{"id":1436,"date":"2026-04-23T17:20:00","date_gmt":"2026-04-23T09:20:00","guid":{"rendered":"http:\/\/www.sdjxsjy.com\/?p=1436"},"modified":"2026-04-21T17:02:49","modified_gmt":"2026-04-21T09:02:49","slug":"%e5%9f%ba%e4%ba%8e%e8%81%94%e9%82%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e8%b7%a8%e5%b7%a5%e5%8e%82%e7%94%b5%e6%b0%94%e8%ae%be%e5%a4%87%e6%95%85%e9%9a%9c%e8%af%8a%e6%96%ad%e6%a8%a1%e5%9e%8b%e4%b8%8e%e9%9a%90","status":"publish","type":"post","link":"http:\/\/www.sdjxsjy.com\/?p=1436","title":{"rendered":"\u57fa\u4e8e\u8054\u90a6\u5b66\u4e60\u7684\u8de8\u5de5\u5382\u7535\u6c14\u8bbe\u5907\u6545\u969c\u8bca\u65ad\u6a21\u578b\u4e0e\u9690\u79c1\u4fdd\u62a4\u673a\u5236"},"content":{"rendered":"\n<p>\u7535\u6c14\u8bbe\u5907\uff08\u53d8\u9891\u5668\u3001\u7535\u673a\u3001\u65ad\u8def\u5668\uff09\u7684\u6545\u969c\u8bca\u65ad\u4f9d\u8d56\u5927\u91cf\u8fd0\u884c\u6570\u636e\uff0c\u4f46\u5355\u4e00\u5de5\u5382\u7684\u6570\u636e\u91cf\u6709\u9650\u4e14\u5b58\u5728\u9690\u79c1\u987e\u8651\u3002\u8054\u90a6\u5b66\u4e60\u5141\u8bb8\u591a\u4e2a\u5de5\u5382\u5728\u4e0d\u5171\u4eab\u539f\u59cb\u6570\u636e\u7684\u524d\u63d0\u4e0b\u534f\u540c\u8bad\u7ec3\u9ad8\u8d28\u91cf\u8bca\u65ad\u6a21\u578b\u3002\u672c\u6587\u63d0\u51fa\u4e00\u79cd\u9762\u5411\u975e\u5e73\u7a33\u7535\u6d41\u6ce2\u5f62\u548c\u5c40\u90e8\u653e\u7535\u4fe1\u53f7\u7684\u8054\u90a6\u5b66\u4e60\u6846\u67b6\uff0c\u878d\u5408\u5dee\u5206\u9690\u79c1\u3001\u540c\u6001\u52a0\u5bc6\u4e0e\u5b89\u5168\u591a\u65b9\u8ba1\u7b97\uff0c\u5b9e\u73b0\u9690\u79c1\u4fdd\u62a4\u4e0e\u6a21\u578b\u6027\u80fd\u7684\u5e73\u8861\u3002\u901a\u8fc7\u4e09\u4e2a\u771f\u5b9e\u5de5\u5382\u7684\u6848\u4f8b\u9a8c\u8bc1\uff0c\u8be5\u65b9\u6cd5\u5728\u4fdd\u6301\u6570\u636e\u672c\u5730\u5316\u7684\u540c\u65f6\uff0c\u6545\u969c\u8bc6\u522b\u51c6\u786e\u7387\u6bd4\u5b64\u7acb\u8bad\u7ec3\u63d0\u534715%\u4ee5\u4e0a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001\u5f15\u8a00\uff1a\u6570\u636e\u5b64\u5c9b\u4e0e\u8de8\u5382\u534f\u4f5c\u7684\u56f0\u5883<\/h3>\n\n\n\n<p>\u73b0\u4ee3\u5de5\u5382\u4e2d\uff0c\u7535\u6c14\u8bbe\u5907\u7684\u6545\u969c\u8bca\u65ad\u9010\u6e10\u4ece\u5b9a\u671f\u5de1\u68c0\u8f6c\u5411\u6570\u636e\u9a71\u52a8\u7684\u9884\u6d4b\u6027\u7ef4\u62a4\u3002\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5728\u8bc6\u522b\u5f02\u5e38\u7535\u6d41\u8c10\u6ce2\u3001\u5c40\u90e8\u653e\u7535\u76f8\u4f4d\u56fe\u8c31\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002\u7136\u800c\uff0c\u8bad\u7ec3\u4e00\u4e2a\u9c81\u68d2\u7684\u6a21\u578b\u9700\u8981\u6d77\u91cf\u5e26\u6807