{"id":37518,"date":"2025-01-30T05:00:54","date_gmt":"2025-01-29T21:00:54","guid":{"rendered":"https:\/\/17aitech.com\/?p=37518"},"modified":"2025-01-30T05:00:54","modified_gmt":"2025-01-29T21:00:54","slug":"%e6%84%8f%e5%bf%b5%e6%93%8d%e6%8e%a7%e7%94%b5%e8%84%91%ef%bc%8c%e5%a6%82%e6%89%8b%e6%8e%8c%e8%88%ac%e7%b2%be%e5%87%86%ef%bc%81mit%e8%84%91%e6%9c%ba%e6%8e%a5%e5%8f%a3%e6%96%b0%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37518","title":{"rendered":"\u610f\u5ff5\u64cd\u63a7\u7535\u8111\uff0c\u5982\u624b\u638c\u822c\u7cbe\u51c6\uff01MIT\u8111\u673a\u63a5\u53e3\u65b0\u6280\u672f\u767bNature\u5b50\u520a"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-30-5\" target=\"_blank\">\u610f\u5ff5\u64cd\u63a7\u7535\u8111\uff0c\u5982\u624b\u638c\u822c\u7cbe\u51c6\uff01MIT\u8111\u673a\u63a5\u53e3\u65b0\u6280\u672f\u767bNature\u5b50\u520a<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6d9dd94ce740741a5eaae3a14dc64260.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6d9dd94ce740741a5eaae3a14dc64260.png\"><\/a><\/section>\n<p>\u7f16\u8f91 | 2049<\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u4ec5\u51ed\u601d\u7ef4\u5c31\u80fd\u81ea\u5982\u5730\u64cd\u63a7\u7535\u8111\u9f20\u6807\uff0c\u5c31\u50cf\u5065\u5168\u4eba\u4f7f\u7528\u624b\u90e8\u4e00\u6837\u7cbe\u51c6\u548c\u6d41\u7545\u3002\u8fd9\u542c\u8d77\u6765\u50cf\u79d1\u5e7b\u7247\u4e2d\u7684\u573a\u666f\uff0c\u4f46\u5728\u52a0\u5dde\u7406\u5de5\u5b66\u9662\uff08MIT\uff09\u7684\u6700\u65b0\u7814\u7a76\u4e2d\uff0c\u8fd9\u6837\u7684\u672a\u6765\u6b63\u5728\u6210\u4e3a\u73b0\u5b9e\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u5f00\u53d1\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a\u300cFENet\u300d\u7684\u7a81\u7834\u6027\u6280\u672f\uff0c\u8ba9\u762b\u75ea\u60a3\u8005\u80fd\u591f\u66f4\u7cbe\u51c6\u5730\u7528\u610f\u5ff5\u63a7\u5236\u7535\u8111\u8bbe\u5907\u3002<\/p>\n<p>\u8be5\u7814\u7a76\u4ee5\u300c<em>Enhanced control of a brain-computer interface by tetraplegic participants via neural-network-mediated feature extraction<\/em>\u300d\u4e3a\u9898\uff0c\u4e8e 2024 \u5e74 12 \u6708 6 \u65e5\u53d1\u5e03\u5728\u300a<em>Nature Biomedical Engineering<\/em>\u300b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cb0a5865b48a696f6d49110013d5815a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cb0a5865b48a696f6d49110013d5815a.png\"><\/a><\/p>\n<p><strong>\u7814\u7a76\u80cc\u666f<\/strong><\/p>\n<p>\u8111\u673a\u63a5\u53e3\u6280\u672f\u901a\u8fc7\u5728\u5927\u8111\u76ae\u5c42\u690d\u5165\u7535\u6781\u9635\u5217\uff0c\u8ba9\u4eba\u7c7b\u601d\u7ef4\u53ef\u4ee5\u76f4\u63a5\u63a7\u5236\u8ba1\u7b97\u673a\uff0c\u4e3a\u622a\u762b\u60a3\u8005\u91cd\u83b7\u6d3b\u52a8\u80fd\u529b\u5e26\u6765\u5e0c\u671b\u3002\u7136\u800c\uff0c\u5f53\u524d\u7684\u690d\u5165\u5f0f\u8111\u673a\u63a5\u53e3\u5728\u7cbe\u51c6\u5ea