{"id":262306,"date":"2024-09-02T06:52:30","date_gmt":"2024-09-01T22:52:30","guid":{"rendered":"http:\/\/www.cailiaoniu.com\/?p=262306"},"modified":"2024-09-01T16:46:09","modified_gmt":"2024-09-01T08:46:09","slug":"%e7%8e%8b%e5%8f%8c%e9%a3%9e%e9%99%a2%e5%a3%ab%e5%9b%a2%e9%98%9f%e7%8e%8b%e5%bf%97%e4%bc%9f%e5%89%af%e6%95%99%e6%8e%88nano-energy%ef%bc%9a%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84","status":"publish","type":"post","link":"http:\/\/www.cailiaoniu.com\/?p=262306","title":{"rendered":"\u738b\u53cc\u98de\u9662\u58eb\u56e2\u961f\u738b\u5fd7\u4f1f\u526f\u6559\u6388Nano Energy\uff1a\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684TENG\u5b9e\u65f6\u6570\u636e\u53ef\u89c6\u5316\u76d1\u6d4b"},"content":{"rendered":"

\u3010\u7814\u7a76\u80cc\u666f\u3011<\/strong><\/p>\n

\u667a\u80fd\u4f20\u611f\u5668\u548c\u903b\u8f91\u7b97\u6cd5\u7684\u84ec\u52c3\u53d1\u5c55\u63a8\u52a8\u4e86\u7269\u8054\u7f51\uff08IoT\uff09\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u52a0\u901f\u667a\u80fd\u65f6\u4ee3\u7684\u5230\u6765\u3002\u6469\u64e6\u7eb3\u7c73\u53d1\u7535\u673a (TENG)\u4f20\u611f\u5668\u53ca\u6df1\u5ea6\u5b66\u4e60(DL)\u7684\u96c6\u6210\u51ed\u501fTENG\u7684\u81ea\u4f9b\u7535\u4f20\u611f\u3001\u9ad8\u7075\u654f\u5ea6\u53ca\u5e7f\u6cdb\u9002\u7528\u6027\u7b49\u72ec\u7279\u4f18\u52bf\u53caDL\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u80fd\u529b\uff0c\u51c6\u786e\u3001\u9ad8\u6548\u548c\u53ef\u89c6\u5316\u76d1\u6d4b\u5404\u79cd\u76f8\u5173\u4fe1\u53f7\uff0c\u5177\u5907\u8fdc\u8d85\u5e38\u89c4\u7684\u4f20\u611f\u6027\u80fd\u548c\u53d1\u5c55\u6f5c\u529b\uff0c\u5728\u667a\u80fd\u5bb6\u5c45\u3001\u5065\u5eb7\u533b\u7597\u3001\u73af\u5883\u76d1\u6d4b\u7b49\u9886\u57df\u5e7f\u6cdb\u5e94\u7528\uff0c\u63a8\u52a8\u4e86\u4e0b\u4e00\u4ee3\u66f4\u52a0\u667a\u80fd\u3001\u9ad8\u6548\u7684\u4f20\u611f\u7cfb\u7edf\u7684\u53d1\u5c55\u3002<\/p>\n

