b49\u4e8e\u957f\u671f\u5de5\u4e1a\u53ef\u9760\u6027\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"663\" src=\"2026-10-20b4rseec5rt2.png\" width=\"1575\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Figure 8&#xff1a;\u591a\u79cd\u65b9\u6cd5\u7684 t-SNE \u7279\u5f81\u5206\u5e03\u6bd4\u8f83<\/p>\n<p style=\"text-align:justify\">Figure 8 \u4e2d&#xff0c;CKG \u5728\u5065\u5eb7\u72b6\u6001\u4e0e\u4e09\u6863\u91cd\u8f7d\u6545\u969c\u95f4\u5f62\u6210\u66f4\u7d27\u51d1\u3001\u5206\u754c\u66f4\u6e05\u695a\u7684\u7279\u5f81\u7c07\u3002t-SNE \u4ec5\u63d0\u4f9b\u5b9a\u6027\u4f50\u8bc1&#xff0c;\u4ecd\u987b\u7ed3\u5408\u5206\u7c7b\u6307\u6807\u3002<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"453\" src=\"2026-10-20xmvrzdd2jns.png\" width=\"389\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Figure 9&#xff1a;\u7c7b\u522b\u77e5\u8bc6\u5f15\u5bfc\u6545\u969c\u8bca\u65ad\u7684\u5de5\u7a0b\u6267\u884c\u6d41\u7a0b<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"786\" src=\"2026-10-20fm4xp4ymedx.png\" width=\"1481\" \/><\/p>\n<p style=\"text-align:justify\">\u8bba\u6587 Figure 10&#xff1a;\u98ce\u673a\u9f7f\u8f6e\u7bb1\u8f74\u627f\u6545\u969c\u8bca\u65ad\u6848\u4f8b\u5e73\u53f0<\/p>\n<p style=\"text-align:justify\">\u4f5c\u8005\u5c55\u793a\u4e86\u6570\u636e\u91c7\u96c6\u3001\u5206\u7c7b\u3001\u66f4\u65b0\u7c7b\u522b\u77e5\u8bc6\u5e93\u7684\u6d41\u7a0b\u548c\u98ce\u673a\u9f7f\u8f6e\u7bb1\u73b0\u573a\u6848\u4f8b\u3002\u4e0d\u8fc7&#xff0c;\u6587\u4e2d\u6ca1\u6709\u8db3\u591f\u7684\u957f\u671f\u90e8\u7f72\u7cbe\u5ea6\u6216\u62a5\u8b66\u65f6\u5ef6\u6570\u636e&#xff0c;\u6848\u4f8b\u7167\u7247\u4e0d\u80fd\u4ee3\u66ff\u91cf\u5316\u9a8c\u8bc1\u3002<\/p>\n<h3 style=\"text-align:justify\">\u516d\u3001\u603b\u7ed3\u4e0e\u601d\u8003<\/h3>\n<p style=\"text-align:justify\">CKG \u7684\u5173\u952e\u662f&#xff1a;\u5148\u501f\u52a9 Atten-MoE \u83b7\u5f97\u4efb\u52a1\u76f8\u5173\u7279\u5f81&#xff0c;\u518d\u7531 CKG-IMK \u5c06\u591a\u6838\u4e0e\u591a\u7c7b\u522b\u77e5\u8bc6\u6c47\u805a\u4e3a\u4e00\u81f4\u805a\u7c7b\u7ed3\u6784\u3002 \u8fd9\u6bd4\u53ea\u5339\u914d\u5c11\u6570\u652f\u6301\u6837\u672c\u66f4\u9002\u5408\u5fae\u5f31\u6545\u969c\u4e0e\u672a\u77e5\u7c7b\u522b\u7684\u5171\u540c\u6311\u6218\u3002<\/p>\n<p style=\"text-align:justify\">\u8bc1\u636e\u94fe\u6db5\u76d6 CWRU \u672a\u89c1\u7c7b\u522b\u3001EMF-TM \u65e9\u671f\u6545\u969c\u3001\u566a\u58f0\u3001\u541e\u5410\u91cf\u3001MoE \u5bf9\u6bd4\u3001\u91cd\u590d\u8bd5\u9a8c\u4ee5\u53ca t-SNE \u548c\u73b0\u573a\u5e73\u53f0\u3002\u4f18\u52bf\u663e\u8457\u4f46\u6709\u8fb9\u754c&#xff1a;\u4e2a\u522b 1-shot&#xff0f;\u566a\u58f0\u8bbe\u7f6e\u5e76\u975e\u7b2c\u4e00&#xff0c;Atten-MoE \u4e5f\u4e0d\u662f\u6700\u5feb\u3002<\/p>\n<p style=\"text-align:justify\">\u4f5c\u8005\u660e\u786e\u6307\u51fa&#xff0c;\u8d85\u53c2\u6570\u9009\u62e9\u590d\u6742\u4f1a\u5f71\u54cd\u4e0d\u540c\u91c7\u6837\u7387\u3001\u8f6c\u901f\u4e0b\u7684\u6cdb\u5316&#xff0c;\u672a\u6765\u8ba1\u5212\u81ea\u9002\u5e94\u9009\u53c2\u3002\u8fdb\u4e00\u6b65\u590d\u73b0\u8fd8\u5e94\u8865\u5145\u72ec\u7acb\u7684 CKG-IMK \u6d88\u878d\u3001\u8de8\u8f6c\u901f\u8bc4\u4f30\u4e0e\u771f\u5b9e\u62a5\u8b66\u65f6\u5ef6&#xff0c;\u5206\u522b\u91cf\u5316\u591a\u6838\u805a\u7c7b\u4e0e\u4e13\u5bb6\u7279\u5f81\u63d0\u53d6\u7684\u4f5c\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u9898\u76ee&#xff1a; Category knowledge-guided few-shot bearing fault diagnosis&#xff08;\u7c7b\u522b\u77e5\u8bc6\u5f15\u5bfc\u7684\u5c11\u6837\u672c\u8f74\u627f\u6545\u969c\u8bca\u65ad&#xff09;\u671f\u520a&#xff1a; Engineering Applications of Artificial Intelligence&#xff0c;2025\u6458\u8981&#xff1a; \u5b9e\u65f6\u8f74\u627f\u6545\u969c\u8bca\u65ad\u5bf9\u4e8e\u4fdd\u969c\u590d\u6742\u5de5\u4e1a\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u4e0e\u53ef\u9760\u6027\u81f3\u5173\u91cd\u8981\u3002\u7136\u800c&#xff0c;\u6545\u969c\u6837\u672c\u91c7\u96c6\u56f0\u96be\u3001\u6807\u6ce8<\/p>\n","protected":false},"author":2,"featured_media":115968,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[13155,50,4984,207],"topic":[],"class_list":["post-115988","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-13155","tag-50","tag-4984","tag-207"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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