{"id":45146,"date":"2023-09-15T18:45:35","date_gmt":"2023-09-15T10:45:35","guid":{"rendered":"https:\/\/swarma.org\/?p=45146"},"modified":"2023-09-15T18:45:35","modified_gmt":"2023-09-15T10:45:35","slug":"nat-comput-sci-%e5%89%8d%e6%b2%bf%ef%bc%9a%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e7%9a%84%e5%9f%8e%e5%b8%82%e7%a4%be%e5%8c%ba%e7%a9%ba%e9%97%b4%e8%a7%84%e5%88%92","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=45146","title":{"rendered":"Nat. Comput. Sci. \u524d\u6cbf\uff1a\u57fa\u4e8e\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u57ce\u5e02\u793e\u533a\u7a7a\u95f4\u89c4\u5212\u65b9\u6cd5"},"content":{"rendered":"
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\u8fd1\u65e5\uff0c\u6e05\u534e\u5927\u5b66\u7535\u5b50\u7cfb\u57ce\u5e02\u79d1\u5b66\u4e0e\u8ba1\u7b97\u7814\u7a76\u4e2d\u5fc3\u4e0e\u5efa\u7b51\u5b66\u9662\u8de8\u5b66\u79d1\u5408\u4f5c\uff0c\u9996\u6b21\u63d0\u51fa\u4e86\u5f3a\u5316\u5b66\u4e60\u7684\u57ce\u5e02\u793e\u533a\u7a7a\u95f4\u89c4\u5212\u6a21\u578b\u4e0e\u65b9\u6cd5\uff0c\u5e76\u5b9e\u73b0\u4e86\u4eba\u7c7b\u89c4\u5212\u5e08\u4e0e\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u534f\u4f5c\u7684\u57ce\u5e02\u89c4\u5212\u6d41\u7a0b\uff0c\u4e3a\u667a\u80fd\u57ce\u5e02\u7684\u81ea\u52a8\u5316\u89c4\u5212\u63d0\u4f9b\u4e86\u5168\u65b0\u601d\u8def\u3002\u8be5\u6210\u679c\u4ee5\u201c\u57fa\u4e8e\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u57ce\u5e02\u793e\u533a\u7a7a\u95f4\u89c4\u5212\u65b9\u6cd5\u201d<\/span>\uff08Spatial Planning of Urban Communities via Deep Reinforcement Learning\uff09<\/span>\u4e3a\u9898\u5728\u300a\u81ea\u7136\u00b7\u8ba1\u7b97\u79d1\u5b66\u300b<\/span>\uff08Nature Computational Science\uff09<\/span>\u4e0a\u5728\u7ebf\u53d1\u8868\u3002\u8be5\u6210\u679c\u5c55\u793a\u4e86\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5728\u57ce\u5e02\u89c4\u5212\u9886\u57df\u89e3\u51b3\u590d\u6742\u89c4\u5212\u95ee\u9898\u7684\u6f5c\u529b\uff0c\u6240\u5efa\u6a21\u578b\u80fd\u591f\u63d0\u9ad8\u793e\u533a\u7684\u7a7a\u95f4\u6548\u7387\uff0c\u4e3a\u201c15\u5206\u949f\u57ce\u5e02\u201d\u7684\u5b9e\u73b0\u63d0\u4f9b\u89e3\u51b3\u65b9\u6848\uff0c\u52a9\u529b\u57ce\u5e02\u7684\u53ef\u6301\u7eed\u53d1\u5c55\u3002\u5728\u540c\u671f\u7684\u65b0\u95fb\u4e0e\u89c2\u70b9\u6587\u7ae0\u4e2d\uff0cMIT \u53ef\u611f\u77e5\u57ce\u5e02\u5b9e\u9a8c\u5ba4<\/span>\uff08MIT Senseable City Lab\uff09<\/span>\u7684\u7814\u7a76\u79d1\u5b66\u5bb6 Paolo Santi \u8bc4\u4ef7\u9053\uff1a\u201c\u8be5\u6210\u679c\u89e3\u51b3\u4e86\u57ce\u5e02\u89c4\u5212\u6982\u5ff5\u548c\u8ba1\u7b97\u4e0a\u7684\u5173\u952e\u96be\u9898\uff0c\u6210\u529f\u5c55\u793a\u4e86\u4eba\u7c7b\u4e0eAI\u534f\u4f5c\u5b8c\u6210\u7a7a\u95f4\u5e03\u5c40\u89c4\u5212\u4efb\u52a1\u7684\u53ef\u884c\u6027\uff0c\u4e3a\u57ce\u5e02\u79d1\u5b66\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u672a\u6765\u7814\u7a76\u65b9\u5411\u3002\u201d\u200d<\/span><\/p>\n