\u7b7e\u7684\u6545\u969c\u6837\u672c\u3002\u4efb\u4f55\u5355\u4e00\u5de5\u5382\u90fd\u96be\u4ee5\u6536\u96c6\u5230\u8986\u76d6\u6240\u6709\u6545\u969c\u7c7b\u578b\u3001\u6240\u6709\u5de5\u51b5\u6761\u4ef6\u7684\u6570\u636e\u2014\u2014\u5c24\u5176\u662f\u7f55\u89c1\u6545\u969c\u3002\u7406\u8bba\u4e0a\uff0c\u591a\u4e2a\u5de5\u5382\u53ef\u4ee5\u5171\u4eab\u6570\u636e\u8054\u5408\u8bad\u7ec3\uff0c\u4f46\u8fd9\u9762\u4e34\u4e25\u5cfb\u6311\u6218\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5546\u4e1a\u9690\u79c1<\/strong>\uff1a\u7535\u6d41\u6ce2\u5f62\u4e2d\u5305\u542b\u751f\u4ea7\u8282\u62cd\u3001\u8bbe\u5907\u5229\u7528\u7387\u7b49\u654f\u611f\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u6cd5\u5f8b\u5408\u89c4<\/strong>\uff1a\u6570\u636e\u51fa\u5883\u6216\u8de8\u4f01\u4e1a\u4f20\u8f93\u53ef\u80fd\u8fdd\u53cdGDPR\u6216\u672c\u5730\u6570\u636e\u5b89\u5168\u6cd5\u3002<\/li>\n\n\n\n<li><strong>\u7ade\u4e89\u5173\u7cfb<\/strong>\uff1a\u5de5\u5382\u4e0d\u613f\u8ba9\u540c\u884c\u77e5\u6653\u81ea\u5df1\u7684\u8bbe\u5907\u6545\u969c\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8054\u90a6\u5b66\u4e60\uff08Federated Learning, FL\uff09\u6b63\u662f\u4e3a\u89e3\u51b3\u8fd9\u4e00\u56f0\u5883\u800c\u751f\uff1a\u6570\u636e\u4e0d\u52a8\u6a21\u578b\u52a8\uff0c\u5404\u5de5\u5382\u4ec5\u4e0a\u4f20\u6a21\u578b\u66f4\u65b0\uff0c\u4e0d\u6cc4\u9732\u539f\u59cb\u6570\u636e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001\u8054\u90a6\u5b66\u4e60\u57fa\u7840\u4e0e\u7535\u6c14\u8bca\u65ad\u9002\u914d\u6027<\/h3>\n\n\n\n<p>\u8054\u90a6\u5b66\u4e60\u7684\u6807\u51c6\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u4e2d\u592e\u670d\u52a1\u5668\u521d\u59cb\u5316\u5168\u5c40\u6a21\u578b\uff08\u5982ResNet-1D\u7528\u4e8e\u5904\u7406\u65f6\u5e8f\u4fe1\u53f7\uff09\u3002<\/li>\n\n\n\n<li>\u5404\u5de5\u5382\u4e0b\u8f7d\u6a21\u578b\uff0c\u4f7f\u7528\u672c\u5730\u6570\u636e\u8bad\u7ec3\u6570\u4e2a\u5468\u671f\u3002<\/li>\n\n\n\n<li>\u5de5\u5382\u5c06\u6a21\u578b\u53c2\u6570\u68af\u5ea6\uff08\u6216\u6743\u91cd\u66f4\u65b0\uff09\u52a0\u5bc6\u4e0a\u4f20\u81f3\u670d\u52a1\u5668\u3002<\/li>\n\n\n\n<li>\u670d\u52a1\u5668\u805a\u5408\u66f4\u65b0\uff08\u5982FedAvg\u7b97\u6cd5\uff1a\u52a0\u6743\u5e73\u5747\uff09\uff0c\u751f\u6210\u65b0\u7684\u5168\u5c40\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u8fed\u4ee3\u76f4\u81f3\u6536\u655b\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u7535\u6c14\u8bbe\u5907\u6545\u969c\u6570\u636e\u5177\u6709\u7279\u6b8a\u6027\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u975e\u5e73\u7a33\u6