{"id":253165,"date":"2023-07-30T06:39:31","date_gmt":"2023-07-29T22:39:31","guid":{"rendered":"http:\/\/www.cailiaoniu.com\/?p=253165"},"modified":"2023-07-29T18:39:49","modified_gmt":"2023-07-29T10:39:49","slug":"nat-commun-%ef%bc%9a%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%ae%9e%e7%8e%b0%e8%b4%a8%e5%ad%90%e4%ba%a4%e6%8d%a2%e8%86%9c%e7%87%83%e6%96%99%e7%94%b5%e6%b1%a0%e5%a4%a7%e5%b0%ba%e5%ba%a6%e7%b2%be","status":"publish","type":"post","link":"http:\/\/www.cailiaoniu.com\/?p=253165","title":{"rendered":"Nat. Commun.\uff1a\u673a\u5668\u5b66\u4e60\u5b9e\u73b0\u8d28\u5b50\u4ea4\u6362\u819c\u71c3\u6599\u7535\u6c60\u5927\u5c3a\u5ea6\u7cbe\u786e\u5efa\u6a21"},"content":{"rendered":"<p><strong>\u4e00\u3001\u3010\u5bfc\u8bfb\u3011<\/strong><\/p>\n<p>\u8d28\u5b50\u4ea4\u6362\u819c\u71c3\u6599\u7535\u6c60\uff08PEMFCs\uff09\u6d88\u8017\u6c22\u6c14\u548c\u6c27\u6c14\uff0c\u6765\u4ea7\u751f\u6e05\u6d01\u7684\u7535\u529b\u548c\u6c34\uff0c\u5177\u6709\u9ad8\u80fd\u91cf\u8f6c\u6362\u6548\u7387\u548c\u96f6\u6392\u653e\u7684\u4f18\u70b9\u3002PEMFCs\u7684\u6027\u80fd\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u71c3\u6599\u548c\u6c27\u5316\u5242\u6c14\u4f53\u5728\u9633\u6781\u548c\u9634\u6781\u7684\u6269\u6563\u548c\u5229\u7528\uff0c\u4ee5\u53ca\u5bf9\u9634\u6781\u4ea7\u751f\u7684\u6c34\u7684\u6709\u6548\u7ba1\u7406\u3002\u5728\u9ad8\u8d1f\u8377\u4e0b\uff0c\u751f\u6210\u7684\u6c34\u53ef\u80fd\u4f7f\u6c27\u6c14\uff08\u7a7a\u6c14\uff09\u7684\u8f7d\u6e7f\u80fd\u529b\u9971\u548c\uff0c\u5e76\u5728\u591a\u5b54\u4ecb\u8d28\u4e2d\u51dd\u7ed3\u6210\u6db2\u6ef4\u3002\u5982\u679c\u4e0d\u80fd\u5145\u5206\u53bb\u9664\uff0c\u6db2\u6001\u6c34\u5c06\u6700\u7ec8\u79ef\u805a\u5728\u5fae\u5b54\u6c14\u4f53\u6269\u6563\u5c42\uff08GDL\uff09\u548c\u5fae\u5b54\u5c42\uff08MPL\uff09\u4e2d\uff0c\u963b\u788d\u6c14\u4f53\u6269\u6563\u5230\u6d3b\u6027\u90e8\u4f4d\uff0c\u4ece\u800c\u6df9\u6ca1PEMFC\u3002\u56e0\u6b64\uff0c\u6c34\u6df9\u548c\u8131\u6c34\u4e4b\u95f4\u7684\u5e73\u8861\u5bf9\u4e8e\u9ad8\u6027\u80fdPEMFCs\u81f3\u5173\u91cd\u8981\u3002\u7531\u4e8e\u591a\u5c3a\u5ea6\u3001\u591a\u5c42\u591a\u5b54\u4ecb\u8d28\u4e2d\u7684\u591a\u76f8\u3001\u591a\u7ec4\u5206\u3001\u53cd\u5e94\u52a8\u529b\u5b66\uff0c\u7cbe\u786e\u7684\u6db2\u6001\u6c34\u5efa\u6a21\u672c\u8eab\u5177\u6709\u6311\u6218\u6027\u3002\u6b64\u5916\uff0c\u76ee\u524d\u4e0d\u5145\u5206\u7684\u6210\u50cf\u548c\u5efa\u6a21\u80fd\u529b\u9650\u5236\u4e86\u5bf9\u5c0f\u533a\u57df\uff08&lt;1 mm<sup>2<\/sup>\uff09\u6216\u7b80\u5316\u67b6\u6784\u7684\u6a21\u62df\u3002<\/p>\n<p><strong>\u00a0<\/strong><strong>\u4e8c\u3001\u3010\u6210\u679c\u63a0\u5f71\u3011<\/strong><\/p>\n<p>\u8fd1\u65e5\uff0c<strong>\u6fb3\u5927\u5229\u4e9a\u65b0\u5357\u5a01\u5c14\u58eb\u5927\u5b66\u7684<\/strong><strong>Quentin