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\u76f8\u5173\u6210\u679c\u4ee5\u201cApplying machine learning to boost the development of high-performance membrane electrode assembly for proton exchange membrane fuel cells\u201d\u4e3a\u9898\uff0c\u4e8e2021\u5e742\u67088\u65e5\u5728\u300a\u6750\u6599\u5316\u5b66\u5b66\u62a5A\u300b\uff08Journal of Materials Chemistry A\uff09\u4e0a\u4f5c\u4e3a\u5c01\u9762\u6587\u7ae0\uff08inside cover\uff09\u53d1\u8868\u3002\u672c\u6587\u7b2c\u4e00\u4f5c\u8005\u4e3a\u5357\u4eac\u5927\u5b66\u73b0\u4ee3\u5de5\u7a0b\u4e0e\u5e94\u7528\u79d1\u5b66\u5b66\u9662\u535a\u58eb\u751f\u4e01\u777f\uff0c\u901a\u8baf\u4f5c\u8005\u4e3a\u674e\u4f73\u526f\u7814\u7a76\u5458\u4e0e\u5218\u5efa\u56fd\u6559\u6388\uff0c\u5357\u4eac\u5927\u5b66\u4e3a\u552f\u4e00\u901a\u8baf\u5355\u4f4d\uff0c\u673a\u5668\u5b66\u4e60\u8ba1\u7b97\u4efb\u52a1\u53d7\u5357\u4eac\u5927\u5b66\u4eba\u5de5\u5fae\u7ed3\u6784\u79d1\u5b66\u4e0e\u6280\u672f\u534f\u540c\u521b\u65b0\u4e2d\u5fc3\u9ad8\u6027\u80fd\u8ba1\u7b97\u4e2d\u5fc3\u652f\u6301\u3002<\/b><\/strong><\/p>\n

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\u56fe2 a) XGboost \u7b97\u6cd5\u5bf966\u4e2a\u521d\u59cb\u5b9e\u9a8c\u53c2\u6570\u7684\u7279\u5f81\u6392\u5e8f\u7ed3\u679c\u793a\u610f\u56fe\uff1bb)\u7b5b\u9009\u5e76\u4fdd\u7559\u524d27\u4e2a\u6838\u5fc3\u7279\u5f81\u540e\u7684\u7279\u5f81\u6392\u5e8f\u7ed3\u679c\u793a\u610f\u56fe; c)\u4f7f\u7528\u968f\u673a\u68ee\u6797(RF)\u4e0eXGboost \u8fdb\u884c\u7279\u5f81\u7b5b\u9009\u540e\u7684\u6d4b\u8bd5\u96c6\u9884\u6d4b\u6027\u80fd\u8868\u73b0\u53d8\u5316\u67f1\u72b6\u793a\u610f\u56fe<\/b><\/strong><\/p>\n

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\u56fe3 a) \u4f7f\u7528\u6838\u5fc3\u7279\u5f81\u8fdb\u884c\u51b3\u7b56\u6811\u5efa\u6a21\u9488\u5bf9\u5982\u4f55\u83b7\u5f97\u9ad8\u6700\u5927\u529f\u7387\u5bc6\u5ea6\u7684\u53ef\u89c6\u5316\u51b3\u7b56\u8def\u5f84\u793a\u610f\u56fe\uff1bb)\u4e0ec)\u4e0d\u540c\u9891\u7e41\u9879\u96c6(\u8f93\u5165\u7279\u5f81\u4e0e\u7684\u9ad8\u6027\u80fd\u540c\u65f6\u51fa\u73b0)\u7684\u63d0\u5347\u503c\u4e0e\u9891\u7387\u968f\u7740\u5206\u7c7b\u6807\u51c6(\u8f93\u51fa\u5224\u5b9a\u4e3a\u9ad8\u6027\u80fd\u6b63\u4f8b)\u53d8\u5316\u7684\u793a\u610f\u56fe<\/b><\/strong><\/p>\n

