{"id":81,"date":"2014-09-03T02:16:12","date_gmt":"2014-09-02T18:16:12","guid":{"rendered":"http:\/\/sims.im.ntust.edu.tw\/simslabweb\/?page_id=81"},"modified":"2020-05-09T14:42:03","modified_gmt":"2020-05-09T06:42:03","slug":"%e7%a7%91%e6%8a%80%e9%83%a8%e8%a8%88%e7%95%ab","status":"publish","type":"page","link":"http:\/\/sims.im.ntust.edu.tw\/simslabweb\/zh\/%e7%a0%94%e7%a9%b6%e8%a8%88%e7%95%ab\/%e7%a7%91%e6%8a%80%e9%83%a8%e8%a8%88%e7%95%ab\/","title":{"rendered":"\u79d1\u6280\u90e8\u8a08\u756b"},"content":{"rendered":"

\u6574\u5408\u4e3b\u6210\u4efd\u5206\u6790\u8207\u6574\u6578\u898f\u5283\u6cd5\u65bc\u5b8c\u6574\u9650\u5236\u8cc7\u6599\u5206\u7fa4\u4e4b\u7814\u7a76 (2011.10~2012,7)
\n<\/strong><\/strong><\/p>\n

\u7372\u570b\u79d1\u6703\u5c08\u984c\u7814\u7a76\u8a08\u756b\u88dc\u52a9\uff08NSC 100-2218-E-011-026\uff09\uff0c\u8a08\u756b\u4e3b\u6301\u4eba<\/p>\n

\u672c \u7814\u7a76\u7684\u76ee\u6a19\u5728\u767c\u5c55\u4e00\u500b\u6574\u5408\u578b\u7684\u8cc7\u6599\u5206\u7fa4\u65b9\u6cd5\u4f86\u89e3\u6c7a\u4e00\u7a2e\u5e38\u898b\u7684\u9650\u5236\u5206\u7fa4\u554f\u984c\uff08constrained clustering problem\uff09\u3002\u9650\u5236\u5206\u7fa4\u6cd5\u5c6c\u65bc\u534a\u76e3\u7763\u5b78\u7fd2\u65b9\u6cd5\uff08semi-supervised learning\uff09\uff0c\u5b83\u8457\u91cd\u65bc\u7576\u8cc7\u6599\u4e4b\u9593\u7684\u7fa4\u7d44\u95dc\u4fc2\u70ba\u5df2\u77e5\u6642\uff0c\u5982\u4f55\u6839\u64da\u5176\u5f62\u6210\u7684\u9650\u5236\u4f86\u589e\u9032\u5206\u7fa4\u5206\u6790\u7684\u6548\u7387\u53ca\u6b63\u78ba\u6027\u3002\u6709\u6642\u57fa\u65bc\u5c0d\u80cc\u666f\u77e5\u8b58\u7684\u4e86\u89e3\uff0c\u8cc7\u6599\u4e4b\u9593\u5b8c \u6574\u7684\u6b21\u7fa4\u96c6\u95dc\u4fc2\u662f\u53ef\u4ee5\u53d6\u5f97\u7684\u3002\u6bd4\u5982\uff0c\u7576\u9032\u884c\u5927\u91cf\u54c1\u7ba1\u8cc7\u6599\u5206\u7fa4\u5206\u6790\u6642\uff0c\u95dc\u65bc\u53d7\u6e2c\u7522\u54c1\u7684\u88fd\u9020\u6279\u865f\u6216\u91cf\u6e2c\u7fa4\u7d44\u5747\u53ef\u4e8b\u5148\u5f97\u77e5\u4e26\u69cb\u6210\u5b8c\u6574\u5fc5\u9023\uff08Complete Must-Link, CML\uff09\u9650\u5236\u3002\u7531\u65bc\u540c\u4e00\u6279\u865f\u6216\u6b21\u7fa4\u7d44\u6709\u6642\u610f\u5473\u8457\u76f8\u540c\u7684\u88fd\u9020\u6216\u91cf\u6e2c\u7279\u6027\uff0c\u6b64\u4e00CML\u9650\u5236\u6703\u5f37\u5236\u8cc7\u6599\u5206\u7fa4\u6642\uff0c\u9700\u5c07\u76f8\u540c\u7684\u88fd\u9020\u6279\u865f\u6216\u91cf\u6e2c\u7fa4\u7d44\u7684\u8cc7\u6599\u6b78\u65bc\u540c\u7fa4\u3002\u9019 \u500b\u7814\u7a76\u4e3b\u8981\u91dd\u5c0d\u5728CML\u9650\u5236\u4e0b\u7684\u5206\u7fa4\u554f\u984c\u4f5c\u4e00\u63a2\u8a0e\u3002\u7576\u4f7f\u7528\u50b3\u7d71\u7684\u9650\u5236\u5206\u7fa4\u6cd5\u5982constrained hierarchical\u6cd5\u4f86\u8655\u7406CML\u9650\u5236\u554f\u984c\u6642\uff0c\u56e0\u6b21\u7fa4\u8cc7\u6599\u6703\u88ab\u5176\u8cea\u91cf\u4e2d\u5fc3\u9ede\u6240\u53d6\u4ee3\u800c\u5c0e\u81f4\u8cc7\u8a0a\u907a\u5931\u7684\u554f\u984c\u3002\u672c\u7814\u7a76\u63d0\u51fa\u4e00\u500b\u5169\u968e\u6bb5\u5206\u7fa4\u65b9\u6cd5\u4f86\u6539\u5584\u9650\u5236\u5206 \u7fa4\u65b9\u6cd5\u3002\u9996\u5148\uff0c\u8003\u616e\u5728\u76f8\u4f3c\u77e9\u9663\u4e2d\u52a0\u5165\u80fd\u4ee3\u8868\u5404\u500b\u8cc7\u6599\u7fa4\u96c6\u7279\u6027\u7684\u4e3b\u6210\u4efd\u5411\u91cf\u3002\u4e26\u4ee5\u6b64\u76f8\u4f3c\u77e9\u9663\uff0c\u904b\u7528\u50b3\u7d71\u7684\u5206\u7fa4\u65b9\u6cd5\u627e\u51fa\u5019\u9078\u7fa4\u7d44\u3002\u7b2c\u4e8c\u968e\u6bb5\uff0c\u91dd\u5c0d\u5982\u4f55\u5f9e\u5019\u9078\u7fa4 \u7d44\u4e2d\u627e\u51fa\u6700\u7d42\u7fa4\u7d44\u554f\u984c\uff0c\u4ee5\u6574\u6578\u898f\u5283\u6cd5\u4f86\u6c42\u89e3\u4ee5\u4fdd\u8b49\u7372\u5f97\u6700\u5c0f\u7684\u7d44\u5167\u8ddd\u96e2\uff0c\u4e26\u6c7a\u5b9a\u6700\u4f73\u7684\u7fa4\u96c6\u6578\u91cf\u3002\u9019\u500b\u7814\u7a76\u8a08\u5283\u9664\u767c\u5c55\u65b0\u7684\u9650\u5236\u5206\u7fa4\u6cd5\u5916\uff0c\u5c07\u4ee5\u96fb\u8166\u6a21\u64ec\u53ca\u5be6\u969b\u6536 \u96c6\u7684\u6578\u64da\u5c07\u88ab\u7528\u4f86\u5206\u6790\u65b0\u5206\u7fa4\u6cd5\u7684\u6548\u80fd\u3002<\/p>\n