\u3010\u6587\u7ae0\u6982\u8ff0\u3011<\/strong><\/p>\n

\"\"<\/p>\n

\u8fd1\u65e5\uff0c\u738b\u53cc\u98de\u9662\u58eb\u56e2\u961f\u738b\u5fd7\u4f1f\u526f\u6559\u6388\u8bfe\u9898\u7ec4<\/strong>\u5c31\u8fd1\u5e74\u6765DL\u8f85\u52a9TENG\u8fdb\u884c\u5b9e\u65f6\u6570\u636e\u53ef\u89c6\u5316\u76d1\u6d4b\u9886\u57df\u7684\u7814\u7a76\u8fdb\u5c55\u8fdb\u884c\u7efc\u8ff0\u3002\u91cd\u70b9\u4ecb\u7ecdDL\u76f8\u5173\u7b97\u6cd5\u7684\u57fa\u672c\u539f\u7406\u548c\u5904\u7406\u8fc7\u7a0b\uff0c\u7a81\u51fa\u5176\u5728\u590d\u6742\u6570\u636e\u5904\u7406\u8fc7\u7a0b\u7684\u4f18\u52bf\uff0c\u5e76\u5206\u6790\u4e86\u6db2-\u56fa\u548c\u56fa-\u56fa\u7684TENG\u5728\u81ea\u4f9b\u7535\u4f20\u611f\u548c\u591a\u6a21\u6001\u4fe1\u53f7\u91c7\u96c6\u65b9\u9762\u7684\u5e94\u7528\uff1b\u91cd\u70b9\u603b\u7ed3\u4e86DL\u4e0eTENG\u96c6\u6210\u7684\u4f18\u52bf\u548c\u534f\u540c\u673a\u5236\uff0c\u5168\u9762\u603b\u7ed3\u4e86\u4e8c\u8005\u96c6\u6210\u6570\u636e\u53ef\u89c6\u5316\u5b9e\u65f6\u76d1\u6d4b\u5728\u591a\u7ef4\u89e6\u89c9\u611f\u77e5\u3001\u4eba\u4f53\u8fd0\u52a8\u611f\u77e5\u3001\u5065\u5eb7\u76d1\u6d4b\u3001\u5916\u90e8\u73af\u5883\u611f\u77e5\u4e0e\u53cd\u9988\u548c\u6db2\u4f53\u8bc6\u522b\u4e0e\u5206\u6790\u4e94\u4e2a\u65b9\u5411\u7684\u5e94\u7528\u3002\u6700\u540e\uff0c\u8ba8\u8bba\u4e86\u4e8c\u8005\u96c6\u6210\u672a\u6765\u53d1\u5c55\u9762\u4e34\u7684\u6311\u6218\u548c\u5e94\u5bf9\u63aa\u65bd\u3002\u8be5\u6210\u679c\u4ee5\u9898\u4e3a\u201cReal-time data visual monitoring of triboelectric nanogenerators enabled by Deep learning\u201d\u53d1\u8868\u5728\u56fd\u9645\u5b66\u672f\u671f\u520a\u300aNano Energy\u300b\u4e0a\u30022023\u7ea7\u7855\u58eb\u7814\u7a76\u751f\u5f20\u6167\u4e9a<\/strong>\u4e3a\u672c\u6587\u7b2c\u4e00\u4f5c\u8005\uff0c\u738b\u5fd7\u4f1f\u526f\u6559\u6388<\/strong>\u4e3a\u901a\u8baf\u4f5c\u8005\uff0c\u5218\u6d9b\u3001\u90b9\u96ea\u83b2\u3001\u6731\u4e91\u9e4f\u3001\u8fdf\u660e\u8d85\u3001\u5434\u8fea\u3001\u6c5f\u67ef\u6f3e\u3001\u6731\u601d\u5609\u3001\u7fdf\u6587\u971e\u7b49\u7814\u7a76\u751f\u53c2\u4e0e\u7814\u7a76\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1. DL\u8f85\u52a9TENG\u5b9e\u65f6\u6570\u636e\u53ef\u89c6\u5316\u76d1\u6d4b\uff0c\u5305\u62ecDL\u7684\u6b65\u9aa4\uff1bCNN\u3001RNN\u3001 LSTM \u7b97\u6cd5\u539f\u7406\uff1b\u5e94\u7528<\/p>\n