\u5728\u6a21\u5757\u4e00\u7b5b\u9009\u51fa\u6838\u5fc3\u7279\u5f81\u540e\uff0c\u53ef\u901a\u8fc7\u51b3\u7b56\u5efa\u6a21\u4e3a\u7814\u53d1\u4eba\u5458\u76f4\u63a5\u63d0\u4f9b\u5982\u4f55\u83b7\u5f97\u76ee\u6807\u9ad8\u6027\u80fd\u57fa\u4e8e\u5927\u6570\u636e\u7684\u51b3\u7b56\u5efa\u8bae\u3002\u5982\u56fe3a<\/b><\/strong>\u6240\u793a\uff0c\u51b3\u7b56\u6811\u662f\u6700\u4e3a\u9ad8\u6548\u4e0e\u7cbe\u786e\u7684\u6a21\u578b\u4e4b\u4e00\uff0c\u5728\u9ad8\u6d4b\u8bd5\u96c6\u5206\u7c7b\u51c6\u786e\u7387(88%)\u7684\u524d\u63d0\u4e0b\uff0c\u51b3\u7b56\u6811\u6a21\u578b\u667a\u80fd\u5730\u63d0\u51fa\u4e86\u5c06\u8d28\u5b50\u4ea4\u6362\u819c\u539a\u5ea6\u4f5c\u4e3a\u6839\u8282\u70b9\uff0c\u540c\u65f6\u5728\u540e\u7eed\u8282\u70b9\u4e2d\u9488\u5bf9\u4e0d\u540c\u8d28\u91cf\u5206\u6570\u4e0e\u8d28\u91cf\u6d3b\u6027\u7684\u50ac\u5316\u5242\u4ee5\u53ca\u4e0d\u540c\u819c\u7535\u6781\u8f7d\u91cf\u8981\u6c42\u7b49\u5404\u79cd\u60c5\u51b5\u4e0b\u5982\u4f55\u8fdb\u884c\u4e2a\u6027\u5316\u4f18\u5316\u63d0\u4f9b\u4e86\u51b3\u7b56\u8fb9\u754c\u548c\u5efa\u8bae\u3002\u4f8b\u5982\uff0c\u51b3\u7b56\u6811\u5728\u6ca1\u6709\u4eba\u5de5\u5e72\u6d89\u7684\u60c5\u51b5\uff0c\u57fa\u4e8e\u5927\u6570\u636e\u8bad\u7ec3\u63d0\u51fa\u4e86239.95mA mg-1<\/sup>\u00a0\u4e0e 436.5 mA mg-1 <\/sup>\u7684\u8d28\u91cf\u6d3b\u6027\u51b3\u7b56\u8fb9\u754c\uff0c\u5206\u522b\u4e0e\u5e38\u89c1\u5e02\u552e\u7684\u5546\u4e1a\u78b3\u8f7d\u94c2\u6c27\u8fd8\u539f\u50ac\u5316\u5242\u548cDOE\u6307\u5b9a\u7684\u6027\u80fd\u6307\u6807\u4e0d\u8c0b\u800c\u5408\u3002\u6b64\u5916\uff0c\u4ece\u4e00\u4e9b\u6b21\u8981\u8282\u70b9\u4e2d\uff0c\u4e5f\u53ef\u4ee5\u770b\u5230\u51b3\u7b56\u6811\u63a8\u8350\u9ad8\u7535\u5316\u5b66\u6d3b\u6027\u9762\u79ef(>107.5m2<\/sup>\u00a0g-1<\/sup>)\u4e0e\u9ad8\u91d1\u5c5e\u8f7d\u91cf\u7684\u50ac\u5316\u5242(>42.25 wt. %)\u7684\u7814\u53d1\u3002\u5728\u8fd0\u7528\u53e6\u4e00\u79cd\u53ef\u89c6\u5316\u51b3\u7b56\u65b9\u6cd5\uff0capriori\u5173\u8054\u89c4\u5219\u6316\u6398\u65b9\u6cd5\u65f6\uff0c\u5219\u53ef\u4ee5\u83b7\u5f97\u4e00\u4e9b\u5176\u4ed6\u5efa\u8bae\uff0c\u5982\u56fe3b<\/b><\/strong>\u548c\u56fe3c<\/b><\/strong>\u6240\u793a\uff0c\u9664\u7c7b\u4f3c\u7684\u8d28\u5b50\u4ea4\u6362\u819c\u819c\u539a\u83b7\u5f97\u4e86\u6700\u9ad8\u7684\u63d0\u5347\u503c\u4ee5\u5916(\u4ee3\u8868\u5bf9\u83b7\u5f97\u9ad8\u6700\u5927\u529f\u7387\u7684\u6982\u7387\u8d77\u5230\u66f4\u5927\u6b63\u9762\u5f71\u54cd)\uff0c\u8f83\u65b0\u7684\u50ac\u5316\u5242\u76f4\u63a5\u6d82\u8986\u4e8e\u8d28\u5b50\u4ea4\u6362\u819c(CCM)\u65b9\u6cd5\u4e5f\u88ab\u8ba4\u4e3a\u8d77\u5230\u4e86\u91cd\u8981\u4f5c\u7528\u3002\u540c\u65f6\u5176\u4ed6\u8bf8\u5982\u70ed\u538b\u65f6\u957f\u538b\u529b\u548c\u6e29\u5ea6\u7b49\u4e00\u822c\u4f9d\u9760\u7ecf\u9a8c\u8fdb\u884c\u4f18\u5316\u7684\u5de5\u827a\u53d8\u91cf\uff0c\u4e5f\u901a\u8fc7\u5173\u8054\u89c4\u5219\u6316\u6398\u7b97\u6cd5\u83b7\u5f97\u4e86\u6700\u4f73\u503c\u53c2\u8003\u8303\u56f4\u3002\u8fd9\u4e5f\u610f\u5473\u7740\u4e00\u4e9b\u96be\u4ee5\u7eb3\u5165\u7406\u8bba\u5efa\u6a21\u7684\u5b9e\u9a8c\u53c2\u6570\u53d8\u91cf\u53ef\u4ee5\u901a\u8fc7\u6570\u636e\u9a71\u52a8\u673a\u5668\u5b66\u4e60\u5efa\u6a21\u7684\u65b9\u5f0f\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n