Meyer<\/strong><strong>\u535a\u58eb\u3001\u8d75\u5ddd\u6559\u6388\u548c<\/strong><strong>Ryan T. Armstrong<\/strong><strong>\u6559\u6388<\/strong>\u7b49\u4eba\u5229\u7528X\u5c04\u7ebf\u5fae\u8ba1\u7b97\u673a\u65ad\u5c42\u626b\u63cf\u3001\u6df1\u5ea6\u5b66\u4e60\u8d85\u5206\u8fa8\u7387\u3001\u591a\u6807\u7b7e\u5206\u5272\u548c\u76f4\u63a5\u591a\u76f8\u6a21\u62df\uff0c\u5b9e\u73b0\u4e86\u6c34\u5efa\u6a21\u7684\u8fdb\u6b65\u3002\u7ed3\u5408\u5206\u8fa8\u7387\u548c\u89c6\u573a\u7684\u4e0a\u9650\uff0c\u4e00\u5e45275\u00d71000\u00d72000\u4f53\u7d20\uff082.8 \u03bcm\uff09\u7684\u4f4e\u5206\u8fa8\u7387\u3001\u4f4e\u8d28\u91cf\u56fe\u50cf\u901a\u8fc7\u521b\u65b0\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u67b6\u6784\u5728700 nm\u5904\u88ab\u8d85\u5206\u8fa8\u52301100\u00d74000\u00d78000\u4f53\u7d20\u3002\u7136\u540e\u901a\u8fc7CNN\u5bf9\u819c\u3001\u50ac\u5316\u5242\u5c42\u3001MPL\u3001GDL\u3001\u5b54\u9699\u7a7a\u95f4\u548c\u6c14\u4f53\u901a\u9053\u8fdb\u884c\u5206\u5272\uff0c\u751f\u6210\u7684\u56fe\u50cf\u7528\u4e8e\u5728\u8d85\u7ea7\u8ba1\u7b97\u96c6\u7fa4\u4e0a\u4f7f\u7528\u5355\u76f8\u548c\u591a\u76f8LBM\u6765\u6a21\u62df\u6c34\u548c\u6c14\u7684\u8f93\u9001\u3002\u8fd9\u4e00\u6539\u8fdb\u4ee3\u8868\u4e86PEMFCs\u6210\u50cf\u548c\u5efa\u6a21\u80fd\u529b\u7684\u51e0\u4e2a\u6570\u91cf\u7ea7\u7684\u8fdb\u6b65\u3002\u8fd9\u79cd\u53ef\u63a8\u5e7f\u7684\u65b9\u6cd5\u63ed\u793a\u4e86\u6c14\u4f53\u6269\u6563\u5c42\u548c\u6d41\u573a\u4e2d\u5927\u9762\u79ef\u8131\u6c34\u548c\u6c34\u6df9\u5730\u533a\u7684\u591a\u5c3a\u5ea6\u6c34\u805a\u96c6\u548c\u4f20\u8f93\u673a\u5236\uff0c\u4e3a\u5177\u6709\u4f18\u5316\u7ed3\u6784\u548c\u53ef\u6e7f\u6da6\u6027\u7684\u4e0b\u4e00\u4ee3\u8d28\u5b50\u4ea4\u6362\u819c\u71c3\u6599\u7535\u6c60\u94fa\u5e73\u4e86\u9053\u8def\u3002\u7814\u7a76\u6210\u679c\u4ee5\u9898\u4e3a\u201c<strong>Large-scale physically accurate modelling of real proton exchange membrane fuel cell with deep learning<\/strong>\u201d\u53d1\u8868\u5728\u77e5\u540d\u671f\u520a<strong><em>Nature Communications<\/em><\/strong>\u4e0a\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-253166\" src=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/0-6.png\" alt=\"\" width=\"600\" height=\"385\" srcset=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/0-6.png 600w, http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/0-6-300x193.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" 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600px) 100vw, 600px\" \/><\/strong><\/p>\n<p><strong>\u56fe<\/strong><strong>1\u00a0 <\/strong><strong>\u672c\u7814\u7a76\u4e2d\u751f\u6210\u7684<\/strong><strong>PEMFC<\/strong><strong>\u7ed3\u6784\u57df<\/strong><strong> \u00a9 2023 The