\u3010\u56fe\u6587\u5bfc\u8bfb\u3011<\/strong><\/p>\n

1<\/strong>\u3001<\/strong>DL<\/strong>\u7f51\u7edc\u6a21\u578b<\/strong><\/p>\n

\u968f\u7740IoT\u98de\u901f\u53d1\u5c55\uff0c\u9700\u8981\u5904\u7406\u7684\u6570\u636e\u91cf\u4e5f\u5448\u6307\u6570\u578b\u589e\u957f\uff0c\u4e9f\u9700\u9ad8\u6548\u5904\u7406\u3002AI\u9886\u57df\u56e0\u5176\u6570\u636e\u5904\u7406\u6280\u672f\u5907\u53d7\u5173\u6ce8\uff0c\u7279\u522b\u662f\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u6280\u672f\u4ec5\u9700\u5411\u8ba1\u7b97\u673a\u7cfb\u7edf\u8f93\u5165\u8db3\u591f\u7684\u76f8\u5173\u95ee\u9898\u6570\u636e\uff0c\u4fbf\u80fd\u81ea\u52a8\u6d1e\u5bdf\u6570\u636e\u89c4\u5f8b\u751f\u6210\u6a21\u578b\uff0c\u8fdb\u800c\u505a\u51fa\u7cbe\u51c6\u5224\u65ad\u6216\u51b3\u7b56\u3002\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u7279\u5f81\u5bf9\u7b97\u6cd5\u51c6\u786e\u5ea6\u81f3\u5173\u91cd\u8981\uff0c\u4f5c\u4e3aML\u7684\u4e00\u4e2a\u5b50\u96c6\uff0cDL\u5c55\u73b0\u51fa\u80fd\u5f3a\u5927\u7684\u80fd\u529b\u3002DL\u80fd\u591f\u81ea\u52a8\u5b66\u4e60\u591a\u4e2a\u4efb\u52a1\u7684\u7279\u5f81\u96c6\uff0c\u5728\u4e00\u6b21\u64cd\u4f5c\u4e2d\u540c\u65f6\u5b8c\u6210\u5b66\u4e60\u548c\u5206\u7c7b\uff0c\u5b9e\u73b0\u5bf9\u590d\u6742\u6570\u636e\u7684\u6df1\u5165\u5b66\u4e60\u548c\u7406\u89e3\u3002\u56e0DL\u5353\u8d8a\u7684\u7279\u5f81\u5b66\u4e60\u80fd\u529b\uff0c\u80fd\u591f\u81ea\u52a8\u63d0\u53d6\u6570\u636e\u4e2d\u7684\u9ad8\u5c42\u6b21\u7279\u5f81\uff0c\u5728\u5404\u4e2a\u9886\u57df\u5e7f\u53d7\u9752\u7750\u3002<\/p>\n

\"\"<\/p>\n

\u56fe2. DL\u7684\u6f14\u5316<\/p>\n

\uff081\uff09\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u6a21\u578b<\/p>\n

CNN\u901a\u8fc7\u6a21\u62df\u751f\u7269\u89c6\u89c9\u8ba4\u77e5\u673a\u5236\uff0c\u80fd\u591f\u6709\u6548\u63d0\u53d6\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\u4e2d\u7684\u5173\u952e\u7279\u5f81\uff0c\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\u3002CNN\u901a\u5e38\u7531\u8f93\u5165\u5c42\u3001\u5377\u79ef\u5c42\u3001\u6c60\u5316\u5c42\u548c\u5168\u8fde\u63a5\u5c42\u548c\u8f93\u51fa\u5c42\u7ec4\u6210\uff0c\u901a\u8fc7\u5377\u79ef\u5c42\u548c\u6c60\u5316\u5c42\u7b49\u90e8\u5206\u8fde\u63a5\u964d\u4f4e\u4e86\u7f51\u7edc\u53c2\u6570\u91cf\uff0c\u7b80\u5316\u7f51\u7edc\u8bad\u7ec3\u8fc7\u7a0b\u3002CNN\u4e2d\u7684\u4eba\u5de5\u795e\u7ecf\u5143\u80fd\u591f\u5bf9\u5c40\u90e8\u533a\u57df\u7684\u7279\u5f81\u505a\u51fa\u54cd\u5e94\uff0c\u5e76\u5728\u56fe\u50cf\u5904\u7406\u4e2d\u9010\u6e10\u5c06\u4f4e\u7ea7\u7279\u5f81\u6620\u5c04\u4e3a\u9ad8\u7ea7\u7279\u5f81\uff0c\u5b9e\u73b0\u6700\u7ec8\u7684\u5206\u7c7b\u8bc6\u522b\u3002<\/p>\n