\u6a21\u5757\u4e09\uff1a\u51b3\u7b56\u5efa\u6a21<\/b><\/strong><\/p>\n

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\u56fe4 a) 34\u79cd\u4e0d\u540c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5728\u8fdb\u884c\u8d85\u53c2\u6570\u7f51\u683c\u4f18\u5316\u540e\u9884\u6d4b\u6700\u5927\u529f\u7387\u5bc6\u5ea6\u5efa\u6a21\u5728\u6d4b\u8bd5\u96c6\u4e0a\u7684\u6027\u80fd\u8868\u73b0(\u5747\u65b9\u8bef\u5deeRMSE\u4e0e\u76f8\u5173\u7cfb\u6570R<\/b><\/strong>2<\/b><\/sup><\/strong>); b)\u6700\u4f18\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u9884\u6d4b\u6700\u5927\u529f\u7387\u5bc6\u5ea6\u5728\u6d4b\u8bd5\u96c6\u4e0a\u7684\u9884\u6d4b\u6027\u80fd(\u6a2a\u5750\u6807)\u4e0e\u5b9e\u9645\u6027\u80fd(\u7eb5\u5750\u6807)\u7684\u6a21\u578b\u8ba1\u7b97\u7ed3\u679c\u6563\u70b9\u793a\u610f\u56fe<\/b><\/strong><\/p>\n

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\u5fc3\u5f97\u4e0e\u4f53\u4f1a<\/b><\/strong><\/p>\n