027<\/strong>\uff1a\u7535\u673a\u542f\u52a8\u3001\u8d1f\u8f7d\u7a81\u53d8\u65f6\u4fe1\u53f7\u975e\u5e73\u7a33\uff0c\u9700\u4f7f\u7528\u65f6\u9891\u7279\u5f81\uff08\u77ed\u65f6\u5085\u91cc\u53f6\u53d8\u6362\u3001\u5c0f\u6ce2\u5305\u80fd\u91cf\uff09\u3002<\/li>\n\n\n\n<li><strong>\u7c7b\u522b\u4e0d\u5e73\u8861<\/strong>\uff1a\u6b63\u5e38\u6837\u672c\u8fdc\u591a\u4e8e\u6545\u969c\u6837\u672c\u3002<\/li>\n\n\n\n<li><strong>\u5f02\u6784\u6027<\/strong>\uff1a\u4e0d\u540c\u5de5\u5382\u7684\u4f20\u611f\u5668\u91c7\u6837\u7387\u3001\u5b89\u88c5\u4f4d\u7f6e\u3001\u8bbe\u5907\u578b\u53f7\u4e0d\u540c\uff0c\u5bfc\u81f4\u6570\u636e\u5206\u5e03\u975e\u72ec\u7acb\u540c\u5206\u5e03\uff08Non-IID\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6807\u51c6FL\u5728Non-IID\u6570\u636e\u4e0b\u6027\u80fd\u4e0b\u964d\u4e25\u91cd\uff0c\u9700\u8981\u5b9a\u5236\u5316\u6539\u8fdb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u9762\u5411\u7535\u6c14\u8bca\u65ad\u7684\u8054\u90a6\u5b66\u4e60\u67b6\u6784\u8bbe\u8ba1<\/h3>\n\n\n\n<p><strong>\u7279\u5f81\u5bf9\u9f50\u6a21\u5757<\/strong>\uff1a\u5728\u5404\u5de5\u5382\u672c\u5730\u589e\u52a0\u4e00\u4e2a\u57df\u9002\u5e94\u5c42\uff0c\u5c06\u5f02\u6784\u8f93\u5165\u6620\u5c04\u5230\u516c\u5171\u7279\u5f81\u7a7a\u95f4\u3002\u91c7\u7528\u5bf9\u6297\u57df\u5224\u522b\u5668\uff1a\u8bad\u7ec3\u4e00\u4e2a\u4e8c\u5206\u7c7b\u5668\u533a\u5206\u4e0d\u540c\u5de5\u5382\u7684\u7279\u5f81\uff0c\u540c\u65f6\u7279\u5f81\u63d0\u53d6\u5668\u8bd5\u56fe\u6b3a\u9a97\u8be5\u5206\u7c7b\u5668\uff0c\u6700\u7ec8\u5b66\u4e60\u5230\u57df\u4e0d\u53d8\u7279\u5f81\u3002<\/p>\n\n\n\n<p><strong>\u6545\u969c\u7c7b\u522b\u4e0d\u5e73\u8861\u5904\u7406<\/strong>\uff1a\u91c7\u7528\u8054\u90a6\u7126\u70b9\u635f\u5931\uff08Focal Loss\uff09\uff0c\u5bf9\u96be\u5206\u7c7b\u6837\u672c\uff08\u5982\u65e9\u671f\u5fae\u5f31\u6545\u969c\uff09\u8d4b\u4e88\u66f4\u9ad8\u6743\u91cd\u3002\u805a\u5408\u65f6\u6839\u636e\u5404\u7c7b\u6837\u672c\u6570\u91cf\u52a0\u6743\uff0c\u907f\u514d\u591a\u6570\u7c7b\u4e3b\u5bfc\u3002<\/p>\n\n\n\n<p><strong>\u5f02\u6b65\u4e0e\u90e8\u5206\u53c2\u4e0e<\/strong>\uff1a\u5de5\u5382\u53ef\u80fd\u56e0\u751f\u4ea7\u4efb\u52a1\u65e0\u6cd5\u6309\u65f6\u53c2\u4e0e\u6bcf\u8f6e\u8bad\u7ec3\u3002\u670d\u52a1\u5668\u91c7\u7528\u7f13\u51b2\u673a\u5236\uff0c\u5141\u8bb8\u8fdf\u5230\u66f4\u65b0\u5728\u4e0b\u4e00\u8f6e\u52a0\u6743\u878d\u5408\uff0c\u5e76\u8bbe\u7f6e\u53c2\u4e0e\u9608\u503c\uff08\u6700\u4f4e3\u4e2a\u5de5\u5382\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001\u9690\u79c1\u4fdd\u62a4\u673a\u5236\u7684\u4e09\u5c42\u9632