\"\"<\/p>\n

\u56fe3. CNN\u6a21\u578b<\/p>\n

\uff082\uff09\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u6a21\u578b<\/p>\n

RNN\u662f\u4e00\u79cd\u4e13\u95e8\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u901a\u8fc7\u5176\u5faa\u73af\u7ed3\u6784\u548c\u65f6\u95f4\u8bb0\u5fc6\u80fd\u529b\uff0c\u80fd\u591f\u5904\u7406\u65f6\u95f4\u52a8\u6001\u6d88\u606f\uff0c\u4ece\u800c\u9002\u7528\u4e8e\u8bed\u97f3\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u7b49\u4efb\u52a1\u3002\u4e00\u4e2a\u6807\u51c6\u7684RNN\u6a21\u578b\u4e3b\u8981\u662f\u7531\u8f93\u5165\u5c42\u3001\u9690\u85cf\u5c42\u548c\u8f93\u51fa\u5c42\u7ec4\u6210\uff0c\u9690\u85cf\u5c42\u5185\u90e8\u7684\u8282\u70b9\u662f\u6709\u8fde\u63a5\u7684\uff0c\u9690\u85cf\u5c42\u7684\u8f93\u5165\u4e0d\u4ec5\u5305\u62ec\u8f93\u5165\u5c42\u7684\u8f93\u51fa\uff0c\u8fd8\u5305\u62ec\u4e0a\u4e00\u65f6\u523b\u9690\u85cf\u5c42\u7684\u8f93\u51fa\u3002\u8fd9\u79cd\u540c\u5c42\u795e\u7ecf\u5143\u95f4\u76f4\u63a5\u8fde\u63a5\uff0c\u8d4b\u4e88RNN\u72ec\u7279\u7684\u65f6\u95f4\u8bb0\u5fc6\u529f\u80fd\u3002<\/p>\n

\"\"<\/p>\n

\u56fe4. RNN\u6a21\u578b<\/p>\n

\uff083\uff09\u957f\u77ed\u671f\u8bb0\u5fc6\uff08LSTM\uff09\u6a21\u578b<\/p>\n

LSTM\u80fd\u591f\u901a\u8fc7\u589e\u52a0\u7ebf\u6027\u5e72\u9884\u6709\u9009\u62e9\u5730\u6dfb\u52a0\u6216\u51cf\u5c11\u4fe1\u606f\uff0c\u4ece\u800c\u89e3\u51b3\u666e\u901aRNN\u7f51\u7edc\u8bb0\u4e0d\u4f4f\u548c\u68af\u5ea6\u6d88\u5931\u95ee\u9898\uff0c\u56e0\u6b64\u5728\u6570\u636e\u4e2d\u7684\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u9002\u7528\u4e8e\u8bed\u97f3\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u673a\u5668\u7ffb\u8bd1\u7b49\u9886\u57df\u3002\u6bcf\u4e2aLSTM\u5355\u5143\u5177\u6709\u76f8\u540c\u7684\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u4e5f\u6709\u66f4\u591a\u53c2\u6570\u548c\u63a7\u5236\u4fe1\u606f\u7684\u95e8\u63a7\u5355\u5143\u7cfb\u7edf\uff0c\u6700\u91cd\u8981\u7684\u7ec4\u6210\u90e8\u5206\u662f\u72b6\u6001\u5355\u5143\uff0c\u6709\u7c7b\u4f3c\u4e8e\u6e17\u900f\u5355\u5143\u7684\u7ebf\u6027\u81ea\u5faa\u73af\uff0c\u56e0\u6b64\u80fd\u6709\u6548\u5b58\u50a8\u548c\u66f4\u65b0\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/p>\n

\"\"<\/p>\n

\u56fe5. LSTM\u6a21\u578b<\/p>\n

2<\/strong>\u3001<\/strong>DL<\/strong>\u9a71\u52a8<\/strong>TENG<\/strong>\u4f20\u611f\u5668\u7684\u7279\u70b9\u548c\u4f18\u52bf<\/strong><\/p>\n