\u672c\u5de5\u4f5c\u7684\u5b8c\u6210\u9996\u5148\u611f\u8c22\u5bfc\u5e08\u5218\u5efa\u56fd\u6559\u6388\u5bf9\u672c\u4eba\u4ece\u4e8b\u7684\u673a\u5668\u5b66\u4e60\u4e0e\u6750\u6599\u7814\u53d1\u5c24\u5176\u662f\u6c22\u80fd\u9886\u57df\u4ea4\u53c9\u63a2\u7d22\u7684\u5927\u529b\u652f\u6301\uff0c\u5218\u8001\u5e08\u9ad8\u77bb\u8fdc\u77a9\uff0c\u63d0\u4f9b\u8bb8\u591a\u786c\u4ef6\u8d44\u6e90\u4e0e\u5b66\u4e60\u673a\u4f1a\u7684\u652f\u6301\u3002\u540c\u65f6\u611f\u8c22\u674e\u4f73\u8001\u5e08\u57fa\u4e8e\u4e30\u5bcc\u7684\u71c3\u6599\u7535\u6c60\u9886\u57df\u7ecf\u9a8c\uff0c\u5bf9\u673a\u5668\u5b66\u4e60\u5efa\u6a21\u8ba1\u7b97\u7ed3\u679c\u8fdb\u884c\u79d1\u5b66\u89e3\u91ca\u5206\u6790\u90e8\u5206\u505a\u51fa\u7684\u7cbe\u5f69\u6307\u5bfc\u3002\u6700\u540e\u611f\u8c22\u8bfe\u9898\u7ec4\u4e2d\u534f\u52a9\u6784\u5efa\u6570\u636e\u5e93\u7684\u540c\u5b66\uff0c\u4e0e\u6210\u719f\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u6216\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e0d\u540c\uff0c\u76ee\u524d\u673a\u5668\u5b66\u4e60\u4e0e\u81ea\u7136\u79d1\u5b66\u7684\u4ea4\u53c9\u9886\u57df\uff0c\u53ef\u7528\u7684\u6570\u636e\u96c6\u975e\u5e38\u6709\u9650\uff0c\u56e0\u6b64\u6570\u636e\u96c6\u7684\u83b7\u5f97\u5f88\u5927\u7a0b\u5ea6\u4e0a\u9700\u8981\u4eba\u5de5\u6536\u96c6\u3001\u6e05\u6d17\u3001\u6807\u6ce8\u3002\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u7684\u666e\u9002\u6027\uff0c\u6211\u4eec\u5e0c\u671b\u63a8\u5e7f\u5e76\u6b22\u8fce\u6709\u5174\u8da3\u7684\u5c24\u5176\u662f\u6765\u81ea\u6e05\u6d01\u80fd\u6e90\u9886\u57df\u7684\u7814\u7a76\u8005\u4e0e\u6211\u4eec\u5408\u4f5c\u4ece\u800c\u63a2\u7d22\u66f4\u591a\u7684\u53ef\u80fd\u6027\u3002<\/p>\n

\u8bfe\u9898\u7ec4\u4ecb\u7ecd<\/b><\/strong><\/p>\n

\"\"<\/p>\n

\u4e01\u777f\uff08\u7b2c\u4e00\u4f5c\u8005\uff09<\/p>\n

\u5357\u4eac\u5927\u5b66\u73b0\u4ee3\u5de5\u7a0b\u4e0e\u5e94\u7528\u79d1\u5b66\u5b66\u96622014\u7ea7\u6bd5\u4e1a\u751f\uff0c\u65b0\u80fd\u6e90\u79d1\u5b66\u4e0e\u5de5\u7a0b\u4e13\u4e1a\uff1b<\/p>\n

2018\u5e74\u4ee5\u76f4\u535a\u751f\u6307\u6807\u52a0\u5165\u672c\u9662\u5218\u5efa\u56fd\u6559\u6388\u8bfe\u9898\u7ec4\u653b\u8bfb\u535a\u58eb\u5b66\u4f4d\uff1b<\/p>\n

2020\u5e74\u83b7\u5f97\u5357\u4eac\u5927\u5b66\u535a\u58eb\u751f\u56fd\u5bb6\u5956\u5b66\u91d1\uff1b<\/p>\n

\u7814\u7a76\u9886\u57df\u4e3a\u5c06\u5927\u6570\u636e\u673a\u5668\u5b66\u4e60\u4e0e\u6e05\u6d01\u80fd\u6e90\u6750\u6599\u8bbe\u8ba1\u53ca\u7406\u8bba\u8ba1\u7b97\uff08\u7b2c\u4e00\u6027\u539f\u7406\u3001\u91cf\u5b50\u5316\u5b66\u3001\u6709\u9650\u5143\u6a21\u62df\uff09\u4e09\u8005\u7684\u4ea4\u53c9\u7ed3\u5408\u63a2\u7d22\uff0c\u540c\u65f6\u5728\u71c3\u6599\u7535\u6c60\u4f4e\u94c2\u3001\u975e\u8d35\u91d1\u5c5e\u6c27\u8fd8\u539f\u50ac\u5316\u5242\u5f00\u53d1\u53d1\uff0c\u5355\u539f\u5b50\u50ac\u5316\u5242\u8bbe\u8ba1\uff0c\u65b0\u578b\u7ed3\u6784\u529f\u80fd\u7eb3\u7c73\u6750\u6599\u8bbe\u8ba1\u4e0a\u5177\u6709\u7814\u7a76\u7ecf\u9a8c\u548c\u6d53\u539a\u5174\u8da3\u3002<\/p>\n

\u4ee5\u7b2c\u4e00\u4f5c\u8005\u8eab\u4efd\u53d1\u8868\u7684\u8bba\u6587\uff1a<\/p>\n

[1] Rui Ding<\/b><\/strong>, Yiqin Ding, Hongyu Zhang, Wenjuan Yin, Ran Wang, Zihan Xu, Yide Liu, Jiankang Wang,Jia Li*, Jianguo Liu*, Applying machine learning to boost the development of high-performance membrane electrode assembly for proton exchange membrane fuel cells, Journal of Materials Chemistry A<\/i><\/b><\/em><\/strong>, 2021<\/b><\/strong>,\u00a0Advanced Article.\u00a0(inside cover)<\/b><\/strong><\/p>\n

[2] Rui Ding<\/b><\/strong>, Ran Wang, Yiqin Ding, Wenjuan Yin, Yide Liu, Jia Li*, Jianguo Liu*, Designing AI-aided analysis and prediction models for nonprecious metal electrocatalyst-based proton exchange membrane fuel cells, Angewandte Chemie International Edition<\/i><\/b><\/em><\/strong>, 20<\/b><\/strong>20<\/b><\/strong>, 59, 19175-19183.<\/p>\n

[3] Rui Ding<\/b><\/strong>, Yide Liu, Zhiyan Rui, Jia Li*, Jianguo Liu*, Zhigang Zou, Facile Grafting strategy synthesis of single-atom electrocatalyst with enhanced ORR performance, Nano Research<\/i><\/b><\/em><\/strong>, 20<\/b><\/strong>20<\/b><\/strong>, 13, 1519-1526. (back cover)<\/b><\/strong><\/p>\n

\u90ae\u7bb1\uff1adz1834014@smail.nju.edu.cn<\/p>\n

\"\"<\/p>\n

\u674e\u4f73\uff08\u901a\u8baf\u4f5c\u8005\uff09<\/p>\n

2020\u5e748\u6708\u81f3\u4eca\uff0c\u7279\u4efb\u526f\u7814\u7a76\u5458\uff0c\u5357\u4eac\u5927\u5b66<\/p>\n

2017\u5e7411\u6708-2020\u5e747\u6708\uff0c\u535a\u58eb\u540e\uff0c\u5357\u4eac\u5927\u5b66<\/p>\n

2012\u5e749\u6708-2017\u5e749\u6708\uff0c\u535a\u58eb\u7814\u7a76\u751f\uff0c\u5927\u8fde\u7406\u5de5\u5927\u5b66<\/p>\n

2008\u5e749\u6708-2011\u5e747\u6708\uff0c\u7855\u58eb\u7814\u7a76\u751f\uff0c\u5185\u8499\u53e4\u5927\u5b66<\/p>\n

2004\u5e749\u6708-2008\u5e747\u6708\uff0c\u672c\u79d1\uff0c\u5185\u8499\u53e4\u5927\u5b66<\/p>\n

\u7814\u7a76\u65b9\u5411\uff1a<\/b><\/strong>\u71c3\u6599\u7535\u6c60\u4f4e\u94c2\u53ca\u975e\u8d35\u91d1\u5c5e\u7535\u50ac\u5316\u5242<\/p>\n

\u4ee3\u8868\u6027\u8bba\u6587\uff1a<\/p>\n

[1] Rui Ding, Yiqin Ding, Hongyu Zhang, Wenjuan Yin, Ran Wang, Zihan Xu, Yide Liu, Jiankang Wang,Jia Li*<\/b><\/u><\/strong>, Jianguo Liu*, Applying machine learning to boost the development of high-performance membrane electrode assembly for proton exchange membrane fuel cells, Journal of Materials Chemistry A<\/i><\/b><\/em><\/strong>, 2021<\/b><\/strong>,\u00a0Advanced Article.\u00a0(inside cover)<\/b><\/strong><\/p>\n