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\u76f8\u5173\u6210\u679c\u4ee5\u201c\u57fa\u4e8e\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u57ce\u5e02\u793e\u533a\u7a7a\u95f4\u89c4\u5212\u65b9\u6cd5\u201d<\/span>\uff08Spatial Planning of Urban Communities via Deep Reinforcement Learning\uff09<\/span>\u4e3a\u9898\u5728\u300a\u81ea\u7136\u00b7\u8ba1\u7b97\u79d1\u5b66\u300b<\/span>\uff08Nature Computational Science\uff09<\/span>\u4e0a\u5728\u7ebf\u53d1\u8868\u3002\u8be5\u6210\u679c\u5c55\u793a\u4e86\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5728\u57ce\u5e02\u89c4\u5212\u9886\u57df\u89e3\u51b3\u590d\u6742\u89c4\u5212\u95ee\u9898\u7684\u6f5c\u529b\uff0c\u6240\u5efa\u6a21\u578b\u80fd\u591f\u63d0\u9ad8\u793e\u533a\u7684\u7a7a\u95f4\u6548\u7387\uff0c\u4e3a\u201c15\u5206\u949f\u57ce\u5e02\u201d\u7684\u5b9e\u73b0\u63d0\u4f9b\u9ad8\u6548\u89e3\u51b3\u65b9\u6848\uff0c\u52a9\u529b\u57ce\u5e02\u7684\u53ef\u6301\u7eed\u53d1\u5c55\u3002<\/span><\/p>\n


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\u6e05\u534e\u5927\u5b66\u7535\u5b50\u7cfb\u57ce\u5e02\u79d1\u5b66\u4e0e\u8ba1\u7b97\u7814\u7a76\u4e2d\u5fc3\u535a\u58eb\u751f\u90d1\u745c\u4e3a\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\uff0c\u674e\u52c7\u526f\u6559\u6388\u4e3a\u901a\u4fe1\u4f5c\u8005\uff1b\u6e05\u534e\u5927\u5b66\u7535\u5b50\u7cfb\u535a\u58eb\u540e\u7814\u7a76\u5458\u6797\u96e8\u94ed\uff0c\u6e05\u534e\u5927\u5b66\u5efa\u7b51\u5b66\u9662\u8d75\u4eae\u526f\u6559\u6388\u3001\u6b66\u5ef7\u6d77\u6559\u6388\uff0c\u6e05\u534e\u5927\u5b66\u7535\u5b50\u7cfb\u91d1\u5fb7\u9e4f\u6559\u6388\u4e3a\u5171\u540c\u4f5c\u8005\u3002\u8be5\u7814\u7a76\u6210\u679c\u5f97\u5230\u79d1\u6280\u521b\u65b02030\u2014\u201c\u65b0\u4e00\u4ee3\u4eba\u5de5\u667a\u80fd\u201d\u91cd\u5927\u9879\u76ee\uff0c\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u8054\u5408\u57fa\u91d1\u91cd\u70b9\u9879\u76ee\u548c\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u9762\u4e0a\u9879\u76ee\u7684\u652f\u6301\u3002<\/span><\/p>\n


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\u8bba\u6587\u94fe\u63a5\uff1a<\/span><\/p>\n

https:\/\/www.nature.com\/articles\/s43588-023-00503-5<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n