\n

\u7d50\u5408\u8cc7\u6599\u5206\u7fa4\u53ca\u985e\u6cd5\u65bc\u591a\u5143\u4ef6\u7522\u54c1\u539f\u578b\u6e2c\u8a66\u6790\u4e4b\u7814\u7a76 (2012.8~2013,7)<\/strong><\/strong><\/strong><\/strong><\/p>\n

\u7372\u570b\u79d1\u6703\u5c08\u984c\u7814\u7a76\u8a08\u756b\u88dc\u52a9\uff08NSC 101-2221-E-011-057\uff09\uff0c\u8a08\u756b\u4e3b\u6301\u4eba<\/p>\n

\u672c \u7814\u7a76\u7684\u76ee\u6a19\u5728\u767c\u5c55\u4e00\u500b\u6574\u5408\u8cc7\u6599\u5206\u7fa4(clustering)\u53ca\u8cc7\u6599\u5206\u985e(classification)\u6280\u8853\u7684\u65b9\u6cd5\u4f86\u6709\u6548\u5730\u5206\u6790\u5728\u7522\u54c1\u958b\u767c\u904e\u7a0b\u6240\u7522\u751f\u7684\u539f \u578b\u6e2c\u8a66\u8cc7\u6599\u3002\u7531\u65bc\u50b3\u7d71\u7684\u7d71\u8a08\u65b9\u6cd5\u5176\u7dda\u6027\u6216\u5e38\u614b\u6a21\u5f0f\u7684\u5047\u8a2d\u4f7f\u5f97\u8a72\u65b9\u6cd5\u5728\u539f\u578b\u8cc7\u6599\u7684\u5206\u6790\u4e0a\u6709\u6240\u5c40\u9650\u3002\u672c\u7814\u7a76\u7d50\u5408\u8cc7\u6599\u5206\u7fa4\u53ca\u8cc7\u6599\u5206\u985e\u7684\u7279\u6027\uff0c\u4e26\u5c07\u4e4b\u65bd\u884c\u65bc\u4e0d\u540c\u7684 \u8cc7\u6599\u96c6\uff1a\u91cf\u5316\u91cf\u6e2c\u8cc7\u6599 (\u8cc7\u6599\u96c6) \u53ca\u985e\u5225\u578b\u8cc7\u6599 (\u8cc7\u6599\u96c6)\u4f86\u9032\u884c\u8cc7\u6599\u5206\u6790\uff0c\u4ee5\u89e3\u6c7a\u539f\u578b\u6e2c\u8a66\u6a23\u672c\u5c11\u3001\u5c6c\u6027\u7a2e\u985e\u8907\u96dc\u3001\u53ca\u983b\u7e41\u7684\u8a2d\u8a08\u8b8a\u66f4\u7b49\u7279\u8cea\u6240\u9020\u6210\u7684\u8cc7\u6599\u5206\u6790\u56f0\u96e3\u3002\u8cc7\u6599\u5206\u7fa4\u65b9\u6cd5\u9996\u5148\u65bd\u884c\u65bc\u8cc7\u6599\u96c6\uff0c\u5c07\u91cf\u5316\u8cc7 \u6599\u9032\u884c\u5206\u7fa4\uff0c\u5176\u5206\u7fa4\u7684\u7d50\u679c\uff08\u5373\u8cc7\u6599\u7684\u5206\u7fa4\u6a19\u793a\uff09\u518d\u7d50\u5408\u8cc7\u6599\u96c6\u4ee5\u4f5c\u70ba\u8cc7\u6599\u5206\u985e\u65b9\u6cd5\u7684\u65bd\u884c\u5c0d\u8c61\u3002\u70ba\u4e86\u80fd\u540c\u6642\u6aa2\u8996\u8cc7\u6599\u5206\u7fa4\u53ca\u5206\u985e\u65b9\u6cd5\u7684\u6548\u80fd\u4ee5\u9078\u64c7\u9069\u5408\u7684\u7fa4\u7d44\u6578\u4ee5 \u5e73\u8861\u5169\u65b9\u6cd5\u7684\u6548\u80fd\uff0c\u6211\u5011\u63d0\u51faClustering Classification Evaluation plot (CCE) \u5716\u4f86\u6c7a\u5b9a\u7fa4\u7d44\u6578\u3002\u5c07\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u904b\u7528\u65bc\u6578\u500b\u516c\u958b\u8cc7\u6599\u96c6\uff0c\u5176\u7d50\u679c\u767c\u73fe\u5229\u7528CCE\u5716\u53ef\u63d0\u4f9b\u8cc7\u6599\u5206\u6790\u6c7a\u7b56\u8005\u4f5c\u70ba\u7fa4\u7d44\u6578\u9078\u64c7\u7684\u4f9d\u64da\u3002\u540c\u6642\u61c9\u7528\u8cc7\u6599\u5206\u7fa4\u53ca\u8cc7\u6599\u5206\u985e\u4ea6 \u53ef\u4f7f\u539f\u578b\u8cc7\u6599\u5206\u6790\u4e0d\u9700\u8981\u53d7\u5230\u7279\u5b9a\u8cc7\u6599\u7684\u5206\u4f48\u6216\u7dda\u6027\u5047\u8a2d\u6240\u9650\u5236\u3002<\/p>\n

\n

\u690d\u7269\u5de5\u5ee0\u4e4b\u8cc7\uf9be\u5206\u6790\u53ca\u5275\u65b0\u71df\u904b\u6a21\u5f0f\u4e4b\u7814\u7a76(I) (II) (2013.8~2015,7)<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/p>\n

\u7372\u570b\u79d1\u6703\u5c08\u984c\u7814\u7a76\u8a08\u756b\u88dc\u52a9\uff08NSC 102-2221-E-011-052\uff0cNSC 103-2221-E-011-116\uff09\uff0c\u8a08\u756b\u4e3b\u6301\u4eba<\/p>\n

