{"id":31528,"date":"2018-07-25T00:22:43","date_gmt":"2018-07-24T16:22:43","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=31528"},"modified":"2018-07-20T12:53:11","modified_gmt":"2018-07-20T04:53:11","slug":"%e8%84%ab%e9%9b%a2%e9%9b%b2%e7%ab%af%e3%80%8c%e4%b8%ad%e5%a4%ae%e9%9b%86%e6%ac%8a%e3%80%8d%e2%94%80%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e3%80%8c%e5%9c%b0%e6%96%b9%e8%87%aa%e6%b2%bb%e3%80%8d%e6%99%82","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=31528","title":{"rendered":"\u812b\u96e2\u96f2\u7aef\u300c\u4e2d\u592e\u96c6\u6b0a\u300d\u2500\u4eba\u5de5\u667a\u6167\u300c\u5730\u65b9\u81ea\u6cbb\u300d\u6642\u4ee3\u4f86\u81e8"},"content":{"rendered":"<p><strong>\u7de8\u8b6f\uff5c\u5433\u5955\u8431<\/strong><\/p>\n<p>\u96a8\u8457\u7269\u806f\u7db2\uff08Internet of Things, IoT\uff09\u7684\u666e\u53ca\uff0c\u6211\u5011\u5468\u906d\u4f48\u6eff\u5404\u5f0f\u5404\u6a23\u7684\u611f\u6e2c\u5668\u8207\u651d\u5f71\u6a5f\uff0c\u5e36\u4f86\u751f\u6d3b\u4fbf\u5229\u4e4b\u9918\u4e5f\u6536\u96c6\u4e86\u5927\u91cf\u8cc7\u6599\uff0c\u6210\u70ba\u96fb\u8166\u63a2\u7d22\u7269\u7406\u4e16\u754c\u7684\u7d20\u6750\u3002\u5982\u6f6e\u6c34\u822c\u6e67\u5165\u7684\u8cc7\u6599\uff0c\u66f4\u662f\u6df1\u5ea6\u5b78\u7fd2\u767c\u5c55\u7684\u91cd\u8981\u57fa\u790e\u3002<\/p>\n<p>\u4ee5\u5f80\u9019\u4e9b\u8cc7\u6599\u6703\u88ab\u50b3\u5230\u96f2\u7aef\uff0c\u5728\u96f2\u7aef\u9032\u884c\u5206\u6790\u8655\u7406\u3002\u7136\u800c\u6108\u4f86\u6108\u5927\u91cf\u7684\u8cc7\u6599\uff0c\u4f7f\u50b3\u8f38\u8017\u8cbb\u7684\u80fd\u6e90\u6025\u907d\u589e\u52a0\uff0c\u5176\u4e2d\u66f4\u4f34\u96a8\u8457\u96b1\u79c1\u4e0a\u7684\u9867\u616e\u3002\u6b64\u5916\uff0c\u50b3\u7d71\u5728\u4f3a\u670d\u5668\u9032\u884c\u7684\u76e3\u7763\u5f0f\u5b78\u7fd2\u6a21\u578b\uff0c\u5728\u61c9\u4ed8\u578b\u614b\u5404\u7570\u7684\u539f\u59cbIoT\u8cc7\u6599\u4e0a\u4e5f\u986f\u5f97\u7b28\u62d9\u3002\u56e0\u6b64\uff0c\u82e5\u80fd\u5728\u88dd\u7f6e\u4e0a\u9032\u884c\u521d\u6b65\u7684\u8cc7\u6599\u8655\u7406\uff0c\u5f9e\u6e90\u982d\u89e3\u6c7a\u554f\u984c\uff0c\u9664\u4e86\u80fd\u964d\u4f4e\u50b3\u8f38\u5230\u96f2\u7aef\u7684\u8cc7\u6599\u91cf\uff0c\u4e5f\u80fd\u66f4\u6709\u5f48\u6027\u5730\u8655\u7406\u4e0d\u540c\u985e\u578b\u7684\u8cc7\u6599\u3002<\/p>\n<p>\u7269\u806f\u7db2\u6536\u96c6\u7684\u8cc7\u6599\u5177\u6709\u5169\u5927\u7279\u6027\uff1a\u4ed6\u5011\u662f\u52d5\u614b\uff08dynamic\uff09\uff0c\u4e14\u4e0d\u5177\u6709\u6a19\u7c64\u7684\uff08unlabeled\uff09\u3002\u7576\u751f\u7269\u5