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\u57ce\u5e02\u79d1\u5b66\u8bfb\u4e66\u4f1a\u8fdb\u884c\u4e2d<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u968f\u7740\u5de5\u4e1a\u5316\u548c\u73b0\u4ee3\u5316\u7684\u53d1\u5c55\uff0c\u4e16\u754c\u8303\u56f4\u5185\u7684\u57ce\u5e02\u5316\u7387\u4e0d\u65ad\u63d0\u9ad8\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u53e3\u805a\u96c6\u5728\u57ce\u5e02\uff0c\u4f7f\u5f97\u4ea4\u901a\u62e5\u5835\u3001\u73af\u5883\u6c61\u67d3\u3001\u8d44\u6e90\u77ed\u7f3a\u7b49\u57ce\u5e02\u95ee\u9898\u65e5\u76ca\u4e25\u5cfb\u3002<\/span>\u6211\u4eec\u8feb\u5207\u9700\u8981\u5bf9\u57ce\u5e02\u7684\u57fa\u672c\u8fd0\u884c\u89c4\u5f8b\u6709\u79d1\u5b66\u7684\u8ba4\u77e5\u3002<\/span>\u8fd1\u5341\u51e0\u5e74\u6765\uff0c\u667a\u80fd\u624b\u673a\u3001\u7269\u8054\u7f51\u3001\u536b\u661f\u9065\u611f\u53ef\u4ee5\u5e2e\u52a9\u83b7\u53d6\u9ad8\u7cbe\u5ea6\u7684\u57ce\u5e02\u6570\u636e\uff1b<\/span>\u673a\u5668\u5b66\u4e60\u3001\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u4e3a\u5904\u7406\u5927\u89c4\u6a21\u591a\u6e90\u5f02\u6784\u6570\u636e\u63d0\u4f9b\u4e86\u6280\u672f\u624b\u6bb5\u3002<\/span>\u6b64\u5916\uff0c\u590d\u6742\u79d1\u5b66\u4ece\u6f14\u751f\u89c6\u89d2\uff0c\u5728\u4e0d\u540c\u65f6\u7a7a\u5c3a\u5ea6\u4e0a\u7814\u7a76\u57ce\u5e02\u73b0\u8c61\u7684\u57fa\u7840\u89c4\u5f8b\uff0c\u4e30\u5bcc\u4e86\u57ce\u5e02\u79d1\u5b66\u7684\u7406\u8bba\u6846\u67b6\uff1b<\/span>\u57fa\u4e8e\u590d\u6742\u7cfb\u7edf\u7684\u6a21\u62df\u65b9\u6cd5\u4e5f\u5728\u5b9e\u8df5\u4e2d\u6709\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u3002<\/span><\/section>\n
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\u5728\u8fd9\u4e2a\u5927\u80cc\u666f\u4e0b\uff0c<\/span>\u96c6\u667a\u4ff1\u4e50\u90e8<\/span>\u201c\u57ce\u5e02\u79d1\u5b66\u201d\u8bfb\u4e66\u4f1a<\/a>\u7531\u5317\u4eac\u5927\u5b66\u52a9\u7406\u6559\u6388\u8463\u78ca\u8054\u5408\u660e\u5c3c\u82cf\u8fbe<\/span>\u5927\u5b66\u52a9\u7406\u6559\u6388\u6731\u9012\u3001\u4e2d\u5357\u5927\u5b66\u5730\u7403\u79d1\u5b66\u4e0e\u4fe1\u606f\u7269\u7406\u5b66\u9662\u6559\u6388\u674e\u6d77\u5cf0\u3001\u5317\u4eac\u822a\u7a7a\u822a\u5929\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u535a\u58eb\u5bc4\u5bb6\u8c6a\u5171\u540c\u53d1\u8d77\uff0c\u5206\u4eab\u3001\u8ba8\u8bba\u548c\u68b3\u7406\u201c\u57ce\u5e02\u4f5c\u4e3a\u590d\u6742\u7cfb\u7edf\u201d\u7684\u7406\u8bba\u3001\u7814\u7a76\u65b9\u6cd5\u53ca\u5e94\u7528\uff0c\u5e0c\u671b\u4fc3\u8fdb\u76f8\u5173\u9886\u57df<\/span>\u5b66\u8005\u7684\u4ea4\u6d41\uff0c\u63a8\u52a8\u4ea4\u53c9\u5b66\u79d1\u95f4\u7684\u5408\u4f5c\uff0c\u4fc3\u8fdb\u57ce\u5e02\u79d1\u5b66\u7684\u53d1\u5c55\u548c\u7814\u7a76\u3002<\/span>\u8bfb\u4e66\u4f1a\u4ece2023\u5e747\u67081\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u516d\u665a 20:00-22:00\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba110\u5468\u3002<\/span>\u6b22\u8fce\u611f\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u53c2\u4e0e\uff01<\/span><\/span><\/section>\n
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\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/section>\n
\u57ce\u5e02\u79d1\u5b66\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1aAI\u4e0e\u56e0\u679c\u4ea4\u7ec7\u7684\u57ce\u5e02\u590d\u6742\u7cfb\u7edf<\/a><\/span>
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<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

1. <\/strong>Nat. Comput. Sci.\u524d\u6cbf\uff1a\u4ece\u4eba\u7c7b\u79fb\u52a8\u6027\u89c6\u89d2\u770b\u57ce\u5e02\u52a8\u529b\u5b66<\/a><\/strong><\/span><\/strong><\/section>\n
2.<\/strong> \u57ce\u5e02\u4f5c\u4e3a\u590d\u6742\u6d3b\u7cfb\u7edf\uff1a\u590d\u6742\u6027\u7406\u8bba\u6307\u5bfc\u57ce\u5e02\u6570\u5b57\u5b6a\u751f\u6a21\u578b<\/a><\/strong><\/span><\/section>\n
3. <\/strong><\/strong>\u4ece\u57ce\u5e02\u5230\u56fd\u5bb6\uff1a\u591a\u5b66\u79d1\u89c6\u89d2\u7684\u57ce\u5e02\u590d\u6742\u7cfb\u7edf<\/a><\/strong><\/strong><\/span><\/strong><\/strong><\/section>\n
<\/a><\/strong><\/strong><\/span><\/section>\n
4. <\/strong><\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
5. \u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/a><\/span><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/span><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n


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\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/strong><\/span><\/strong><\/span><\/strong><\/p>\n

<\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

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