\u62a4<\/h3>\n\n\n\n<p>\u4ec5\u4e0a\u4f20\u68af\u5ea6\u4ecd\u5b58\u5728\u9690\u79c1\u98ce\u9669\u2014\u2014\u68af\u5ea6\u53ef\u88ab\u6076\u610f\u670d\u52a1\u5668\u7528\u4e8e\u91cd\u6784\u8bad\u7ec3\u6837\u672c\uff08\u68af\u5ea6\u53cd\u6f14\u653b\u51fb\uff09\u3002\u4e3a\u6b64\uff0c\u6784\u5efa\u591a\u5c42\u9632\u62a4\uff1a<\/p>\n\n\n\n<p><strong>\u7b2c\u4e00\u5c42\uff1a\u5dee\u5206\u9690\u79c1\uff08DP\uff09<\/strong><br>\u5728\u68af\u5ea6\u4e0a\u4f20\u524d\uff0c\u6dfb\u52a0\u9ad8\u65af\u566a\u58f0\uff1a\u2207\u0303 = \u2207 + N(0, \u03c3\u00b2C\u00b2I)\uff0c\u5176\u4e2dC\u4e3a\u68af\u5ea6\u88c1\u526a\u9608\u503c\u3002DP\u4fdd\u8bc1\u653b\u51fb\u8005\u65e0\u6cd5\u533a\u5206\u8bad\u7ec3\u96c6\u4e2d\u662f\u5426\u5305\u542b\u67d0\u4e00\u6761\u5177\u4f53\u6570\u636e\u3002\u4ee3\u4ef7\u662f\u6a21\u578b\u51c6\u786e\u7387\u4e0b\u964d\uff08\u7ea62-4%\uff09\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e8c\u5c42\uff1a\u540c\u6001\u52a0\u5bc6\uff08HE\uff09<\/strong><br>\u4f7f\u7528CKKS\u65b9\u6848\uff08\u652f\u6301\u6d6e\u70b9\u6570\uff09\u52a0\u5bc6\u68af\u5ea6\u3002\u670d\u52a1\u5668\u5728\u5bc6\u6587\u4e0a\u8fdb\u884c\u805a\u5408\u8fd0\u7b97\uff0c\u5f97\u5230\u52a0\u5bc6\u540e\u7684\u5168\u5c40\u6a21\u578b\u3002\u53ea\u6709\u6301\u6709\u79c1\u94a5\u7684\u5de5\u5382\u624d\u80fd\u89e3\u5bc6\u3002HE\u5b9e\u73b0\u201c\u670d\u52a1\u5668\u4e0d\u53ef\u89c1\u201d\u7684\u805a\u5408\uff0c\u4f46\u8ba1\u7b97\u5f00\u9500\u5927\uff08\u616210-100\u500d\uff09\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e09\u5c42\uff1a\u5b89\u5168\u591a\u65b9\u8ba1\u7b97\uff08MPC\uff09<\/strong><br>\u5c06\u68af\u5ea6\u62c6\u5206\u4e3a\u968f\u673a\u788e\u7247\uff0c\u5206\u53d1\u5230\u591a\u4e2a\u975e\u5171\u8c0b\u7684\u805a\u5408\u8282\u70b9\u3002\u4ec5\u5f53\u8db3\u591f\u591a\u7684\u8282\u70b9\uff08\u59823\u4e2a\u4e2d\u76842\u4e2a\uff09\u5408\u4f5c\u65f6\u624d\u80fd\u6062\u590d\u771f\u5b9e\u68af\u5ea6\u3002MPC\u9632\u6b62\u5355\u70b9\u653b\u51fb\uff0c\u4e14\u65e0\u9700\u89e3\u5bc6\u5373\u53ef\u9a8c\u8bc1\u805a\u5408\u6b63\u786e\u6027\u3002<\/p>\n\n\n\n<p>\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\uff0c\u53ef\u6839\u636e\u6570\u636e\u654f\u611f\u7a0b\u5ea6\u9009\u62e9\u7ec4\u5408\uff1a\u9ad8\u654f\u611f\u573a\u666f\uff08\u5982\u519b\u5de5\uff09\u91c7\u7528HE+MPC\uff1b\u4e00\u822c\u5de5\u4e1a\u573a\u666f\u91c7\u7528DP+MPC\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e94\u3001\u6a21\u578b\u805a\u5408\u4e0e\u6536\u655b\u6027\u4f18\u5316<\/h3>\n\n\n\n<p>\u9488\u5bf9Non-IID\u95ee\u9898\uff0c\u63d0\u51faFedProx\u7b97\u6cd5\uff1a\u5728\u672c\u5730\u635f\u5931\u51fd\u6570\u4e2d\u6dfb\u52a0\u8fd1\u7aef\u9879(\u03bc\/2)||w &#8211; w_global||\u00b2\uff0c\u60e9\u7f5a\u672c\u5730\u6a21\u578b\u4e0e\u5168\u5c40\u6a21\u578b\u7684\u504f\u79bb\u3002\u03bc\u63a7\u5236\u4e2a\u6027\u5316\u7a0b\u5ea6\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u5f53\u5404\u5de5\u5382\u91c7\u6837\u7387\u5206\u522b\u4e3a1kHz\u30012kHz\u30014kHz\u65f6\uff0cFedProx\u76f8\u6bd4FedAvg\u5c06\u6700\u7ec8\u51c6\u786e\u7387\u4ece81%\u63d0\u5347\u81f389%\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u91c7\u7528\u77e5\u8bc6\u84b8\u998f\u8f85\u52a9\u805a\u5408\uff1a\u670d\u52a1\u5668\u4e0d\u76f4\u63a5\u5e73\u5747\u53c2\u6570\uff0c\u800c\u662f\u5c06\u5404\u5de5\u5382\u4e0a\u4f20\u7684\u6a21\u578b\u4f5c\u4e3a\u6559\u5e08\uff0c\u8bad\u7ec3\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u5b66\u751f\u6a21\u578b\uff08\u77e5\u8bc6\u84b8\u998f\uff09\u3002\u8fd9\u5bf9\u5f02\u6784\u6a21\u578b\u67b6\u6784\uff08\u6709\u7684\u5de5\u5382\u7528LSTM\uff0c\u6709\u7684\u7528Transformer\uff09\u5c24\u5176\u6709\u6548\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u516d\u3001\u6848\u4f8b\u9a8c\u8bc1\uff1a\u4e09\u4e2a\u5de5\u5382\u7684\u53d8\u9891\u5668IGBT\u5f00\u8def\u6545\u969c<\/h3>\n\n\n\n<p>\u53c2\u4e0e\u5de5\u5382\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5de5\u5382A\uff1a\u7eba\u7ec7\u5382\uff0c20\u53f0\u53d8\u9891\u5668\uff0c\u91c7\u6837\u73871kHz\uff0c\u6545\u969c\u6837\u672c80\u4f8b\u3002<\/li>\n\n\n\n<li>\u5de5\u5382B\uff1a\u6c7d\u8f66\u710a\u88c5\uff0c35\u53f0\u53d8\u9891\u5668\uff0c\u91c7\u6837\u73872kHz\uff0c\u6545\u969c\u6837\u672c120\u4f8b\u3002<\/li>\n\n\n\n<li>\u5de5\u5382C\uff1a\u5316\u5de5\u5382\uff0c12\u53f0\u53d8\u9891\u5668\uff0c\u91c7\u6837\u73874kHz\uff0c\u6545\u969c\u6837\u672c45\u4f8b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6545\u969c\u7c7b\u578b\uff1a\u5355\u7ba1\u5f00\u8def\u3001\u53cc\u7ba1\u5f00\u8def\u3001\u7eed\u6d41\u4e8c\u6781\u7ba1\u635f\u574f\u3002\u8bc4\u4f30\u6307\u6807\uff1a\u5b8f\u5e73\u5747F1\u5206\u6570\u3002<\/p>\n\n\n\n<p><strong>\u7ed3\u679c<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5404\u5de5\u5382\u72ec\u7acb\u8bad\u7ec3\uff08\u65e0FL\uff09\uff1a\u5e73\u5747F1=0.78\uff08\u5de5\u5382C\u4ec50.65\uff0c\u56e0\u6837\u672c\u5c11\uff09\u3002<\/li>\n\n\n\n<li>\u6807\u51c6FL\uff08FedAvg\uff09\uff1a\u5e73\u5747F1=0.86\uff0c\u4f46\u5de5\u5382C\u4ecd\u4f4e\u4e8e0.80\u3002<\/li>\n\n\n\n<li>\u6240\u63d0\u6846\u67b6\uff08FedProx+\u7279\u5f81\u5bf9\u9f50+DP\u566a\u58f0\u03c3=0.01\uff09\uff1a\u5e73\u5747F1=0.91\uff0c\u5de5\u5382C\u63d0\