Authors<\/strong><\/p>\n<p>\u5177\u6709\u4eba\u5de5\u8986\u76d6\u7684\u6d41\u52a8\u901a\u9053\u7684\u5206\u6bb5\u819c\u7535\u6781\u7ec4\u4ef6\u76842D\u548c3D\u7ed8\u5236\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-253168\" src=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/2-12.png\" alt=\"\" width=\"600\" height=\"821\" srcset=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/2-12.png 600w, http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/2-12-219x300.png 219w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/p>\n<p><strong>\u56fe<\/strong><strong>2\u00a0 Micro-CT<\/strong><strong>\u6210\u50cf\uff0c\u6df1\u5ea6\u5b66\u4e60\u8d85\u5206\u8fa8\u7387\u548c\u591a\u6807\u7b7e\u5206\u5272<\/strong><strong> \u00a9 2023 The Authors<\/strong><\/p>\n<p>\uff08a\uff09PEMFCs\u7269\u7406\u6837\u54c1\u7684\u7167\u7247\u548c\u663e\u5faeCT\u56fe\u50cf\u3002<\/p>\n<p>\uff08b-e\uff09\u4f4e\u5206\u8fa8\u7387\u76842D\u6a2a\u622a\u9762\uff08275\u2009\u00d7\u20091000\u2009\u00d7\u20092000\u4f53\u7d20\uff0c2.8\u2009\u03bcm\uff09\u4e0e\u8d85\u5206\u8fa8\u7387\uff081100\u2009\u00d7\u20094000\u2009\u00d7\u20098000\u2009\u4f53\u7d20\uff0c700nm\uff09\u4ee5\u53ca\u5229\u7528\u5206\u5272\u7684\u8d85\u5206\u8fa8\u57df\u76843D\u6e32\u67d3\u7684\u591a\u6807\u7b7e\u5206\u5272\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-253169\" src=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/3-12.png\" alt=\"\" width=\"600\" height=\"338\" srcset=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/3-12.png 600w, http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/3-12-300x169.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/p>\n<p><strong>\u56fe<\/strong><strong>3\u00a0 <\/strong><strong>\u8d85\u5206\u8fa8\u591a\u6807\u7b7e\u5206\u5272\u56fe\u50cf\u7684\u7a7a\u95f4\u5206\u6790<\/strong><strong> \u00a9 2023 The Authors<\/strong><\/p>\n<p>\uff08a-b\uff09\u50ac\u5316\u5242\u5c42\u4fb5\u5165MPL\u88c2\u7f1d\u7684\u4e8c\u7ef4\u6295\u5f71\u56fe\u548c\u534a\u53d8\u5f02\u51fd\u6570\uff0c\u4fb5\u5165\u7684\u5178\u578b\u957f\u5ea6\u53ef\u8fbe1.5 mm\u3002<\/p>\n<p>\uff08c-d\uff09GDL\u6324\u538bMPL\u548c\u4fb5\u5165GDL\u7f16\u7ec7\u5b54\u7684\u4e8c\u7ef4\u6295\u5f71\u548c\u81ea\u76f8\u5173\u8303\u56f4\u4e3a0.25-2 mm\u7684\u534a\u53d8\u5f02\u51fd\u6570\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-253170\" src=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/4-12.png\" alt=\"\" width=\"600\" height=\"384\" srcset=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/4-12.png 600w, http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/4-12-300x192.