TENG\u56e0\u5176\u81ea\u4f9b\u7535\u548c\u7075\u654f\u5ea6\u9ad8\u7684\u7279\u6027\uff0c\u5728\u4f20\u611f\u9886\u57df\u5907\u53d7\u5173\u6ce8\u3002\u4f46\u662f\uff0cTENG\u6613\u53d7\u73af\u5883\u5f71\u54cd\uff0c\u6765\u81ea\u73af\u5883\u7684\u5fae\u5c0f\u4fe1\u53f7\u5f88\u96be\u7528\u8089\u773c\u8bc6\u522b\uff0c\u5f71\u54cd\u5176\u4f20\u611f\u6027\u80fd\uff0c\u968f\u7740\u4fe1\u606f\u6280\u672f\u7684\u53d1\u5c55\uff0c\u5c06DL\u6570\u636e\u5904\u7406\u6280\u672f\u4e0eTENG\u76f8\u7ed3\u5408\uff0c\u5728\u7269\u8054\u7f51\u4f20\u611f\u9886\u57df\u53d6\u5f97\u4e86\u4e30\u7855\u7684\u6210\u679c\u3002\u73b0\u4ece\u7528\u4e8e\u81ea\u4f9b\u7535\u4f20\u611f\u7684\u6db2\u56fa\u548c\u56fa\u56faTENG\u539f\u7406\u51fa\u53d1\uff0c\u901a\u8fc7\u5bf9TENG\u91c7\u96c6\u7684\u591a\u901a\u9053\u6570\u636e\u8fdb\u884c\u89e3\u8026\u5904\u7406\uff0c\u53ef\u4ee5\u4e0eDL\u8fdb\u884c\u8026\u5408\uff0c\u5b9e\u73b0\u6570\u636e\u7684\u81ea\u52a8\u5b66\u4e60\u548c\u7279\u5f81\u63d0\u53d6\u00a0\u3002<\/p>\n

\"\"<\/p>\n

\u56fe6. \u7528\u4e8e\u81ea\u4f9b\u7535\u4f20\u611f\u7684TENG\u4f20\u611f\u5668<\/p>\n

3.DL<\/strong>\u8f85\u52a9<\/strong>TENG<\/strong>\u5728\u5b9e\u65f6\u6570\u636e\u53ef\u89c6\u5316\u76d1\u6d4b\u4e2d\u7684\u65b0\u5174\u5e94\u7528<\/strong><\/p>\n

DL\u8f85\u52a9TENG\u53ef\u4ee5\u5b9e\u73b0\u6570\u636e\u7684\u5b9e\u65f6\u667a\u80fd\u5904\u7406\uff0c\u4ece\u800c\u63d0\u9ad8\u6570\u636e\u5904\u7406\u8d28\u91cf\u3001\u8bc6\u522b\u6a21\u5f0f\u3001\u9884\u6d4b\u672a\u6765\u8d8b\u52bf\u6216\u505a\u51fa\u667a\u80fd\u51b3\u7b56\uff0c\u5b9e\u73b0\u66f4\u667a\u80fd\u3001\u66f4\u9ad8\u6548\u7684\u80fd\u6e90\u91c7\u96c6\u548c\u4f20\u611f\u7f51\u7edc\uff0c\u4e3a\u672a\u6765\u53ef\u6301\u7eed\u53d1\u5c55\u5960\u5b9a\u57fa\u7840\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0cDL\u8f85\u52a9TENG\u4f20\u611f\u5668\u5df2\u5e7f\u6cdb\u5e94\u7528\u4e8e\u591a\u7ef4\u89e6\u89c9\u611f\u77e5\u3001\u4eba\u4f53\u8fd0\u52a8\u611f\u77e5\u3001\u5065\u5eb7\u76d1\u6d4b\u3001\u5916\u90e8\u73af\u5883\u611f\u77e5\u4e0e\u53cd\u9988\u3001\u6db2\u4f53\u8bc6\u522b\u4e0e\u5206\u6790\u7b49\u9886\u57df\uff0c\u4ece\u800c\u63a8\u52a8\u4e86\u667a\u80fd\u4f20\u611f\u6280\u672f\u7684\u521b\u65b0\u4e0e\u53d1\u5c55\u3002<\/p>\n