\u690d \u7269\u5de5\u5ee0\u662f\u4e00\u7a2e\u65b0\u5f0f\u7684\u8fb2\u4f5c\u7269\u751f\u7522\u65b9\u5f0f\uff0c\u900f\u904e\u5c0d\u751f\u7522\u74b0\u5883\u56e0\u7d20\u5982\u6eab\u5ea6\u3001\u6ebc\u5ea6\u3001\u5149\u7dda\u3001\u6c34\u5206\u53ca\u71df\u990a\u7269\u7684\u5b8c\u5168\u63a7\u5236\uff0c\u52a0\u901f\u690d\u7269\u751f\u9577\u7684\u6548\u80fd\u53ca\u63d0\u5347\u4f5c\u7269\u54c1\u8cea\u3002\u672c\u8a08\u5283\u5206\u5225\u91dd\u5c0d \u690d\u7269\u5de5\u5ee0\u4e4b\u8cc7\u6599\u5206\u6790\u3001\u9069\u6027\u5316\u8fb2\u4f5c\u7269\u751f\u7522\u6392\u7a0b\u53ca\u5275\u65b0\u578b\u4e4b\u79df\u8cc3\u7d93\u71df\u6a21\u5f0f\u4e09\u9805\u8b70\u984c\u9032\u884c\u7814\u7a76\u3002\u8a08\u5283\u7684\u7b2c\u4e00\u968e\u6bb5\u5c07\u6536\u96c6\u690d\u7269\u5de5\u5ee0\u76f8\u95dc\u8cc7\u6599\uff0c\u767c\u5c55\u51fa\u5354\u52a9\u690d\u7269\u5de5\u5ee0\u71df\u904b\u4e4b\u8cc7 \u6599\u5206\u6790\u65b9\u6cd5\uff0c\u4ee5\u6709\u6548\u638c\u63e1\u5e02\u5834\u5546\u60c5\u8207\u6c23\u5019\u4e4b\u9023\u52d5\u95dc\u4fc2\uff08\u5916\u90e8\u8cc7\u8a0a\uff09\u3002\u6b64\u5916\uff0c\u900f\u904e\u5206\u6790\u5de5\u5ee0\u4e4b\u74b0\u63a7\u689d\u4ef6\u8207\u4f5c\u7269\u751f\u7522\u826f\u7387\u4e4b\u56e0\u679c\u95dc\u4fc2\uff08\u5167\u90e8\u8cc7\u8a0a\uff09\u4f86\u63d0\u4f9b\u690d\u7269\u5de5\u5ee0\u6b63\u78ba\u5730 \u71df\u904b\u6c7a\u7b56\u5206\u6790\u3002\u672c\u968e\u6bb5\u5c07\u61c9\u7528\u8cc7\u6599\u63a2\u52d8\u6280\u8853\u3001\u7d50\u5408\u51fd\u6578\u578b\u4e3b\u6210\u4efd\u5206\u6790\u65b9\u6cd5\uff08FPCA\uff09\u7814\u7a76\u9069\u7528\u65bc\u690d\u7269\u5de5\u5ee0\u6c7a\u7b56\u5206\u6790\u4e4b\u8cc7\u6599\u5206\u6790\u65b9\u6cd5\u3002<\/p>\n

\u8a08\u5283\u7684\u7b2c\u4e8c\u968e \u6bb5\u5c07\u4ee5\u690d\u7269\u5de5\u5ee0\u4e4b\u9069\u6027\u751f\u7522\u6392\u7a0b\u4f5c\u70ba\u7814\u7a76\u7684\u4e3b\u8ef8\u3002\u9069\u6027\u751f\u7522\u6392\u7a0b\u6307\u7684\u662f\u5176\u8fb2\u4f5c\u7269\u7684\u751f\u7522\u898f\u5283\u53ef\u4f9d\u64da\u4f5c\u7269\u4e4b\u5e02\u5834\u50f9\u683c\u8b8a\u5316\u53ca\u5de5\u5ee0\u5167\u826f\u7387\u8b8a\u5316\u4f5c\u8abf\u6574\u3002\u70ba\u9054\u6536\u76ca\u4e4b\u6700\u5927 \u5316\uff0c\u690d\u7269\u5de5\u5ee0\u53ef\u9078\u64c7\u7a2e\u690d\u8f03\u9ad8\u50f9\u4e4b\u7522\u54c1\u4ee5\u7372\u53d6\u8f03\u9ad8\u7684\u5229\u6f64\u7a7a\u9593\uff0c\u6216\u53c3\u8003\u690d\u7269\u5de5\u5ee0\u5167\u4e4b\u826f\u7387\u5206\u6790\u4ee5\u9069\u5207\u5730\u8abf\u6574\u4f5c\u7269\u7684\u751f\u9577\u74b0\u5883\u3002\u6b64\u4e00\u968e\u6bb5\u4e4b\u7814\u7a76\u91cd\u9ede\u4ecd\u662f\u5229\u7528\u7b2c\u4e00\u968e\u6bb5 \u4e4b\u8cc7\u6599\u5206\u6790\u7814\u7a76\u6210\u679c\uff0c\u61c9\u7528\u6df7\u5408\u578b\u6574\u6578\u898f\u5283\u6cd5\u4f86\u767c\u5c55\u4e00\u500b\u9069\u7528\u65bc\u300c\u81ea\u7522\u81ea\u92b7\u300d\u7684\u751f\u7522\u6392\u7a0b\u7cfb\u7d71\u3002<\/p>\n

\u8a08\u5283\u4e4b\u7b2c\u4e09\u968e\u6bb5\u6574\u5408\u524d\u5169\u968e\u6bb5\u7684\u7814\u7a76\u6210\u679c\uff0c\u4ee5\u5275\u65b0\u4e4b \u690d\u7269\u5de5\u5ee0\u79df\u8cc3\u6982\u5ff5\u767c\u5c55\u51fa\u6709\u5225\u65bc\u81ea\u7522\u81ea\u92b7\u6216\u63a5\u55ae\u751f\u7522\u7684\u71df\u904b\u6a21\u5f0f\u3002\u690d\u7269\u5de5\u5ee0\u300c\u79c1\u6709\u7530\u5712\u300d\u670d\u52d9\u65e8\u5728\u5c07\u690d\u7269\u5de5\u5ee0\u8a2d\u5099\u53ca\u7a7a\u9593\u79df\u8cc3\u7d66\u6d88\u8cbb\u8005\u4e26\u63d0\u4f9b\u7a2e\u690d\u6280\u8853\u670d\u52d9\uff0c\u4f86\u6eff\u8db3 \u500b\u4eba\u6216\u5bb6\u5ead\u5c0d\u98df\u7269\u751f\u7522\u4f9b\u7d66\u53ca\u98df\u54c1\u5b89\u5168\u7684\u5145\u5206\u81ea\u4e3b\u6b0a\u3002\u672c\u8a08\u5283\u5c07\u4ee5\u52d5\u614b\u8a02\u50f9\u6a21\u578b\u7814\u7a76\u300c\u79c1\u6709\u7530\u5712\u300d\u79df\u8cc3\u4e4b\u8a02\u50f9\u554f\u984c\uff0c\u4e26\u91dd\u5c0d\u690d\u7269\u5de5\u5ee0\u8cc7\u6e90\u5206\u914d\u53ca\u5ba2\u88fd\u5316\u670d\u52d9\u9032\u884c\u6a21\u5f0f \u7684\u5206\u6790\u3002\u672c\u8a08\u5283\u671f\u80fd\u900f\u904e\u7d50\u5408\u300c\u81ea\u7522\u81ea\u92b7\u300d\u53ca\u300c\u79c1\u6709\u7530\u5712\u300d\u7684\u6574\u5408\u6a21\u5f0f\uff0c\u589e\u52a0\u690d\u7269\u5de5\u5ee0\u4e4b\u7372\u5229\uff0c\u9032\u800c\u70ba\u6b64\u4e00\u7522\u696d\u63d0\u4f9b\u5275\u65b0\u4e4b\u71df\u904b\u85cd\u5716\u3002<\/p>\n