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/p>\n<p><strong>\u56fe<\/strong><strong>4\u00a0 PEMFC<\/strong><strong>\u5185\u7684\u901f\u5ea6\u573a\u5206\u5e03<\/strong><strong> \u00a9 2023 The Authors<\/strong><\/p>\n<p>\uff08a\uff09\u5728700 nm\u4f53\u7d20\u5206\u8fa8\u7387\u4e0b\uff0cPEMFC\u56fe\u50cf\u7684\u5b8c\u5168\u5206\u8fa8\u901f\u5ea6\u5e45\u5ea6\u573a\u3002<\/p>\n<p>\uff08b\uff09GDL\u5185\u90e8\u548c\u5468\u56f4\u6d41\u52a8\u7684\u901f\u5ea6PDFs\u3002<\/p>\n<p>\uff08c\uff09PEMFC\u7684\u6e17\u900f\u7387\u4e0e\u56fe\u50cf\u5206\u8fa8\u7387\u7684\u5173\u7cfb\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-253171\" src=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/5-7.png\" alt=\"\" width=\"600\" height=\"587\" srcset=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/5-7.png 600w, http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/5-7-300x294.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/p>\n<p><strong>\u56fe<\/strong><strong>5\u00a0 PEMFC<\/strong><strong>\u4e2d\u7684\u6c34<\/strong><strong>&#8211;<\/strong><strong>\u6c14\u6d41\u52a8\u6a21\u62df<\/strong><strong> \u00a9 2023 The Authors<\/strong><\/p>\n<p>\uff08a-b\uff09\u6a21\u62df\u8131\u6c34\u548c\u6c34\u6df9\u72b6\u6001\u7684\u6d41\u91cf\u6a21\u5f0f\u3002<\/p>\n<p>\uff08c-e\uff09\u6d41\u52a8\u6a21\u5f0f\u663e\u793a\u6db2\u6ef4\u4eceGDL\u4e2d\u6d41\u51fa\u5e76\u8fc5\u901f\u56de\u5230GDL\u4e2d\uff0c\u5f62\u6210\u6c14\u901a\u9053\u4e0b\u6d41\u7684\u5b54\u6d1e\u3002<\/p>\n<p>\uff08f-g\uff09\u901a\u8fc7\u5bf9\u65f6\u95f4\u6b65\u957f\u8fdb\u884c\u5e73\u5747\u83b7\u5f97\u7684\u6c34\u5360\u7528\u7387\uff0c\u663e\u793a\u4e86GDL\u548c\u6c14\u4f53\u901a\u9053\u4e4b\u95f4\u7684\u6c34\u6d41\u76f8\u4e92\u4f5c\u7528\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-253172\" src=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/6-4.png\" alt=\"\" width=\"600\" height=\"318\" srcset=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/6-4.png 600w, http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/6-4-300x159.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/p>\n<p><strong>\u56fe<\/strong><strong>6\u00a0 \u03bc-CT<\/strong><strong>\u83b7\u5f97\u7684<\/strong><strong>PEMFC<\/strong><strong>\u56fe\u50cf<\/strong><strong> \u00a9 2023 The Authors<\/strong><\/p>\n<p>\uff08a\uff09\u5168\u89c6\u91ce\u4f4e\u5206\u8fa8\u7387\uff082.8 \u03bcm\uff09PEMFC\u56fe\u50cf\u3002<\/p>\n<p>\uff08b-c\uff09\u8bb0\u5f55\u7684\u4f4e\u5206\u8fa8\u7387\u548c\u9ad8\u5206\u8fa8\u7387\uff08700\u2009nm\uff09\u5b50\u57df\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-253173\" src=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/7-2.png\" alt=\"\" width=\"600\" height=\"692\" srcset=\"http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/7-2.png 600w, http:\/\/www.cailiaoniu.com\/wp-content\/uploads\/2023\/07\/7-2-260x300.png 260w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/p>\n<p><strong>\u56fe<\/strong><strong>7\u00a0 <\/strong><strong>\u7528\u4e8e\u8d85\u5206\u8fa8\u7387\u548c\u591a\u6807\u7b7e\u5206\u5272\u7684<\/strong><strong>CNN<\/strong><strong>\u67b6\u6784<\/strong><strong> \u00a9 2023 The Authors<\/strong><\/p>\n<p>\uff08a\uff09DualEDSR\u7684\u7f51\u7edc\u67b6\u6784\uff0c\u75312\u4e2a\u4e32\u8054\u7684EDSR\u7f51\u7edc\u548c\u9002\u5f53\u7684\u4e0a\u91c7\u6837\u5c42\u7ec4\u6210\u3002<\/p>\n<p>\uff08b\uff09U-ResNet\u7684\u67b6\u6784\uff0c\u5305\u542b\u4e0b\u91c7\u6837\u4f5c\u4e3a\u56fe\u50cf\u7279\u5f81\u63d0\u53d6\u548c\u4e0a\u91c7\u6837\u5c42\u7528\u4e8e\u6709\u6548\u7684\u7279\u5f81\u89e3\u7801\u3002<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p><strong>\u4e94\u3001\u3010\u6210\u679c\u542f\u793a\u3011<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u5229\u7528X\u5c04\u7ebf\u5fae\u8ba1\u7b97\u673a\u65ad\u5c42\u626b\u63cf\u3001\u6df1\u5ea6\u5b66\u4e60\u8d85\u5206\u8fa8\u7387\u3001\u591a\u6807\u7b7e\u5206\u5272\u548c\u76f4\u63a5\u591a\u76f8\u6a21\u62df\uff0c\u5b9e\u73b0\u4e86\u6c34\u5efa\u6a21\u7684\u8fdb\u6b65\u3002\u7ed3\u679c\u8868\u660e\uff0c\u758f\u6c34\u548c\u591a\u5b54\u7684GDL\u5f62\u6210\u4e86\u4e24\u79cd\u72ec\u7acb\u7684\u6d41\u52a8\u72b6\u6001\uff1a\uff081\uff09\u6c34\u901a\u8fc7\u9ad8\u5b54\u9699\u5ea6\u7684\u901a\u9053\u5411\u4e0a\u6d41\u8fc7GDL\uff0c\u7136\u540e\u4eceGDL\u7f16\u7ec7\u5b54\u8fdb\u5165\u6c14\u4f53\u901a\u9053\uff0c\u4ee5\u53ca\uff082\uff09\u6c14\u4f53\u901a\u8fc7GDL\u7684\u7ea4\u7ef4\u5185\u533a\u57df\u6269\u6563\u5230MPL\u548c\u50ac\u5316\u5242\u5c42\u3002\u867d\u7136\u672a\u8fdb\u884c\u6df1\u5165\u7814\u7a76\uff0c\u4f46MPL\u88c2\u7f1d\u5e94\u8be5\u521b\u9020\u4f18\u5148\u7684\u6db2\u6001\u6c34\u901a\u9053\uff0c\u800c\u5747\u5300\u533a\u57df\u6709\u5229\u4e8e\u6c14\u4f53\u7684\u8d28\u91cf\u4f20\u9012\u3002\u867d\u7136\u672c\u7814\u7a76\u6a21\u62df\u90fd\u8003\u8651\u4e86\u758f\u6c34MPL\u548cGDL\uff0c\u4f46\u5c40\u90e8\u975e\u5747\u5300\u6027\u53ef\u80fd\u4f1a\u663e\u8457\u5f71\u54cd\u6c14\u548c\u6c34\u7684\u8def\u5f84\uff0c\u53ef\u4ee5\u4f7f\u7528\u7c7b\u4f3c\u7684\u65b9\u6cd5\u8fdb\u4e00\u6b65\u7814\u7a76\u3002\u6700\u540e\uff0c\u8003\u8651\u5230\u975e\u5747\u5300\u7535\u6d41\u5bc6\u5ea6\u548c\u70ed\u4ea7\u751f\uff0c\u53ef\u4ee5\u4f7f\u7528\u7535\u5316\u5b66\u5efa\u6a21\u8fdb\u4e00\u6b65\u4e30\u5bcc\u591a\u76f8\u6d41\u6a21\u578b\u3002<\/p>\n<p><strong>\u539f\u6587\u8be6\u60c5<\/strong>\uff1a<a href=\"https:\/\/www.nature.com\/articles\/s41467-023-35973-8\" target=\"_blank\" rel=\"noopener\">Large-scale physically accurate modelling of real proton exchange membrane fuel cell with deep learning<\/a> (<em>Nat Commun <\/em><strong>2023<\/strong>, <em>14<\/em>, 745)<\/p>\n<p>\u672c\u6587\u7531\u5927\u5175\u54e5\u4f9b\u7a3f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u3010\u5bfc\u8bfb\u3011 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