6\u548c\u53ef\u9760\u6027\u65b9\u9762\u8fd8\u8fdc\u672a\u8fbe\u5230\u5065\u5168\u4eba\u624b\u90e8\u64cd\u63a7\u7684\u6c34\u5e73\u3002<\/p>\n<p>\u5176\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u795e\u7ecf\u4fe1\u53f7\u7684\u63d0\u53d6\u548c\u89e3\u7801\u3002\u8fd9\u5c31\u50cf\u5728\u5608\u6742\u7684\u97f3\u4e50\u8282\u73b0\u573a\u8981\u51c6\u786e\u6355\u6349\u67d0\u4e2a\u7279\u5b9a\u4e50\u5668\u7684\u58f0\u97f3\uff0c\u5982\u4f55\u4ece\u5145\u6ee1\u566a\u58f0\u7684\u795e\u7ecf\u6d3b\u52a8\u4e2d\u8bc6\u522b\u51fa\u6709\u6548\u7684\u63a7\u5236\u4fe1\u53f7\u3002<\/p>\n<p>\u968f\u7740\u65f6\u95f4\u63a8\u79fb\uff0c\u690d\u5165\u7535\u6781\u5468\u56f4\u7684\u7ec4\u7ec7\u53d8\u5316\u4f1a\u5bfc\u81f4\u4fe1\u53f7\u8d28\u91cf\u9010\u6e10\u4e0b\u964d\uff0c\u800c\u4f20\u7edf\u7684<mark data-id=\"c8eaa083-424b-453e-9197-b7a71901e12f\" data-type=\"tech_tasks\">\u4fe1\u53f7\u5904\u7406<\/mark>\u65b9\u6cd5\u5982\u9608\u503c\u68c0\u6d4b\uff08TCs\uff09\u548c\u5c0f\u6ce2\u53d8\u6362\uff08WTs\uff09\u96be\u4ee5\u9002\u5e94\u8fd9\u79cd\u52a8\u6001\u53d8\u5316\u3002\u8fd9\u51f8\u663e\u4e86\u5f00\u53d1\u66f4\u667a\u80fd\u3001\u66f4\u7a33\u5065\u7684\u7279\u5f81\u63d0\u53d6\u65b9\u6cd5\u7684\u5fc5\u8981\u6027\u3002<\/p>\n<p><strong>\u6280\u672f\u521b\u65b0<\/strong><\/p>\n<p>\u8be5\u56e2\u961f\u63d0\u51fa\u7684 FENet\uff08Feature Extraction Network\uff09\u6846\u67b6\u901a\u8fc7<mark data-id=\"01946acc-d031-4c0e-909c-f062643b7273\" data-type=\"tech_methods\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u65b9\u6cd5\u5b9e\u73b0\u4e86\u5bf9\u8fd9\u4e00\u6280\u672f\u74f6\u9888\u7684\u7a81\u7834\u3002\u5176\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u7ea6\u675f\u6027\u7aef\u5230\u7aef\u8bad\u7ec3\u67b6\u6784\uff0c\u901a\u8fc7\u4ee5\u4e0b\u673a\u5236\u5b9e\u73b0\u4e86\u7279\u5f81\u63d0\u53d6\u7684\u4f18\u5316\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-34b50d9ea401b0b84928dfa2b4f7d78b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-34b50d9ea401b0b84928dfa2b4f7d78b.png\"><\/a><\/p>\n<section>\u56fe 1\uff1a\u65b9\u6cd5\u6982\u8ff0\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/section>\n<p><strong>\u7edf\u4e00<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark><mark data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\" data-type=\"concepts\">\u6620\u5c04<\/mark><\/strong><\/p>\n<p>FENet \u91c7\u7528\u4e00\u7ef4<mark data-id=\"85c4b79b-6428-4184-b9bc-5beb6e2b1f3f\" data-type=\"tech_methods\">\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/mark>\u67b6\u6784\uff0c\u521b\u65b0\u6027\u5730\u5bf9\u6240\u6709\u7535\u6781\u91c7\u7528\u76f8\u540c\u7684\u7279\u5f81\u63d0\u53d6<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark>\u3002\u8fd9\u4e00\u8bbe\u8ba1\u57fa\u4e8e\u795e\u7ecf\u5143\u6d3b\u52a8\u7684\u751f\u7269\u7269\u7406\u7279\u6027\u2014\u2014\u52a8\u4f5c\u7535\u4f4d\u6ce2\u5f62\u4e3b\u8981\u53d6\u51b3\u4e8e\u7535\u6781\u5c16\u7aef\u4e0e\u795e\u7ecf\u5143\u7684\u76f8\u5bf9\u4f4d\u7f6e\uff0c\u800c\u975e\u795e\u7ecf\u5143\u5728\u884c\u4e3a\u4e2d\u7684\u5177\u4f53\u529f\u80fd\u3002\u8fd9\u79cd\u7ea6\u675f\u4e0d\u4ec5\u964d\u4f4e\u4e86<mark