\uff081) \u591a\u7ef4\u89e6\u89c9\u611f\u77e5<\/p>\n

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\"\"<\/p>\n

\u56fe7. DL\u8f85\u52a9TENG\u7528\u4e8e\u591a\u7ef4\u89e6\u89c9\u611f\u77e5<\/p>\n

(2) \u4eba\u4f53\u8fd0\u52a8\u611f\u77e5<\/p>\n

\u5229\u7528\u6469\u64e6\u7535\u4fe1\u53f7\u7684\u5e45\u503c\u548c\u5cf0\u503c\u5b9e\u73b0\u4eba\u673a\u4ea4\u4e92\u3001\u8bc6\u522b\u4eba\u4f53\u8fd0\u52a8\uff0c\u5bf9\u4eba\u4f53\u8fd0\u52a8\u76d1\u6d4b\u7b49\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u7136\u800c\uff0c\u7531\u4e8e\u4e0e\u4eba\u4f53\u8fd0\u52a8\u76f8\u5173\u7684\u6469\u64e6\u7535\u4fe1\u53f7\u5177\u6709\u8bb8\u591a\u5fae\u5999\u7684\u4fe1\u606f\uff0c\u4ec5\u4f9d\u9760\u6469\u64e6\u7535\u632f\u5e45\u6216\u5cf0\u503c\u6570\u65e0\u6cd5\u8bc6\u522b\u590d\u6742\u7684\u8fd0\u52a8\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u5c06DL\u6570\u636e\u81ea\u52a8\u8bc6\u522b\u548c\u7279\u5f81\u63d0\u53d6\u7684\u4f18\u52bf\u7528\u4e8e\u8f85\u52a9TENG\u5b9e\u73b0\u4eba\u4f53\u8fd0\u52a8\u611f\u77e5\uff0c\u53ef\u7528\u4e8e\u624b\u52bf\u8bc6\u522b\u3001\u6b65\u6001\u5206\u6790\u3001\u751a\u81f3\u53ef\u7528\u4e8e\u5fae\u52a8\u4f5c\u8bc6\u522b\u4ee5\u53ca\u5176\u4ed6\u8fd0\u52a8\u8bc6\u522b\u7b49\u3002\"\"<\/p>\n

\u56fe8. DL\u8f85\u52a9TENG\u7528\u4e8e\u4eba\u4f53\u8fd0\u52a8\u611f\u77e5<\/p>\n

(3) \u5065\u5eb7\u76d1\u6d4b<\/p>\n

\u5b9e\u65f6\u6570\u636e\u53ef\u89c6\u5316\u76d1\u6d4b\u5728\u4e3a\u5065\u5eb7\u76d1\u6d4b\u3001\u65e9\u671f\u8bca\u65ad\u548c\u75be\u75c5\u7ba1\u7406\u63d0\u4f9b\u975e\u690d\u5165\u5f0f\u89e3\u51b3\u65b9\u6848\u65b9\u9762\u53d6\u5f97\u4e86\u91cd\u5927\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u9886\u57df\u7684\u4e3b\u8981\u969c\u788d\u662f\u5728\u4e8e\u51c6\u786e\u548c\u6301\u7eed\u5730\u4ece\u4eba\u4f53\u6536\u96c6\u6570\u636e\u3002TENG\u5148\u8fdb\u4f20\u611f\u6280\u672f\u4ee5\u53caDL\u4f18\u5f02\u6570\u636e\u5904\u7406\u6280\u672f\u7684\u96c6\u6210\uff0c\u63a8\u52a8\u4e86TENG\u5728\u5065\u5eb7\u76d1\u6d4b\u9886\u57df\u7684\u53d1\u5c55\uff0c\u5728\u547c\u5438\u68c0\u6d4b\u3001\u8f85\u52a9\u5eb7\u590d\u8bad\u7ec3\u3001\u8840\u538b\u76d1\u6d4b\u4e0e\u8bca\u65ad\u4ee5\u53ca\u5176\u4ed6\u5065\u5eb7\u76d1\u6d4b\u7cfb\u7edf\u5f97\u5230\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002<\/p>\n