b78\u5bb6\u5728\u91ce\u5916\u88dd\u8a2d\u76e3\u8996\u5668\uff0c\u6355\u6349\u91ce\u751f\u52d5\u7269\u7684\u756b\u9762\u5f71\u50cf\u6642\uff0c\u5f71\u50cf\u54c1\u8cea\u53d7\u5230\u74b0\u5883\u4eae\u5ea6\u3001\u5929\u6c23\u7b49\u8b8a\u5316\u5f71\u97ff\uff0c\u5b58\u5728\u6975\u591a\u7684\u8b8a\u7570\u91cf\uff0c\u6536\u96c6\u7684\u8cc7\u6599\u76f8\u7576\u52d5\u614b\u3002\u7576\u6a5f\u5668\u9047\u5230\u672a\u66fe\u898b\u904e\u7684\u8cc7\u8a0a\u6642\uff0c\u5224\u8b80\u4e0a\u96e3\u514d\u6709\u8f03\u5927\u7684\u8aa4\u5dee\u3002\u53c8\u56e0\u70ba\u4eba\u5de5\u6a19\u8a18\u7684\u901f\u5ea6\uff0c\u6c38\u9060\u8d95\u4e0d\u4e0a\u6307\u6578\u6210\u9577\u7684\u8cc7\u6599\u91cf\uff0c\u4f7f\u5f97\u5927\u91cf\u8cc7\u6599\u4e0d\u5177\u6709\u6a19\u7c64\uff0c\u4e0d\u9069\u7528\u9700\u8981\u85c9\u7531\u76ee\u6a19\u7b54\u6848\u9032\u884c\u8a13\u7df4\u7684\u76e3\u7763\u5f0f\u5b78\u7fd2\u3002\u56e0\u6b64\uff0c\u82e5\u8981\u5145\u5206\u5229\u7528\u5927\u91cf\u539f\u59cb\u7684\u8cc7\u6599\uff0c\u52e2\u5fc5\u5f97\u767c\u5c55\u51fa\u4e00\u5957\u4ee5\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2\u70ba\u57fa\u790e\uff0c\u5177\u6709\u8db3\u5920\u6e96\u78ba\u7387\u7684\u6a21\u578b\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cfIn-Situ AI<\/strong><strong>\uff1a\u9ad8\u6e96\u78ba\u7387\u4e4b\u5206\u6563\u5f0f\u904b\u7b97\u67b6\u69cb<\/strong><\/span><\/p>\n<figure id=\"attachment_31536\" aria-describedby=\"caption-attachment-31536\" style=\"width: 1242px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"size-full wp-image-31536\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/07\/45354354.jpg\" alt=\"\" width=\"1242\" height=\"334\" data-wp-pid=\"31536\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/07\/45354354.jpg 1242w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/07\/45354354-800x215.jpg 800w\" sizes=\"(max-width: 1242px) 100vw, 1242px\" \/><figcaption id=\"caption-attachment-31536\" class=\"wp-caption-text\">\u5716\u4e00&nbsp; (a)\u4ee5\u96f2\u7aef\u70ba\u4e2d\u5fc3 vs. (b)\u5206\u6563\u5f0f\u904b\u7b97\u67b6\u69cb<br \/>\uff08\u8cc7\u6599\u4f86\u6e90\uff1a\u7de8\u8b6f\u6587\u7ae0\uff0c\u5716\u7247\u4f86\u6e90\uff1a\u8b6f\u8005\u81ea\u7e6a\uff09<\/figcaption><\/figure>\n<p>\u300cIn-Situ AI\u300d\u9019\u5957\u904b\u7b97\u67b6\u69cb\uff0c\u56e0\u61c9\u7269\u806f\u7db2\u8cc7\u6599\u7684\u7279\u6027\u8207\u4f7f\u7528\u60c5\u5883\uff0c\u5728\u8cc7\u6599\u6536\u96c6\u8655\u5c31\u5730\u9032\u884c\u5927\u90e8\u5206\u7684\u904b\u7b97\u5de5\u4f5c\u3002\u4e0d\u540c\u65bc\u4ee5\u5f80\u5c07\u8cc7\u6599\u5168\u90e8\u50b3\u5230\u300c\u4e2d\u592e\u300d\u7684\u96f2\u7aef\uff0c\u518d\u63a5\u6536\u300c\u4e2d\u592e\u300d\u6c7a\u7b56\u5b8c\u56de\u50b3\u7684\u6307\u4ee4\uff0cIn-Situ AI \u767c\u63ee\u4e86\u300c\u5730\u65b9\u81ea\u6cbb\u300d\u7684\u7cbe\u795e\uff0c\u5584\u7528\u5730\u65b9\u8cc7\u6e90\u3001\u7522\u751f\u56e0\u5730\u5236\u5b9c\u7684\u7b56\u7565\u3002\u5176\u67b6\u69cb\u5206\u70ba\u5169\u5927\u90e8\u5206\uff1a\u904b\u7b97\u4e2d\u6a1e\uff08Node\uff09\u8207\u96f2\u7aef\uff08\u5982\u5716\u4e00\uff09\u3002\u96f2\u7aef\u6709\u8f03\u9ad8\u7684\u904b\u7b97\u80fd\u529b\uff0c\u8ca0\u8cac\u5f9e\u5927\u91cf\u7684\u7269\u806f\u7db2\u8cc7\u6599\u9032\u884c\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2\uff0c\u6c72\u53d6\u91cd\u8981\u7684\u7279\u5fb5\u3002\u63a5\u8457\u85c9\u7531\u9077\u79fb\u5b78\u7fd2\uff08transfer learning\uff09\uff0c\u8b93\u904b\u7b97\u4e2d\u6a1e\u7684\u63a8\u7406\u7db2\u8def\uff08inference network\uff09\u8a8d\u8b58\u9019\u4e9b\u7279\u5fb5\u3002\u5982\u6b64\u5728\u6709\u9650\u7684\u6a19\u8a18\u8cc7\u6599\u4e0b\uff0c\u63a8\u7406\u7db2\u8def\u4e5f\u80fd\u5c0d\u5468\u906d\u4e16\u754c\u5177\u6709\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5224\u8b80\u80fd\u529b\u3002\u5be6\u9a57\u7d50\u679c\u986f\u793a\uff0c\u9077\u79fb\u5b78\u7fd2\u5b78\u5230\u7684\u7279\u5fb5\uff0c\u8b93\u63a8\u7406\u7db2\u8def\u9810\u6e2c\u7684\u6e96\u78ba\u7387\u63d0\u534730 %\uff08\u9054\u5230\u8fd160 %\uff09\uff0c\u5f4c\u88dc\u6a19\u8a18\u8cc7\u6599\u4e0d\u8db3\u7684\u9650\u5236\u3002<\/p>\n<p>\u9762\u5c0d\u52d5\u614b\u7684\u8cc7\u6599\uff0c\u904b\u7b97\u4e2d\u6a1e\u540c\u6642\u5177\u6709\u300c\u8a3a\u65b7\u300d\u529f\u80fd\uff0c\u80fd\u627e\u51fa\u5224\u8b80\u932f\u8aa4\u7684\u8cc7\u8a0a\u3002\u932f\u8aa4\u7684\u539f\u56e0\u5f88\u53ef\u80fd\u662f\u56e0\u70ba\u5148\u524d\u5b78\u7fd2\u6642\u6c92\u6709\u770b\u904e\uff0c\u56e0\u6b64\u8a3a\u65b7\u51fa\u4f86\u5f8c\u6703\u628a\u9019\u4e9b\u8cc7\u8a0a\u56de\u50b3\u81f3\u96f2\u7aef\uff0c\u589e\u52a0\u8a13\u7df4\u7684\u7d20\u6750\u3001\u5f37\u5316\u6a21\u578b\u3002\u7576\u63a5\u6536\u5230\u7684\u8cc7\u6599\u4e0d\u7528\u5168\u90e8\u56de\u50b3\uff0c\u53ea\u56de\u50b3\u5fc5\u8981\u7684\u8cc7\u8a0a\u6642\uff0c\u4e0d\u50c5\u6709\u6548\u6700\u5c0f\u5316\u8cc7\u6599\u50b3\u8f38\u91cf\uff08\u964d\u4f4e\u7d04 28 -71 %\uff09\uff0c\u4e5f\u517c\u9867\u4e86\u8490\u96c6\u65b0\u8cc7\u6599\u7684\u529f\u80fd\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u96fb\u8166\u9084\u9032\u884c\u4e00\u7a2e\u6709\u8da3\u7684\u300c\u62fc\u5716\u300d\u5b78\u7fd2\u6cd5\u3002\u9996\u5148\u6211\u5011\u5c07\u4e00\u5f35\u5f71\u50cf\u5207\u62103 