data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\" data-type=\"concepts\">\u53c2\u6570<\/mark>\u6570\u91cf\uff0c\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u66f4\u91cd\u8981\u7684\u662f\u4f7f\u5f97\u63d0\u53d6\u7684\u7279\u5f81\u5177\u6709\u8de8\u7535\u6781\u3001\u8de8\u8111\u533a\u7684\u4e00\u81f4\u6027\u3002<\/p>\n<p><strong>\u53cc\u9636\u6bb5\u4f18\u5316\u7b56\u7565<\/strong><\/p>\n<p>\u7cfb\u7edf\u91c7\u7528\u521b\u65b0\u7684\u53cc\u9636\u6bb5\u4f18\u5316\u67b6\u6784\uff1a\u7b2c\u4e00\u9636\u6bb5\u5c06\u5bbd\u5e26\u795e\u7ecf\u4fe1\u53f7\u8f6c\u6362\u4e3a\u795e\u7ecf\u7279\u5f81\uff0c\u7b2c\u4e8c\u9636\u6bb5\u5efa\u7acb\u7279\u5f81\u5230\u884c\u4e3a\u7684\u89e3\u7801<mark data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\" data-type=\"concepts\">\u6620\u5c04<\/mark>\u3002\u8fd9\u79cd\u5206\u79bb\u8bbe\u8ba1\u786e\u4fdd\u4e86\u7279\u5f81\u63d0\u53d6\u8fc7\u7a0b\u72ec\u7acb\u4e8e\u5177\u4f53\u7684\u884c\u4e3a\u89e3\u7801\u4efb\u52a1\uff0c\u63d0\u9ad8\u4e86\u65b9\u6cd5\u7684\u901a\u7528\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<p><strong>\u81ea\u9002\u5e94\u7279\u5f81\u5b66\u4e60<\/strong><\/p>\n<p>FENet \u901a\u8fc7<mark data-id=\"01946acc-d031-4c0e-909c-f062643b7273\" data-type=\"tech_methods\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u6846\u67b6\uff0c\u80fd\u591f\u81ea\u9002\u5e94\u5730\u4ece\u539f\u59cb\u4fe1\u53f7\u4e2d\u5b66\u4e60\u6700\u5177\u4fe1\u606f\u91cf\u7684\u7279\u5f81\u6a21\u5f0f\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u9884\u8bbe\u7684\u7279\u5f81\u63d0\u53d6\u89c4\u5219\u3002\u8fd9\u79cd\u6570\u636e\u9a71\u52a8\u7684\u65b9\u6cd5\u663e\u8457\u63d0\u5347\u4e86\u5bf9\u590d\u6742\u795e\u7ecf\u4fe1\u53f7\u6a21\u5f0f\u7684\u6355\u83b7\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1a27edbe432fc6f8b96264be4e1b98d6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1a27edbe432fc6f8b96264be4e1b98d6.png\"><\/a><\/p>\n<p>\u56fe 2\uff1a\u95ed\u73af\u8bad\u7ec3\u548c\u7ba1\u9053\u4ee5\u53caBCI \u7cfb\u7edf\u7684\u7ed3\u6784\u548c\u6027\u80fd\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n<p><strong>\u5b9e\u9a8c\u9a8c\u8bc1<\/strong><\/p>\n<p>\u7814\u7a76\u56e2\u961f\u5728\u4e09\u540d\u622a\u762b\u60a3\u8005\u8eab\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u9a8c\u8bc1\uff1a54 \u5c81\u7684 JJ\uff08C5-C6\uff09\uff0c32 \u5c81\u7684 EGS\uff08C5-C6\uff09\u548c 62 \u5c81\u7684 NS\uff08C3-C4\uff09\u3002JJ \u63d0\u4f9b\u4e86 54 \u6b21\u4f1a\u8bdd\u6570\u636e\uff0c\u65f6\u95f4\u8de8\u5ea6\u4ece 