\"\"<\/p>\n

\u56fe9. DL\u8f85\u52a9TENG\u7528\u4e8e\u5065\u5eb7\u76d1\u6d4b<\/p>\n

\uff084\uff09\u5916\u90e8\u73af\u5883\u611f\u77e5\u4e0e\u53cd\u9988<\/p>\n

\u968f\u7740\u79d1\u6280\u53d1\u5c55\uff0c\u4f20\u611f\u5668\u904d\u5e03\u6211\u4eec\u751f\u6d3b\u7684\u65b9\u65b9\u9762\u9762\uff0c\u4fc3\u8fdb\u4e86\u751f\u4ea7\u548c\u751f\u6d3b\u7684\u8fdb\u6b65\u3002\u7279\u522b\u662f\u5728DL\u8f85\u52a9\u4e0b\u7684TENG\u4f20\u611f\u5668\u8868\u73b0\u51fa\u66f4\u9ad8\u7684\u8bc6\u522b\u7cbe\u5ea6\uff0c\u63a8\u52a8\u4e86TENG\u5728\u5916\u90e8\u73af\u5883\u611f\u77e5\u4e0e\u53cd\u9988\u65b9\u9762\u7684\u53d1\u5c55\uff0c\u53ef\u7528\u4e8e\u73af\u5883\u56e0\u7d20\u611f\u77e5\u3001\u673a\u68b0\u5931\u8861\u9884\u8b66\u3001\u667a\u80fd\u5bb6\u5c45\u4f20\u611f\u548c\u8f85\u52a9\u9a7e\u9a76\u884c\u4e3a\u7b49\u9886\u57df\u5f97\u5230\u5e94\u7528\u3002<\/p>\n

\"\"<\/p>\n

\u56fe10. DL\u8f85\u52a9TENG\u7528\u4e8e\u5916\u90e8\u73af\u5883\u611f\u77e5\u4e0e\u53cd\u9988<\/p>\n

\uff085\uff09\u6db2\u4f53\u8bc6\u522b\u4e0e\u5206\u6790<\/p>\n

\u968f\u7740\u793e\u4f1a\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u6db2\u4f53\u5df2\u6210\u4e3a\u5de5\u4e1a\u751f\u4ea7\u548c\u65e5\u5e38\u751f\u6d3b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u91cd\u8981\u7269\u8d28\u3002DL\u8f85\u52a9TENG\u8fdb\u884c\u6db2\u4f53\u76d1\u6d4b\uff0c\u53ef\u4ee5\u5feb\u901f\u8bc6\u522b\u6eb6\u6db2\u53c2\u6570\uff0c\u4fc3\u8fdb\u667a\u80fd\u4f20\u611f\u5668\u8fdb\u884c\u591a\u53c2\u6570\u76d1\u6d4b\u7684\u53d1\u5c55\uff0c\u53ef\u7528\u4e8e\u5fae\u5851\u6599\u3001\u6c89\u79ef\u7269\u9897\u7c92\u3001\u80f6\u4f53\u6eb6\u6db2\u3001\u6eb6\u6db2\u7c7b\u578b\u751a\u81f3\u6db2\u4f53\u5473\u9053\u7b49\u9886\u57df\u7684\u53ef\u89c6\u5316\u76d1\u6d4b\u3002<\/p>\n

\"\"<\/p>\n

\u56fe11. DL\u8f85\u52a9TENG\u7528\u4e8e\u6db2\u4f53\u8bc6\u522b\u4e0e\u5206\u6790<\/p>\n