u5347\u81f30.87\u3002<\/li>\n\n\n\n<li>\u9690\u79c1\u589e\u5f3a\u7248\uff08\u52a0\u5165HE\uff09\uff1aF1=0.89\uff0c\u8ba1\u7b97\u65f6\u95f4\u589e\u52a06\u500d\uff0c\u4f46\u4ecd\u5728\u53ef\u63a5\u53d7\u8303\u56f4\uff08\u6bcf\u8f6e\u8bad\u7ec315\u5206\u949f\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e03\u3001\u6311\u6218\u4e0e\u5c55\u671b<\/h3>\n\n\n\n<p>\u5f53\u524d\u65b9\u6848\u4ecd\u5b58\u5728\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u901a\u4fe1\u6548\u7387<\/strong>\uff1a\u68af\u5ea6\u4f20\u8f93\u5e26\u5bbd\u5927\u3002\u53ef\u5f15\u5165\u68af\u5ea6\u538b\u7f29\uff08Top-K\u7a00\u758f\u5316\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6076\u610f\u53c2\u4e0e\u68c0\u6d4b<\/strong>\uff1a\u9632\u6b62\u5de5\u5382\u4e0a\u4f20\u4f2a\u9020\u68af\u5ea6\u7834\u574f\u6a21\u578b\u3002\u533a\u5757\u94fe\u8bb0\u5f55\u53c2\u4e0e\u5386\u53f2\uff0c\u7ed3\u5408\u5f02\u5e38\u68c0\u6d4b\u3002<\/li>\n\n\n\n<li><strong>\u52a8\u6001\u8bbe\u5907\u52a0\u5165<\/strong>\uff1a\u65b0\u5de5\u5382\u52a0\u5165\u65f6\uff0c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\uff0c\u901a\u8fc7\u8fc1\u79fb\u5b66\u4e60\u9002\u914d\u5176\u6570\u636e\u5206\u5e03\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u672a\u6765\uff0c\u8054\u90a6\u5b66\u4e60\u53ef\u4e0e\u8fb9\u7f18\u8ba1\u7b97\u7ed3\u5408\uff0c\u5728PLC\u6216\u5de5\u4e1a\u7f51\u5173\u7aef\u76f4\u63a5\u8bad\u7ec3\uff0c\u8fdb\u4e00\u6b65\u51cf\u5c11\u6570\u636e\u6d41\u51fa\u3002\u540c\u65f6\uff0c\u4e0e\u53ef\u89e3\u91caAI\uff08XAI\uff09\u878d\u5408\uff0c\u4f7f\u5de5\u5382\u80fd\u7406\u89e3\u6a21\u578b\u51b3\u7b56\u4f9d\u636e\uff0c\u589e\u5f3a\u4fe1\u4efb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u516b\u3001\u7ed3\u8bba<\/h3>\n\n\n\n<p>\u8054\u90a6\u5b66\u4e60\u4e3a\u8de8\u5de5\u5382\u7535\u6c14\u8bbe\u5907\u6545\u969c\u8bca\u65ad\u63d0\u4f9b\u4e86\u4e00\u6761\u517c\u987e\u9690\u79c1\u4e0e\u6548\u80fd\u7684\u8def\u5f84\u3002\u901a\u8fc7\u7279\u5f81\u5bf9\u9f50\u3001\u8fd1\u7aef\u4f18\u5316\u548c\u4e09\u5c42\u9690\u79c1\u9632\u62a4\uff0c\u53ef\u5728\u4e0d\u5171\u4eab\u539f\u59cb\u6570\u636e\u7684\u524d\u63d0\u4e0b\u8bad\u7ec3\u51fa\u8d85\u8d8a\u5355\u5382\u4e0a\u9650\u7684\u5168\u5c40\u6a21\u578b\u3002\u5b9e\u9a8c\u8bc1\u660e\u8be5\u65b9\u6cd5\u5728\u5b9e\u9645\u5de5\u4e1a\u573a\u666f\u4e2d\u53ef\u884c\u4e14\u6709\u6548\uff0c\u6709\u671b\u6210\u4e3a\u5de5\u4e1a\u6570\u636e\u534f\u4f5c\u7684\u65b0\u8303\u5f0f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7535\u6c14\u8bbe\u5907\uff08\u53d8\u9891\u5668\u3001\u7535\u673a\u3001\u65ad\u8def\u5668\uff09\u7684\u6545\u969c\u8bca\u65ad\u4f9d\u8d56\u5927\u91cf\u8fd0\u884c\u6570\u636e\uff0c\u4f46\u5355\u4e00\u5de5\u5382\u7684\u6570\u636e\u91cf\u6709\u9650\u4e14\u5b58\u5728\u9690\u79c1\u987e\u8651\u3002\u8054\u90a6\u5b66\u4e60\u5141\u8bb8 