2019 \u81f3 2022 \u5e74\uff1bEGS \u63d0\u4f9b\u4e86 175 \u6b21\u4f1a\u8bdd\u6570\u636e\uff0c\u65f6\u95f4\u8de8\u5ea6\u4ece 2014 \u81f3 2018 \u5e74\uff1b\u800c NS \u5b8c\u6210\u4e86 9 \u6b21\u4f1a\u8bdd\u7684\u624b\u6307\u7f51\u683c\u4efb\u52a1\u6d4b\u8bd5\u3002<\/p>\n<p>\u5728\u95ed\u73af\u63a7\u5236\u4efb\u52a1\u4e2d\uff0cFENet \u76f8\u6bd4\u73b0\u6709\u65b9\u6cd5\u663e\u8457\u6539\u5584\u4e86\u591a\u9879\u6307\u6807\uff1a\u51cf\u5c11\u4e86\u77ac\u65f6\u89d2\u5ea6\u8bef\u5dee\uff0c\u63d0\u9ad8\u4e86\u8def\u5f84\u6548\u7387\uff0c\u7f29\u77ed\u4e86\u5230\u8fbe\u76ee\u6807\u6240\u9700\u65f6\u95f4\u3002<\/p>\n<p>\u57288&#215;8\u7f51\u683c\u4efb\u52a1\u4e2d\uff0c\u76f8\u6bd4\u9608\u503c\u68c0\u6d4b\u6cd5\uff08t = -11.850, P &lt; 0.0001\uff09\u548c\u5c0f\u6ce2\u53d8\u6362\u6cd5\uff08t = -4.252, P &lt; 0.0001\uff09\uff0cFENet \u5728\u6210\u529f\u7387\u548c\u4fe1\u606f\u4f20\u8f93\u7387\u65b9\u9762\u90fd\u53d6\u5f97\u663e\u8457\u63d0\u5347\u3002\u6bcf\u6b21\u6d4b\u8bd5\u4e2d\uff0c\u53c2\u4e0e\u8005\u90fd\u8868\u793a\u5f3a\u70c8\u504f\u597d\u4f7f\u7528\u57fa\u4e8e FENet \u7684\u89e3\u7801\u5668\u3002<\/p>\n<p>\u7814\u7a76\u8fd8\u8868\u660e\uff0cFENet \u5c55\u793a\u4e86\u51fa\u8272\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u53ef\u4ee5\u5728\u4e0d\u540c\u65f6\u671f\u3001\u4e0d\u540c\u8111\u533a\uff08\u5982\u8fd0\u52a8\u76ae\u5c42\u548c\u9876\u53f6\u76ae\u5c42\uff09\u548c\u4e0d\u540c\u53d7\u8bd5\u8005\u4e4b\u95f4\u4fdd\u6301\u7a33\u5b9a\u6027\u80fd\u3002<\/p>\n<p>\u867d\u7136\u7cfb\u7edf\u5b58\u5728\u8bd5\u9a8c\u95f4\u7684\u53d8\u5f02\u6027\uff0c\u4f46\u8fd9\u79cd\u53d8\u5f02\u6027\u4e3b\u8981\u6e90\u4e8e\u884c\u4e3a\u56e0\u7d20\u5bf9\u5355\u7535\u6781\u6c34\u5e73\u795e\u7ecf\u6d3b\u52a8\u7684\u5f71\u54cd\uff0c\u53ef\u4ee5\u901a\u8fc7\u591a\u7535\u6781\u8bb0\u5f55\u548c\u6f5c\u53d8\u91cf\u4f30\u8ba1\u6765\u7f13\u89e3\u3002\u8fd9\u4e9b\u53d1\u73b0\u4e3a FENet \u5728\u4e34\u5e8a\u4e2d\u7684\u5b9e\u9645\u5e94\u7528\u63d0\u4f9b\u4e86\u91cd\u8981\u652f\u6301\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-75c4ff9a3c4a166255b2626ae71d6ff8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-75c4ff9a3c4a166255b2626ae71d6ff8.png\"><\/a><\/p>\n<p>\u56fe 3\uff1aJJ \u7684\u95ed\u73af\u6027\u80fd\u8bc4\u4f30\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\u539f\u56fe Figure 2\uff09<\/p>\n<p>\u603b\u4e4b\uff0cFENet \u7684\u7a81\u7834\u4e0d\u4ec5\u5f00\u521b\u4e86\u8111\u673a\u63a5\u53e3\u4f18\u5316\u7684\u65b0\u8303\u5f0f\uff0c\u66f4\u8ba9\u300c\u7528\u601d\u7ef4\u63a7\u5236\u8bbe\u5907\u300d\u7684\u613f\u666f\u66f4\u8fd1\u4e00\u6b65\u3002\u8fd9\u9879\u5c06<mark data-id=\"306453a1-dae0-4518-9204-c5d533cedbe7\" data-type=\"concepts\">\u795e\u7ecf\u79d1\u5b66<\/mark>\u4e0e<mark data-id=\"01946acc-d031-4c0e-909c-f062643b7273\" 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