\u3010\u7ed3\u8bba\u3011<\/strong><\/p>\n

\uff081\uff09\u6311\u6218\u4e0e\u5e94\u5bf9\u63aa\u65bd<\/p>\n

\u968f\u7740\u7269\u8054\u7f51\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u672a\u6765\u5bf9\u4fbf\u6377\u3001\u591a\u529f\u80fd\u7684\u76d1\u6d4b\u7cfb\u7edf\u7684\u9700\u6c42\u4e0d\u65ad\u589e\u52a0\uff0c\u5f00\u53d1\u96c6\u6210\u9ad8\u7075\u654f\u6027\u3001\u9ad8\u7cbe\u5ea6\u548c\u7eff\u8272\u4f4e\u78b3\u7b49\u4f18\u52bf\u4e8e\u4e00\u4f53\u7684\u53ef\u89c6\u5316\u5b9e\u65f6\u76d1\u6d4b\u7cfb\u7edf\uff0c\u5c06\u6210\u4e3a\u5173\u952e\u7684\u7a81\u7834\u53e3\u3002\u5c3d\u7ba1DL\u8f85\u52a9TENG\u63a8\u52a8\u4e86\u5b9e\u65f6\u6570\u636e\u53ef\u89c6\u5316\u76d1\u63a7\u7cfb\u7edf\u5728\u5355\u4e2a\u6216\u8de8\u9886\u57df\u53d6\u5f97\u4e86\u91cd\u5927\u8fdb\u5c55\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u524d\u4ecd\u9762\u4e34\u8bf8\u591a\u6311\u6218\u3002<\/p>\n

\"\"<\/p>\n

\u56fe12.DL\u8f85\u52a9TENG\u5b9e\u65f6\u6570\u636e\u53ef\u89c6\u5316\u76d1\u6d4b\u7684\u5e94\u7528\u3001\u6311\u6218\u4e0e\u5e94\u5bf9\u63aa\u65bd<\/p>\n

\u672c\u6587\u5728\u7b80\u8981\u6982\u8ff0DL\u6570\u636e\u5904\u7406\u4f18\u52bf\u548cTENG\u81ea\u4f9b\u7535\u4f20\u611f\u57fa\u672c\u539f\u7406\u7684\u57fa\u7840\u4e0a\uff0c\u7cfb\u7edf\u7684\u8ba8\u8bba\u4e86CNN\u3001RNN\u3001LSTM\u4e09\u5927\u4e3b\u6d41DL\u6a21\u578b\u7684\u67b6\u6784\u3001\u539f\u7406\u548c\u5e94\u7528\u65b9\u5411\uff0c\u540c\u65f6\u9610\u91ca\u4e86TENG\u4f20\u611f\u5668\u7684\u5de5\u4f5c\u673a\u5236\u53ca\u5e94\u7528\u9886\u57df\uff0c\u91cd\u70b9\u603b\u7ed3\u4e86DL\u8f85\u52a9TENG\u5728\u53ef\u89c6\u5316\u5b9e\u65f6\u76d1\u6d4b\u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u672a\u6765\u7814\u7a76\u9700\u8981\u5728\u63d0\u5347\u7cfb\u7edf\u6574\u4f53\u6027\u80fd\u548c\u5b9e\u7528\u6027\u65b9\u9762\u8fdb\u884c\u66f4\u6df1\u5165\u7684\u63a2\u8ba8\uff0c\u5e76\u514b\u670d\u591a\u6a21\u6001\u4f20\u611f\u3001\u8fb9\u7f18\u8ba1\u7b97\u3001\u65b0\u6750\u6599\u548c\u7b97\u6cd5\u4f18\u5316\u7b49\u65b9\u9762\u7684\u6311\u6218\uff0c\u4ee5\u4fc3\u8fdb\u66f4\u5e7f\u6cdb\u7684\u5546\u4e1a\u5316\u548c\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n

\u539f\u6587\u94fe\u63a5\uff1a<\/strong>https:\/\/doi.org\/10.1016\/j.nanoen.2024.110186<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"

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