\n

\u00a0\u7d50\u5408\u92b7\u552e\u9810\u6e2c\u53ca\u8abf\u8ca8\u6a5f\u5236\u65bc\u52a0\u76df\u96f6\u552e\u696d\u77ed\u671f\u6642\u6548\u6027\u5546\u54c1\u92b7\u552e\u4e4b\u7814\u7a76\u00a0\u00a0(2016.8~2017,7)<\/strong><\/p>\n

\u7372\u570b\u79d1\u6703\u5c08\u984c\u7814\u7a76\u8a08\u756b\u88dc\u52a9\uff08105-2221-E-011-108\uff09\uff0c\u8a08\u756b\u4e3b\u6301\u4eba<\/p>\n

\u672c\u8a08\u756b\u4ee5\u77ed\u671f\u6642\u6548\u6027\u5546\u54c1\u7684\u52a0\u76df\u9023\u9396\u92b7\u552e\u9810\u6e2c\u4f5c\u70ba\u7814\u7a76\u7684\u4e3b\u8981\u6a19\u7684\uff0c\u63a2\u8a0e\u5982\u4f55\u900f\u904e\u5206\u6790\u92b7\u552e\u6642\u9ede\u7cfb\u7d71\u4e4b\u5b8c\u6574\u92b7\u552e\u7d00\u9304\u5c0d\u52a0\u76df\u9023\u9396\u92b7\u552e\u9032\u884c\u9810\u6e2c\u5206\u6790\uff0c\u4e26\u7d50\u5408\u8abf\u8ca8\u6a5f\u5236\u5f4c\u88dc\u9810\u6e2c\u7684\u4e0d\u8db3\uff0c\u9032\u800c\u63d0\u9ad8\u6642\u6548\u6027\u5546\u54c1\u7684\u92b7\u552e\u3002\u672c\u7814\u7a76\u5c07\u8457\u91cd\u4ee5\u52a0\u76df\u7e3d\u90e8\u7684\u89d2\u5ea6\u4f86\u8a02\u5b9a\u53ca\u9810\u6e2c\u5404\u52a0\u76df\u5e97\u7684\u6700\u9069\u8a02\u8cfc\u91cf\u53ca\u53ef\u80fd\u7684\u8abf\u8ca8\u7b56\u7565\uff0c\u4ee5\u4f5c\u70ba\u7e3d\u516c\u53f8\u8ca8\u54c1\u4f9b\u61c9\u7684\u898f\u5283\u3002\u5176\u4e2d\uff0c\u5728\u5546\u54c1\u92b7\u552e\u9810\u6e2c\u4e0a\uff0c\u671f\u671b\u80fd\u7d50\u5408\u5404\u7a2e\u516c\u958b\u8cc7\u8a0a\u53ca\u548c\u5e97\u5bb6\u63d0\u4f9b\u7684\u8cc7\u6599\uff0c\u7814\u7a76\u5177\u4ee3\u8868\u6027\u4e4b\u92b7\u552e\u7279\u5fb5\uff0c\u4ee5\u63d0\u9ad8\u9810\u6e2c\u7684\u7cbe\u6e96\u5ea6\u4e26\u70ba\u4f01\u696d\u5e36\u4f86\u66f4\u9ad8\u7684\u7372\u5229\u3002\u672c\u8a08\u756b\u5c07\u4ee5\u8cc7\u6599\u5206\u7fa4\u6cd5\u627e\u51fa\u5404\u52a0\u76df\u5e97\u5404\u5f0f\u5546\u54c1\u7684\u5eab\u5b58\u7279\u5fb5\u66f2\u7dda\uff0c\u4e26\u4f9d\u6b64\u9810\u6e2c\u4f5c\u70ba\u52a0\u76df\u5e97\u8a72\u5546\u54c1\u53ef\u80fd\u7684\u552e\u7f44\u6642\u9593\uff0c\u4ee5\u958b\u5c55\u6574\u500b\u9023\u92b7\u9ad4\u7cfb\u4e4b\u5546\u54c1\u92b7\u552e\u9810\u6e2c\u3002\u85c9\u7531\u552e\u7f44\u6642\u9593\u7684\u9810\u6e2c\uff0c\u6211\u5011\u53ef\u4ee5\u76e3\u63a7\u7576\u65e5\u5404\u5e97\u5bb6\u662f\u5426\u5373\u5c07\u9762\u81e8\u5269\u9918\u5eab\u5b58\u6216\u662f\u7f3a\u8ca8\u7684\u60c5\u5f62\u767c\u751f\uff0c\u900f\u904e\u591a\u5bb6\u96f6\u552e\u5546\u7684\u8cc7\u8a0a\u6574\u5408\u4e26\u52a0\u5165\u8abf\u8ca8\u6c7a\u7b56\u56e0\u5b50\u3001\u8abf\u8ca8\u8ddd\u96e2\u53ca\u55ae\u4f4d\u8ddd\u96e2\u6210\u672c\u7b49\u5f71\u97ff\u56e0\u7d20\uff0c\u8a55\u4f30\u5982\u4f55\u5728\u7b26\u5408\u6574\u9ad4\u7d93\u6fdf\u6548\u76ca\u7684\u60c5\u6cc1\u4e0b\uff0c\u9032\u884c\u52a0\u76df\u96f6\u552e\u5e97\u4e4b\u9593\u7684\u8abf\u8ca8\u3002\u672c\u7814\u7a76\u4ee5\u92b7\u552e\u9810\u6e2c\u7d50\u679c\u63a2\u8a0e\u8abf\u8ca8\u50f9\u683c\u8207\u6574\u9ad4\u8abf\u8ca8\u7d93\u6fdf\u6548\u76ca\u7684\u95dc\u4fc2\uff0c\u4e26\u9032\u800c\u7814\u7a76\u6700\u9069\u7684\u8abf\u8ca8\u50f9\u683c\u4ee5\u9a45\u52d5\u6574\u500b\u96f6\u552e\u52a0\u76df\u9ad4\u7cfb\u5c0d\u92b7\u552e\u7684\u6574\u9ad4\u5229\u76ca\u3002<\/p>\n