x 3\u683c\uff0c\u4e26\u6253\u6563\u90199\u584a\u5c40\u90e8\u5f71\u50cf\uff0c\u96a8\u6a5f\u6392\u5217\u3002\u63a5\u8457\uff0c\u96fb\u8166\u8981\u5617\u8a66\u627e\u51fa\u6b63\u78ba\u7684\u6392\u5217\u65b9\u5f0f\uff0c\u5c07\u5c0f\u5716\u62fc\u56de\u539f\u672c\u7684\u5927\u5716\u3002\u82e5\u96fb\u8166\u80fd\u9806\u5229\u8fa8\u8b589\u5f35\u5716\u7684\u76f8\u5c0d\u4f4d\u7f6e\uff0c\u4e5f\u610f\u5473\u8457\u4ed6\u7684\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u5df2\u7cbe\u65bc\u8fa8\u8a8d\u7269\u9ad4\u7684\u578b\u614b\u3002\u76f8\u8f03\u65bc\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2\u4e2d\uff0c\u96fb\u8166\u8981\u5f9e\u6c92\u6709\u7b54\u6848\u53ef\u53c3\u8003\u7684\u8cc7\u8a0a\u4e2d\u81ea\u884c\u5c0b\u627e\u898f\u5f8b\uff0c\u300c\u62fc\u5716\u300d\u5275\u9020\u4e86\u4e00\u500b\u53ef\u4f9d\u5faa\u7684\u6b63\u78ba\u7b54\u6848\uff0c\u6709\u52a9\u65bc\u63d0\u5347\u8fa8\u8b58\u6e96\u78ba\u7387\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u5206\u6563\u5f0f\u8a08\u7b97\uff1a\u901f\u5ea6 vs. <\/strong><strong>\u80fd\u6e90\u6d88\u8017<\/strong><\/span><\/p>\n<p>\u96a8\u8457\u904b\u7b97\u5de5\u4f5c\u7531\u96f2\u7aef\u5e73\u53f0\u8f49\u79fb\u5230\u7269\u806f\u7db2\u88dd\u7f6e\uff0c\u96fb\u529b\u4f86\u6e90\u4e5f\u5f9e\u4f9b\u61c9\u4e0d\u7d55\u7684\u96fb\u6e90\u8f49\u70ba\u5bb9\u91cf\u6709\u9650\u7684\u96fb\u6c60\uff0c\u904b\u7b97\u901f\u5ea6\u8207\u80fd\u6e90\u4f7f\u7528\u4e0a\u7684\u5e73\u8861\u53d7\u5230\u8003\u9a57\u3002\u82e5\u56de\u9867\u88dd\u7f6e\u904b\u7b97\u4e2d\u6a1e\u4e3b\u8981\u9032\u884c\u7684\u5169\u9805\u5de5\u4f5c\uff0c\u53ef\u767c\u73fe\u300c\u63a8\u65b7\u300d\u5728\u85c9\u7531\u5f71\u50cf\u8fa8\u8b58\u5075\u6e2c\u7269\u9ad4\u3001\u5206\u985e\u5f8c\uff0c\u9700\u5373\u6642\u7522\u751f\u53cd\u61c9\uff0c\u5206\u79d2\u5fc5\u722d\u3002\u300c\u8a3a\u65b7\u300d\u7be9\u9078\u51fa\u9700\u56de\u50b3\u81f3\u96f2\u7aef\u7684\u8cc7\u6599\uff0c\u5728\u57f7\u884c\u4e0a\u8f03\u7121\u6025\u8feb\u6027\uff0c\u61c9\u591a\u8003\u616e\u80fd\u6e90\u4f7f\u7528\u7684\u6548\u7387\u3002\u56e0\u6b64\uff0c\u5728\u300c\u63a8\u65b7\u300d\u5de5\u4f5c\u4e0d\u9700\u898124\u5c0f\u6642\u6301\u7e8c\u904b\u884c\u7684\u60c5\u5883\u4e0b\uff0c\u7269\u806f\u7db2\u88dd\u7f6e\u901a\u5e38\u63a1\u55ae\u6838\u5fc3\u904b\u4f5c\u6a21\u5f0f\uff0c\u5207\u5272\u6642\u9593\u5340\u9593\uff0c\u4ea4\u66ff\u57f7\u884c\u5169\u9805\u5de