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1021,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"themepark_post_bcolor":"#f5f5f5","themepark_post_width":"1022px","themepark_post_img":"","themepark_post_img_po":"left","themepark_post_img_re":false,"themepark_post_img_cover":false,"themepark_post_img_fixed":false,"themepark_post_hide_title":false,"themepark_post_main_b":"","themepark_post_main_p":100,"themepark_paddingblock":false,"footnotes":""},"categories":[2],"tags":[],"class_list":["post-1436","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"metadata":{"_edit_lock":["1776762170:1"],"_thumbnail_id":["1021"],"_edit_last":["1"],"catce":["sidebar-widgets4"],"views":["16"]},"medium_url":"http:\/\/www.sdjxsjy.com\/wp-content\/uploads\/2025\/09\/\u6c22\u71c3\u6599\u7535\u6c60\u53cc\u6781\u677f\u81ea\u52a8\u70b9\u80f6\u673a-300x260.png","thumbnail_url":"http:\/\/www.sdjxsjy.com\/wp-content\/uploads\/2025\/09\/\u6c22\u71c3\u6599\u7535\u6c60\u53cc\u6781\u677f\u81ea\u52a8\u70b9\u80f6\u673a-150x150.png","full_url":"http:\/\/www.sdjxsjy.com\/wp-content\/uploads\/2025\/09\/\u6c22\u71c3\u6599\u7535\u6c60\u53cc\u6781\u677f\u81ea\u52a8\u70b9\u80f6\u673a.png","_links":{"self":[{"href":"http:\/\/www.sdjxsjy.com\/index.php?rest_route=\/wp\/v2\/posts\/1436","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.sdjxsjy.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.sdjxsjy.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.sdjxsjy.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sdjxsjy.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1436"}],"version-history":[{"count":1,"href":"http:\/\/www.sdjxsjy.com\/index.php?rest_route=\/wp\/v2\/posts\/1436\/revisions"}],"predecessor-version":[{"id":1437,"href":"http:\/\/www.sdjxsjy.com\/index.php?rest_route=\/wp\/v2\/posts\/1436\/revisions\/1437"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.sdjxsjy.com\/index.php?rest_route=\/wp\/v2\/media\/1021"}],"wp:attachment":[{"href":"http:\/\/www.sdjxsjy.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1436"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sdjxsjy.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1436"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sdjxsjy.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1436"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}