[2] Rui Ding, Ran Wang, Yiqin Ding, Wenjuan Yin, Yide Liu, Jia Li*<\/b><\/u><\/strong>, Jianguo Liu*, Designing AI-aided analysis and prediction models for nonprecious metal electrocatalyst-based proton exchange membrane fuel cells, Angewandte Chemie International Edition<\/i><\/b><\/em><\/strong>, 20<\/b><\/strong>20<\/b><\/strong>, 59, 19175-19183.<\/p>\n

[3] Rui Ding, Yide Liu, Zhiyan Rui, Jia Li*<\/b><\/u><\/strong>, Jianguo Liu*, Zhigang Zou, Facile Grafting strategy synthesis of single-atom electrocatalyst with enhanced ORR performance, Nano Research<\/i><\/b><\/em><\/strong>, 20<\/b><\/strong>20<\/b><\/strong>, 13, 1519-1526. (back cover)<\/b><\/strong><\/p>\n

[4]<\/b> Jia Li<\/b><\/u><\/strong>, Xiang Zhu, Jianyu Wang, Zhiyan Rui, Shiqiao Zhang, Yuxin Li, Rui Ding, Wenxiang He, Jianguo Liu*, Zhigang Zou, Iron-containing porphyrins self-assembled on ZnO nanoparticles as electrocatalytic materials for oxygen reduction, ACS Applied Nano Materials<\/i><\/b><\/em><\/strong>, 2020<\/b><\/strong>, 3, 742-751.<\/p>\n

[5]<\/b> Jia Li<\/b><\/u><\/strong>, <\/b><\/strong>Jin-Xun Liu, Xueqiang Gao, Bryan R. Goldsmith, Yuanyuan Cong, Zihui Zhai,Shu Miao, Qike Jiang, Yong Dou, Junhu Wang, Quan Shi, Xinwen Guo, Donghai Wang,\u00a0Hongmei Yu, Wei-Xue Li*, Yujiang Song*, Nitrogen-doped graphene layers for electrochemical oxygen reduction reaction boosted by lattice strain, Journal of Catalysis<\/i><\/b><\/em><\/strong>, 2019<\/b><\/strong>, 378, 113-120.<\/p>\n

[6]<\/b> Jia Li<\/b><\/u><\/strong>, Yujiang Song*, Gaixia Zhang, Huiyuan Liu, Yiren Wang, Shuhui Sun*, Xinwen Guo, Pyrolysis of self-assembled iron porphyrin on carbon black as core\/shell structured electrocatalysts for highly efficient oxygen reduction in both alkaline and acidic medium, Advanced Functional Materials<\/i><\/b><\/em><\/strong>, 2017<\/b><\/strong>, 27, 1604356. (front cover)<\/b><\/strong><\/p>\n

[7] <\/b>Jia Li<\/b><\/u><\/strong>, Huiyuan Liu, Yang Lv, Xinwen Guo, Yujiang Song*, Influence of counter electrode material during accelerated durability test of non-precious metal electrocatalysts in acidicmedium, Chinese Journal of Catalysis<\/i><\/b><\/em><\/strong>, 2016<\/b><\/strong>, 37, 1109-1118.<\/p>\n

[8] <\/b>Jia Li<\/b><\/u><\/strong>, Yan Xie, Shushuang Li, Yangzhi Bai, Xinwen Guo*, Baolian Yi, Yujiang Song*, Graphene supported foam-like platinum electrocatalyst for oxygen reduction reaction, Materials Research Express<\/i><\/b><\/em><\/strong>, 2014<\/b><\/strong>, 1, 025045.<\/p>\n

[9] Weifeng Si\u2021, Jia Li\u2021 (\u2021Co-first authors)<\/b><\/u><\/strong>, Huanqiao Li, Shushuang Li, Jie Yin, Huan Xu, Xinwen Guo, Tao Zhang, Yujiang Song*, Light-controlled synthesis of uniform platinum nanodendrites with markedly enhanced electrocatalytic activity, Nano Research<\/i><\/b><\/em><\/strong>, 2013<\/b><\/strong>, 6, 720-725.<\/p>\n

\u90ae\u7bb1\uff1alijia0226@nju.edu.cn<\/p>\n

\"\"<\/p>\n

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