\n

\u652f\u63f4\u667a\u6167\u57ce\u5e02\u61c9\u7528\u57fa\u790e\u8a2d\u65bd\u6838\u5fc3\u6280\u8853\u767c\u5c55\u53ca\u5408\u4f5c\u8a08\u756b\uff0d\u7d50\u5408\u5927\u6578\u64da\u5206\u6790\u65bc\u4f9b\u61c9\u934a\u52d5\u614b\u8eca\u8f1b\u8def\u5f91\u512a\u5316\u554f\u984c\u3000(2017.6~2019.5)<\/strong><\/p>\n

\u7372\u570b\u79d1\u6703\u5c08\u984c\u7814\u7a76\u8a08\u756b\u88dc\u52a9\uff08106-2218-E-011-008-MY2\uff09\uff0c\u8a08\u756b\u5171\u540c\u4e3b\u6301\u4eba<\/p>\n

\u826f\u597d\u7684\u4ea4\u901a\u72c0\u614b\u662f\u4e16\u754c\u4e0a\u5404\u500b\u5927\u90fd\u6703\u6240\u8ffd\u6c42\u7684\u76ee\u6a19\uff0e\u672c\u8a08\u756b\u9810\u8a08\u900f\u904e\u570b\u969b\u5408\u4f5c\uff0c\u91dd\u5c0d\u5370\u5c3c\u96c5\u52a0\u9054\u9019\u500b\u5728\u4ea4\u901a\u786c\u9ad4\u5efa\u8a2d\u5c1a\u5728\u8d77\u6b65\u968e\u6bb5\u7684\u5370\u5c3c\u9996\u90fd\uff0c\u9032\u884c\u4ea4\u901a\u8cc7\u6599\u6536\u96c6\u53ca\u5206\u6790\uff0c\u4e26\u63d0\u51fa\u4ee5\u6539\u5584\u4f9b\u61c9\u934a\u904b\u8f38\u70ba\u76ee\u7684\u7684\u6c7a\u7b56\u6a21\u578b\u3002\u672c\u8a08\u756b\u5c07\u8207\u5370\u5c3c\u5b78\u8005\u5171\u540c\u6536\u96c6\u53ca\u7814\u7a76\u96c5\u52a0\u9054\u4e4b\u4ea4\u901a\u8cc7\u8a0a\u4e26\u9032\u884c\u5206\u6790\u53ca\u8a55\u4f30\uff0c\u5229\u7528\u5de8\u91cf\u8cc7\u6599\u5206\u6790\u6280\u8853\u53ca\u8eca\u8f1b\u904b\u8f38\u554f\u984c\uff0c\u5efa\u7acb\u4e00\u500b\u4ea4\u901a\u72c0\u6cc1\u9810\u6e2c\u6a21\u578b\u3002\u6b64\u6a21\u578b\u5c07\u4ee5\u5370\u5c3c\u96c5\u52a0\u9054\u7684\u4f9b\u61c9\u93c8\u7cfb\u7d71\u4e4b\u4ea4\u901a\u9762\u5411\u9032\u884c\u6c7a\u7b56\u5206\u6790\u4e26\u505a\u51fa\u6539\u5584\u3002\u672c\u7814\u7a76\u8a08\u756b\u5c07\u5206\u70ba\u4e09\u5e74\u671f\uff1a\u7b2c\u4e00\u5e74\u5c07\u5efa\u69cb\u8cc7\u6599\u8490\u96c6\u6a5f\u5236\uff0c\u900f\u904e\u8207\u5370\u5c3c\u5408\u4f5c\u5925\u4f34\u5171\u540c\u8490\u96c6\u5f71\u97ff\u96c5\u52a0\u9054\u4ea4\u901a\u7684\u76f8\u95dc\u8cc7\u6599\uff0c\u4e26\u5c07\u6240\u8490\u96c6\u4e4b\u8cc7\u6599\u653e\u7f6e\u65bc\u6578\u64da\u5e73\u53f0\u4e26\u8207\u5408\u4f5c\u5925\u4f34\u5171\u540c\u4f7f\u7528\uff1b\u7b2c\u4e8c\u5e74\u5c07\u5efa\u69cb\u4e00\u500b\u8cc7\u6599\u5206\u6790\u53ca\u9810\u6e2c\u6a21\u578b\u4f86\u63a2\u8a0e\u5f71\u97ff\u96c5\u52a0\u9054\u4ea4\u901a\u7684\u91cd\u8981\u56e0\u5b50\uff0c\u4e26\u4f7f\u7528\u8a72\u9810\u6e2c\u6a21\u578b\u5c07\u8cc7\u6599\u5206\u6790\u7d50\u679c\u904b\u7528\u5728\u4f9b\u61c9\u93c8\u904b\u8f38\u4e4b\u6c7a\u7b56\u4e0a\u3002\u76f8\u95dc\u8cc7\u6599\u6a21\u578b\u5c07\u5e36\u5165\u8eca\u8f1b\u904b\u8f38\u554f\u984c\uff0c\u4e26\u4e14\u7d50\u5408\u555f\u767c\u5f0f\u6f14\u7b97\u6cd5\u53ca\u96f2\u7aef\u5373\u6642\u5206\u6790\u4ee5\u63d0\u4f9b\u4f9b\u61c9\u93c8\u4e0a\u5404\u500b\u89d2\u8272\u9032\u884c\u6c7a\u7b56\u3002<\/p>\n

\n

\u65e2\u6709\u820a\u7cfb\u7d71\u4e4b\u7570\u8cea\u88fd\u9020\u5e73\u53f0\u67b6\u69cb\u6280\u8853\u958b\u767c\u8207\u7db2\u5be6\u7cfb\u7d71\u5347\u7d1a\u61c9\u7528\u9a57\u8b49\u00a0\u00a0 (2016.10~2019.9)<\/strong><\/p>\n

\u7372\u570b\u79d1\u6703\u5c08\u984c\u7814\u7a76\u8a08\u756b\u88dc\u52a9\uff08105-2218-E-011-015\uff09\uff0c\u8a08\u756b\u5171\u540c\u4e3b\u6301\u4eba(\u5b50\u8a08\u756b\u4e09)<\/p>\n