5\u4f5c\u3002\u76f8\u5c0d\u5730\uff0c\u82e5\u300c\u63a8\u65b7\u300d\u5de5\u4f5c\u9700\u5168\u5e74\u7121\u4f11\u57f7\u884c\uff0c\u5247\u9700\u63a1\u591a\u5de5\u8655\u7406\uff0c\u540c\u6b65\u9032\u884c\u3002<\/p>\n<p>\u90a3\u9ebc\u5728\u6709\u9650\u7684\u904b\u7b97\u8cc7\u6e90\u4e0b\uff0c\u5982\u4f55\u63d0\u5347\u901f\u5ea6\uff1f\u8fa8\u8b58\u5f71\u50cf\u7684\u795e\u7d93\u7db2\u8def\u4e2d\u5177\u6709\u591a\u5c64\u5377\u7a4d\u5c64\uff0c\u82e5\u6bcf\u5230\u4e00\u5c64\u90fd\u8981\u91cd\u65b0\u8a13\u7df4\u6b0a\u91cd\uff0c\u96d6\u7136\u6e96\u78ba\u7387\u53ef\u80fd\u6700\u9ad8\uff0c\u537b\u76f8\u7576\u8cbb\u6642\u3002\u5982\u679c\u5584\u7528<strong>\u6b0a\u91cd\u5171\u4eab\uff08<\/strong><strong>shared weight<\/strong><strong>\uff09\uff0c<\/strong>\u5047\u8a2d\u6bcf\u500b\u8f38\u51fa\u7684\u7d50\u679c\u6b0a\u91cd\u76f8\u540c\uff0c\u4fbf\u53ef\u5927\u5e45\u6e1b\u5c11\u8a13\u7df4\u6a21\u578b\u6642\u7684\u53c3\u6578[1][2]\u3002\u512a\u5316\u7684\u904e\u7a0b\uff0c\u4fbf\u662f\u5c0b\u627e\u901f\u5ea6\u8207\u6e96\u78ba\u7387\u9593\u7684\u5e73\u8861\uff0c\u800c\u5be6\u9a57\u7d50\u679c\u986f\u793a\uff0c\u56fa\u5b9a\u524d\u4e09\u5c64\u7684\u60c5\u5f62\u4e0b\uff08\u53ea\u8a13\u7df4conv4\u3001conv5\uff0c\u4ee5\u53ca\u5f8c\u9762\u6574\u5408\u7279\u5fb5\u8868\u73fe\u7684\u5168\u9023\u63a5\u5c64\uff09\uff0c\u6e96\u78ba\u7387\u96d6\u5f9e59 % \u7565\u964d\u70ba 56 %\uff0c\u901f\u5ea6\u537b\u80fd\u52a0\u5feb1.7 \u500d\uff0c\u63d0\u5347\u61c9\u7528\u50f9\u503c\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u5f9e\u300c\u96f2\u300d\u5230\u300c\u9727\u300d<\/strong><\/span><\/p>\n<p>\u4e8b\u5be6\u4e0a\uff0c2015\u5e74\u601d\u79d1\uff08CISCO\uff09\u4fbf\u63d0\u51fa\u4e86\u300c\u9727\u904b\u7b97\uff08Fog Computing\uff09\u300d\u7684\u6982\u5ff5\uff0c\u5c07\u96f2\u7aef\u7684\u300c\u96f2\u300d\u5ef6\u4f38\u5230\u7269\u54c1\u5be6\u969b\u6240\u5728\u7684\u4f4d\u7f6e[3]\u3002\u76f8\u8f03\u65bc\u96f2\u7aef\u904b\u7b97\u5e73\u53f0\uff0c\u5206\u6563\u5f0f\u7684\u9727\u904b\u7b97\u5728\u5730\u7406\u4e0a\u7684\u5206\u5e03\u8f03\u5ee3\uff0c\u9748\u6d3b\u5ea6\u4e5f\u8f03\u9ad8\uff0c\u61c9\u7528\u5728\u4e32\u6d41\u5a92\u9ad4\u9019\u985e\u5f37\u8abf\u5373\u6642\u6027\u7684\u529f\u80fd\u4e0a\uff0c\u5177\u6709\u76f8\u7576\u7684\u512a\u52e2\u3002<\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u9727\u904b\u7b97\u7684\u8208\u8d77\u4e26\u975e\u8981\u53d6\u4ee3\u96f2\u7aef\u904b\u7b97\u3002\u76f8\u53cd\u5730\uff0c\u96f2\u7aef\u4ecd\u626e\u6f14\u91cd\u8981\u7684\u89d2\u8272\u3002\u5728\u300cIn-Situ AI\u300d\u7684\u6848\u4f8b\u4e2d\uff0c\u6211\u5011\u770b\u5230\u50cf\u662f\u8a13\u7df4\u5927\u91cf\u8cc7\u6599\u9019\u985e\u501a\u8cf4\u9ad8\u6548\u80fd\u7684\u5de5\u4f5c\uff0c\u4f9d\u7136\u662f\u5728\u96f2\u7aef\u57f7\u884c\u3002\u4e0d\u540c\u7684\u662f\u88dd\u7f6e\u5728\u6536\u96c6\u5230\u8cc7\u6599\u5f8c\uff0c\u6703\u5148\u4ea4\u7531\u904b\u7b97\u4e2d\u6a1e\u7684\u63a8\u7406\u7db2\u8def\u8207\u8a3a\u65b7\u7db2\u8def\u9032\u884c\u8655\u7406\uff0c\u53ea\u9078\u53d6\u6709\u8f03\u9ad8\u5229\u7528\u50f9\u503c\u7684\u8cc7\u6599\u56de\u50b3\u96f2\u7aef\u3002\u56e0\u6b64\uff0c\u96f2\u7aef\u548c\u9727\u904b\u7b97\u53ef\u8aaa\u662f\u76f8\u8f14\u76f8\u6210\uff0c\u85c9\u96d9\u5411\u4e92\u52d5\u5404\u767c\u63ee\u6240\u9577\uff0c\u4e00\u540c\u6253\u9020\u5d84\u65b0\u7684\u7269\u806f\u7db2\u6642\u4ee3\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u7de8\u8b6f\u4f86\u6e90<\/strong><\/p>\n<p><a href=\"https:\/\/ieeexplore.ieee.org\/document\/8327001\/\">In-Situ AI: Towards Autonomous and Incremental Deep Learning for IoT Systems<br \/>\n<\/a>Mingcong Song, Kan Zhong, Jiaqi Zhang, Yang Hu, Duo Liu, Weigong Zhang, Jing Wang, Tao Li,<br \/>\nIEEE International Symposium on High Performance Computer Architecture, 2018<\/p>\n<p><strong>\u53c3\u8003\u8cc7\u6599<br \/>\n<\/strong>[1] Justin Johnson, Andrej Karpathy (Stanford CS231n) \u201cConvolutional Neural Networks for Visual Recognition\u201d, <a href=\"http:\/\/cs231n.github.io\/convolutional-networks\/\">http:\/\/cs231n.github.io\/convolutional-networks\/<br \/>\n<\/a>[2] \u201cConvolutional Neural Network (LeNet)\u201d, <a href=\"http:\/\/deeplearning.net\/tutorial\/lenet.html\">http:\/\/deeplearning.net\/tutorial\/lenet.html<br \/>\n<\/a>[3] CISCO, \u201cFog Computing and the Internet of Things: Extend the Cloud to Where the Things Are\u201d, <a href=\"https:\/\/www.cisco.com\/c\/dam\/en_us\/solutions\/trends\/iot\/docs\/computing-overview.pdf\">https:\/\/www.cisco.com\/c\/dam\/en_us\/solutions\/trends\/iot\/docs\/computing-overview.pdf<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/line.me\/R\/ti\/p\/%40fcx6182w\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/scdn.line-apps.com\/n\/line_add_friends\/btn\/zh-Hant.png\" alt=\"\u52a0\u5165\u597d\u53cb\" width=\"212\" height=\"36\" border=\"0\"><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u25a0\u300cIn-Situ AI\u300d\u9019\u5957\u904b\u7b97\u67b6\u69cb\uff0c\u56e0\u61c9\u7269\u806f\u7db2\u8cc7\u6599\u7684\u7279\u6027\u8207\u4f7f\u7528\u60c5\u5883\uff0c\u5728\u8cc7\u6599\u6536\u96c6\u8655\u5c31\u5730\u9032\u884c\u5927\u90e8\u5206\u7684\u904b\u7b97\u5de5\u4f5c\u3002\u4e0d\u540c\u65bc\u4ee5\u5f80\u5c07\u8cc7\u6599\u5168\u90e8\u50b3\u5230\u300c\u4e2d\u592e\u300d\u7684\u96f2\u7aef\uff0c\u518d\u63a5\u6536\u300c\u4e2d\u592e\u300d\u6c7a\u7b56\u5b8c\u56de\u50b3\u7684\u6307\u4ee4\uff0cIn-Situ AI \u767c\u63ee\u4e86\u300c\u5730\u65b9\u81ea\u6cbb\u300d\u7684\u7cbe\u795e\uff0c\u5584\u7528\u5730\u65b9\u8cc7\u6e90\u3001\u7522\u751f\u56e0\u5730\u5236\u5b9c\u7684\u7b56\u7565\u3002\u5176\u67b6\u69cb\u5206\u70ba\u5169\u5927\u90e8\u5206\uff1a\u904b\u7b97\u4e2d\u6a1e\uff08Node\uff09\u8207\u96f2\u7aef\u3002\u96f2\u7aef\u6709\u8f03\u9ad8\u7684\u904b\u7b97\u80fd\u529b\uff0c\u8ca0\u8cac\u5f9e\u5927\u91cf\u7684\u7269\u806f\u7db2\u8cc7\u6599\u9032\u884c\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2\uff0c\u6c72\u53d6\u91cd\u8981\u7684\u7279\u5fb5\u3002\u63a5\u8457\u85c9\u7531\u9077\u79fb\u5b78\u7fd2\uff08transfer learning\uff09\uff0c\u8b93\u904b\u7b97\u4e2d\u6a1e\u7684\u63a8\u7406\u7db2\u8def\uff08inference network\uff09\u8a8d\u8b58\u9019\u4e9b\u7279\u5fb5\u3002\u5982\u6b64\u5728\u6709\u9650\u7684\u6a19\u8a18\u8cc7\u6599\u4e0b\uff0c\u63a8\u7406\u7db2\u8def\u4e5f\u80fd\u5c0d\u5468\u906d\u4e16\u754c\u5177\u6709\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5224\u8b80\u80fd\u529b\u3002\u5be6\u9a57\u7d50\u679c\u986f\u793a\uff0c\u9077\u79fb\u5b78\u7fd2\u5b78\u5230\u7684\u7279\u5fb5\uff0c\u8b93\u63a8\u7406\u7db2\u8def\u9810\u6e2c\u7684\u6e96\u78ba\u7387\u63d0\u534730 %\uff08\u9054\u5230\u8fd160 %\uff09\uff0c\u5f4c\u88dc\u6a19\u8a18\u8cc7\u6599\u4e0d\u8db3\u7684\u9650\u5236\u3002<\/p>\n","protected":false},"author":20,"featured_media":31535,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[3006,3032,3934,3936,3935],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/07\/4245254.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/31528"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=31528"}],"version-history":[{"count":3,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/31528\/revisions"}],"predecessor-version":[{"id":31595,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/31528\/revisions\/31595"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/31535"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=31528"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=31528"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=31528"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}