\u7db2\u5b87\u5be6\u9ad4\u7cfb\u7d71\u662f\u5de5\u696d4.0 \u6280\u8853\u6838\u5fc3\uff0c\u5176\u7cbe\u795e\u5728\u65bc\u5c0e\u5165\u5927\u91cf\u88fd\u9020\u73fe\u5834\u8cc7\u8a0a\u6536\u96c6\u8207\u56de\u6388\uff0c\u9032\u884c\u5be6\u9ad4\u8a2d\u5099\u4e4b\u5373\u6642\u63a7\u5236\uff0c\u4f7f\u5be6\u9ad4\u7a0b\u5e8f\u80fd\u9054\u6210\u9810\u671f\u64cd\u4f5c\u76ee\u6a19\u3002\u7136\u800c\u570b\u5167\u5927\u591a\u6578\u4e2d\u5c0f\u4f01\u696d\u7121\u6cd5\u5c0e\u5165\u6b64\u7cfb\u7d71\uff0c\u539f\u56e0\u5728\u65bc\u65e2\u6709\u820a\u7cfb\u7d71\u9023\u6a5f\u53f0\u4e92\u9023\u80fd\u529b\u90fd\u6c92\u6709\uff0c\u4e5f\u4e0d\u53ef\u80fd\u70ba\u4e86\u5de5\u696d4.0 \u800c\u66f4\u63db\u65e2\u6709\u8a2d\u5099\u3002\u56e0\u6b64\uff0c\u5f9e\u65e2\u6709\u820a\u7cfb\u7d71\u9032\u884c\u7db2\u5b87\u5be6\u9ad4\u7cfb\u7d71\u5347\u7d1a\u662f\u5fc5\u8981\u7684\u3002\u672c\u8a08\u756b\u5f9e\u88fd\u9020\u696d\u7684\u65e2\u6709\u820a\u7cfb\u7d71\u7db2\u5b87\u5be6\u9ad4\u7cfb\u7d71\u5347\u7d1a\uff0c\u9032\u884c\u7570\u8cea\u88fd\u9020\u5e73\u53f0\u67b6\u69cb\u6280\u8853\u958b\u767c\uff0c\u5efa\u69cb\u76f8\u95dc\u4ecb\u9762\u8207\u77e5\u8b58\u5eab\uff0c\u76ee\u7684\u70ba\u4f7f\u9019\u4e9b\u65e2\u6709\u820a\u7cfb\u7d71\u8207\u5148\u9032\u7db2\u5b87\u5be6\u9ad4\u7cfb\u7d71\u76f8\u5bb9\u3002\u7d50\u6848\u6642\u5c07\u4ee5\u6240\u63d0\u51fa\u4e4b\u7570\u8cea\u88fd\u9020\u5e73\u53f0\u67b6\u69cb\u9054\u6210\u300e\u6574\u7dda\u300f\u81ea\u52d5\u5316\u751f\u7522\u76ee\u6a19\uff0c\u63d0\u4f9b\u5ee0\u5546\u505a\u70ba\u5de5\u696d4.0 \u5347\u7d1a\u4e4b\u667a\u6167\u5de5\u5ee0\u90e8\u7f72\u53c3\u8003\u3002
\n\u672c\u8a08\u756b\u5728\u7570\u8cea\u7db2\u5b87\u5be6\u9ad4\u7cfb\u7d71\u88fd\u9020\u5e73\u53f0\u67b6\u69cb\u4e0b\uff0c\u63d0\u51fa\u4e09\u500b\u5b50\u8a08\u756b\uff0c\u5305\u62ec\uff1a\uff08\u5b50\u8a08\u756b\u4e00\uff09\u958b\u767c\u6a5f\u81fa\u9023\u6a5f\u81fa\u4e4b\u7269\u806f\u7db2\u67b6\u69cb\u3001\u76f8\u95dc\u4ecb\u9762\u8207\u5354\u5b9a\u53ca\u5c07\u8cc7\u6599\u5206\u6790\u7d50\u679c\u61c9\u7528\u65bc\u6a5f\u81fa\u7cbe\u5bc6\u52a0\u5de5\uff1b\uff08\u5b50\u8a08\u756b\u4e8c\uff09\u958b\u767c\u5be6\u9ad4\u793a\u7bc4\u7dda\u4e4b\u5efa\u6a21\u3001\u8a2d\u8a08\u3001\u6a21\u64ec\u3001\u5206\u6790\uff0c\u9032\u884c\u667a\u6167\u76e3\u63a7\u548c\u7dda\u4e0a\u611f\u6e2c\u53ca\u8a3a\u65b7\uff0c\u4e26\u5c0e\u5165\u64f4\u589e\u5be6\u5883\u61c9\u7528\uff1b\u4ee5\u53ca\uff08\u5b50\u8a08\u756b\u4e09\uff09\u5c0e\u5165\u5de8\u91cf\u8cc7\u6599\u96f2\u8a08\u7b97\uff0c\u4e26\u4ee5\u904b\u7c4c\u3001\u7269\u6d41\u3001\u6578\u64da\u5206\u6790\u3001\u71df\u904b\u3001\u7cbe\u5be6\u7ba1\u7406\u7b49\u3002\u6700\u5f8c\uff0c\u672c\u8a08\u756b\u4ee5\u7db2\u5b87\u5be6\u9ad4\u7cfb\u7d71\u6280\u8853\u843d\u5be6\u70ba\u51fa\u767c\u9ede\uff0c\u76f8\u4fe1\u672c\u8a08\u756b\u4e4b\u6210\u679c\u53ef\u5e6b\u52a9\u8a31\u591a\u570b\u5167\u4e2d\u5c0f\u898f\u6a21\u88fd\u9020\u696d\u5728\u5de5\u696d\u5347\u7d1a\uff0c\u4e26\u57f9\u80b2\u6211\u570b\u7db2\u5b87\u5be6\u9ad4\u7cfb\u7d71\u4eba\u624d\u3002<\/p>\n

\n

\u61c9\u7528\u65bc\u667a\u6167\u88fd\u9020\u7cfb\u7d71\u4e4b\u4e32\u6d41\u8cc7\u6599\u5206\u6790\u6a21\u7d44\u00a0(2017.8~2020,7)<\/strong><\/p>\n

\u7372\u570b\u79d1\u6703\u5c08\u984c\u7814\u7a76\u8a08\u756b\u88dc\u52a9\uff08MOST 106-2221-E-011-106-MY3\uff09\uff0c\u8a08\u756b\u4e3b\u6301\u4eba<\/p>\n

\u638c\u63e1\u751f\u7522\u7dda\u4e0a\u5404\u7a2e\u5de5\u5177\u6a5f\u53f0\u4e4b\u88fd\u9020\u53ca\u52a0\u5de5\u6210\u54c1\u8cc7\u8a0a\uff0c\u4e26\u52a0\u4ee5\u76e3\u63a7\u53ca\u5206\u6790\uff0c\u662f\u73fe\u4eca\u667a\u6167\u88fd\u9020\u7cfb\u7d71\u4e2d\u6700\u57fa\u672c\u7684\u6838\u5fc3\u80fd\u529b\u3002\u7531\u65bc\u6a5f\u806f\u7db2\u6216\u7269\u806f\u7db2\u6280\u8853\u7684\u666e\u53ca\uff0c\u5728\u73fe\u4ee3\u5316\u5de5\u5ee0\u74b0\u5883\u4e2d\uff0c\u4e32\u6d41\u578b\u7684\u5927\u91cf\u611f\u6e2c\u8cc7\u6599\uff08data stream\uff09\u4f34\u96a8\u8457\u751f\u7522\u88fd\u9020\u6240\u9700\u4e4b\u5404\u5f0f\u88fd\u7a0b\u8cc7\u8a0a\u4e5f\u8b93\u5206\u6790\u5de5\u4f5c\u8d8a\u986f\u8907\u96dc\uff0c\u5982\u4f55\u5373\u6642\u6709\u6548\u5730\u76e3\u63a7\u7121\u6240\u4e0d\u5728\u4e4b\u4e32\u6d41\u8cc7\u6599\u4e26\u6574\u5408\u5404\u5f0f\u8cc7\u6599\u4ee5\u9032\u884c\u5f8c\u7aef\u6279\u6b21\u6027\u7684\u5206\u6790\uff0c\u5df1\u6210\u70ba\u5de5\u696d\u5927\u6578\u64da\u5206\u6790\u7684\u91cd\u8981\u8ab2\u984c\u3002\u672c\u7814\u7a76\u64ec\u63d0\u51fa\u4e09\u5e74\u671f\u8a08\u756b\uff0c\u91dd\u5c0d\u5de5\u5177\u6a5f\u53f0\u4e4b\u8cc7\u8a0a\u5373\u6642\u76e3\u63a7\u53ca\u6279\u6b21\u56e0\u5b50\u5206\u6790\u63d0\u51fa\u4e00\u500b\u5b8c\u6574\u7684\u6578\u64da\u5206\u6790\u67b6\u69cb\u3002\u9996\u5148\uff0c\u7b2c\u4e00\u671f\u5c07\u5229\u7528\u5de5\u5177\u6a5f\u6700\u5e95\u5c64\u6307\u4ee4 G-code\u4f5c\u70ba\u8cc7\u6599\u5206\u5272\u4e4b\u6700\u5c0f\u55ae\u4f4d\uff0c\u5c07\u6240\u6709\u8207\u5de5\u5177\u6a5f\u53f0\u52a0\u5de5\u76f8\u95dc\u8cc7\u8a0a\uff0c\u5283\u5206\u6210\u4ee5G-code\u70ba\u57fa\u790e\u4e4b\u8cc7\u6599\u7dad\u5ea6\uff08instruction-based domain\uff09\u3002\u900f\u904e\u6574\u5408\u7b26\u865f\u8f49\u63db\u8fd1\u4f3c\u6cd5\uff08Symbolic Aggregate Approximation, SAX\uff09\u53ca\u54c1\u8cea\u7ba1\u5236\u4e4b\u63a7\u5236\u5716\u6280\u8853\uff0c\u958b\u767c\u4e00\u500b\u80fd\u6709\u6548\u5730\u7e2e\u6e1b\u8cc7\u6599\u8655\u7406\u91cf\u4e26\u80fd\u9054\u5230\u5373\u6642\u76e3\u63a7\u4e32\u6d41\u8cc7\u6599\u53ca\u8cc7\u6599\u6bd4\u5c0d\u7684\u5206\u6790\u5de5\u5177\u3002\u7b2c\u4e8c\u671f\u5247\u5229\u7528\u7b2c\u4e00\u671f\u6240\u767c\u5c55\u4e4b\u65b9\u6cd5\u70ba\u57fa\u790e\uff0c\u767c\u5c55\u4e00\u500b\u80fd\u5728\u4e32\u6d41\u8cc7\u6599\u4e2d\u540c\u6b65\u641c\u5c0b\u8207\u88fd\u9020\u6210\u54c1\u826f\u7387\u6709\u95dc\u56e0\u5b50\u7684\u6574\u5408\u6f14\u7b97\u6cd5\u3002\u900f\u904e\u540c\u6b65\u641c\u5c0b\u8207\u5de5\u5177\u6a5f\u53f0\u6307\u4ee4\u76f8\u95dc\u4e4b\u4e32\u6d41\u8cc7\u6599\uff0c\u4e26\u540c\u6642\u5c0b\u6c42\u8cc7\u6599\u5206\u7fa4\uff08data clustering\uff09\u53ca\u8cc7\u6599\u5206\u985e\uff08data classification\uff09\u7684\u6700\u4f73\u5316\u76ee\u6a19\u4f86\u9032\u884c\u7279\u5fb5\u503c\u9078\u53d6\uff08feature selection\uff09\u53ca\u5efa\u7acb\u7570\u5e38\u8cc7\u6599\u5206\u7fa4\u3002\u7b2c\u4e09\u671f\u70ba\u80fd\u63d0\u4f9b\u66f4\u6e96\u78ba\u5730\u9810\u6e2c\u5de5\u5177\u6a5f\u53f0\u4e4b\u640d\u58de\u6a5f\u7387\uff0c\u672c\u8a08\u756b\u64ec\u4ee5\u96b1\u85cf\u99ac\u53ef\u592b\u6a21\u578b\uff08Hidden Markov Model, HMM\uff09\u70ba\u57fa\u790e\uff0c\u5efa\u69cb\u5de5\u5177\u6a5f\u53f0\u5404\u7279\u5fb5\u56e0\u5b50\u8207\u751f\u7522\u72c0\u614b\u4e4b\u6a5f\u7387\u6a21\u578b\uff0c\u4f5c\u70ba\u63d0\u4f9b\u9810\u6e2c\u6027\u7dad\u8b77\u5206\u6790\u4e4b\u57fa\u790e\u3002\u672c\u8a08\u756b\u9810\u8a08\u4ee5\u958b\u6e90Spark Stream\u5e73\u53f0\u4f5c\u70ba\u5404\u767c\u5c55\u5de5\u5177\u4e4b\u958b\u767c\u5e73\u53f0\uff0c\u4ee5\u9054\u7814\u7a76\u6210\u679c\u5171\u4eab\u4e4b\u76ee\u7684\u3002<\/p>\n

\n

\u4e00\u500b\u57fa\u65bc\u5f71\u97f3\u8cc7\u8a0a\u4e4b\u667a\u6167\u91d1\u878d\u670d\u52d9\u5e73\u53f0\uff0d\u4e00\u500b\u57fa\u65bc\u5f71\u97f3\u8cc7\u8a0a\u4e4b\u667a\u6167\u91d1\u878d\u670d\u52d9\u5e73\u53f0\u00a0(2017.6~2020,5)<\/strong><\/p>\n

\u7372\u570b\u79d1\u6703\u5c08\u984c\u7814\u7a76\u8a08\u756b\u88dc\u52a9\uff08MOST 106-3114-E-011-004, 107-2218-E-011-014, 108-2218-E-011-026\uff09\uff0c\u8a08\u756b\u5171\u540c\u4e3b\u6301\u4eba<\/p>\n

\u672c\u8a08\u756b\u9810\u8a08\uf9dd\u7528\u4e09\uf98e\u9010\u6b65\u958b\u767c\u4eba\u5de5\u667a\u6167\u4e4b\u5f71\u97f3\u6587\u5b57\u60c5\u7dd2\u5206\u6790\u6280\u8853\uff0c\u4ee5\u63d0\u5347\uf90a\u878d\u696d\u5ba2\u6236\u670d\u52d9\u54c1\u8cea\u70ba\u76ee\u7684\uff0c\u6574\u5408\u63a8\u85a6\u7cfb\u7d71\u6280\u8853\u5efa\u69cb\u5177\u524d\u77bb\u6027\u4e4b\u667a\u6167\uf90a\u878d\u670d\u52d9\u5e73\u53f0\u3002\u76f8\u95dc\u6280\u8853\u7684\u958b\u767c\u9664\u6574\u5408\u5b78\u8853\u7814\u7a76\u6210\u679c\u5916\uff0c\u4e26\u900f\u904e\u8207\u7522\u696d\u5408\u4f5c\uff0c\u671f\u671b\u80fd\u52a0\u901f\u6280\u8853\u5546\u54c1\u5316\u3002\u672c\u8a08\u756b\u6574\u5408\u56db\u500b\u5b50\u8a08\u756b\uff1a\u300c\u5b50\u8a08\u756b\u4e00\uff1a\u4eba\u81c9\u8fa8\uf9fc\u66a8\u5fae\u8868\u60c5\u5206\u6790\u300d\u904b\u7528\u6df1\ufa01\u5b78\u7fd2\u6280\u8853\u5206\u6790\u5ba2\u6236\u7684\u81c9\u90e8\u8868\u60c5\uff0c\u5f97\u77e5\u670d\u52d9\uf9ca\u7a0b\u4e2d\u5ba2\u6236\u7684\u60c5\u7dd2\uff0c\u85c9\u6b64\u5224\u65b7\u5ba2\u6236\u5c0d\u6295\u8cc7\uf9e4\u8ca1\u7d44\u5408\u7684\u53cd\u61c9\u4ee5\u53ca\u504f\u597d\u7a0b\ufa01\uff1b\u300c\u5b50\u8a08\u756b\u4e8c\uff1a\u8a9e\u97f3\u8eab\u5206\u8fa8\uf9fc\u6280\u8853
\n\u66a8\u8a9e\u97f3\u5ba2\u670d\u7cfb\u7d71\u300d\u904b\u7528\u6df1\ufa01\u5b78\u7fd2\u6280\u8853\u5206\u6790\u5ba2\u6236\u8a9e\u97f3\uff0c\u5f97\u77e5\u670d\u52d9\uf9ca\u7a0b\u4e2d\u5ba2\u6236\u7684\u60c5\u7dd2\uff0c\u4e26\u7d50\u5408\u5b50\u8a08\u756b\u4e00\u5f62\u6210\u65b0\u578b\uf90a\u878d\u5ba2\u6236\u60c5\u7dd2\u5f71\u97f3\u5373\u6642\u5206\u6790\u6a21\u7d44\uff0c\u91cd\u6574\u5ba2\u6236\u63cf\u8ff0\u8cc7\uf9be\u5eab\u548c\u5ba2\u670d\u7cfb\u7d71\uff1b\u300c\u5b50\u8a08\u756b\u4e09\uff1a\u793e\u7fa4\u8cc7\uf9be\u60c5\u7dd2\u5206\u6790\u300d\u904b\u7528\u6587\u5b57\u63a2\u52d8\u6280\u8853\u5206\u6790\u5ba2\u6236\u5728\u793e\u7fa4\u7db2\uf937\u4e0a\u7684\ufa08\u70ba\u8cc7\uf9be\uff0c\u4f9d\u6b64\u5224\u65b7\u5ba2\u6236\u5c0d\u65bc\u6295\u8cc7\uf9e4\u8ca1\u7d44\u5408\u7684\u98a8\u96aa\u6ea2\u916c\u53ca\u504f\u597d\uff1b\u300c\u5b50\u8a08\u756b\u56db\uff1a\u63a8\u85a6\u7cfb\u7d71\u53ca\u667a\u80fd\u5408\u7d04\u300d\u7d50\u5408\u9280\ufa08\u7aef\u65e2\u6709\u5ba2\u6236\u8cc7\uf9be\u4ee5\u53ca\u5b50\u8a08\u756b\u4e00\u81f3\u4e09\u6240\u7522\u751f\u4e4b\u65b0\u7248\u5ba2\u6236\u63cf\u8ff0\u8cc7\uf9be\uff0c\u4f9d\u6b64\u4f5c\u70ba\u5ba2\u6236\u6295\u8cc7\uf9e4\u8ca1\u8207\u670d\u52d9\u7684\u63a8\u85a6\u4f9d\u64da\uff0c\u4e26\u904b\u7528\u5340\u584a\uf99b\u6280\u8853\u5efa\uf9f7\u667a\u80fd\u5408\u7d04\uff0c\u5be6\u73fe\u5728\u5bb6(\ufa08\u52d5)\uf90a\u878d\u670d\u52d9\u3002\u900f\u904e\u7522\u5b78\u5408\u4f5c\uff0c\u672c\u8a08\u756b\u671f\u671b\u65bc\uf90a\u878d\uf9b4\u57df\u5f15\u9032\u60c5\u7dd2\u5206\u6790\u6280\u8853\uff0c\u589e\u9032\uf90a\u878d\u7522\u696d\u5c0d\u5ba2\u6236\u63cf\u8ff0\u7684\ufa1d\u6e96\u5316\uff0c\u4e26\u85c9\u6240\u958b\u767c\u6280\u8853\u5efa\uf9f7\u65b0\u7248\u4fe1\u7528\u8a55\u5206\u8207\u98a8\u96aa\u8a55\u4f30\u3002<\/p>\n

\n

\u904b\u7528\u50b3\u7d71\u7db2\u7248\u5370\u82b1\u4e4b\u534a\u8272\u8abf\u5206\u8272\u667a\u6167\u7cfb\u7d71\u00a0\u00a0(2018.11~2020,10)<\/strong><\/p>\n

\u7372\u570b\u79d1\u6703\u5c08\u984c\u7814\u7a76\u8a08\u756b\u88dc\u52a9\uff08MOST 107-2622-E-011-035-CC2, 108-2622-E-011-024-CC2)\u00a0\uff0c\u8a08\u756b\u4e3b\u6301\u4eba<\/p>\n

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