{"id":2649,"date":"2025-03-15T19:37:31","date_gmt":"2025-03-15T11:37:31","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2649"},"modified":"2025-03-15T19:37:31","modified_gmt":"2025-03-15T11:37:31","slug":"202503-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-building-clustering-method-that-integrates-graph-attention-networks-and-spectral-clustering","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202503-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-building-clustering-method-that-integrates-graph-attention-networks-and-spectral-clustering\/","title":{"rendered":"202503 \u8bba\u6587\u7814\u8bfb-Building clustering method that integrates graph attention networks and spectral clustering"},"content":{"rendered":"\n

\u6765\u6e90: Geocarto International, 2025<\/p>\n\n\n\n

\u4f5c\u8005: Guoqing Chen & Haizhong Qian<\/p>\n\n\n\n

\u5355\u4f4d: \u4e2d\u56fd\u90d1\u5dde\u4fe1\u606f\u5de5\u7a0b\u5927\u5b66\u5730\u7406\u7a7a\u95f4\u4fe1\u606f\u7814\u7a76\u6240<\/p>\n\n\n\n

\u4e00\u3001\u8bba\u6587\u4e3b\u8981\u5de5\u4f5c\u53ca\u8d21\u732e<\/h2>\n\n\n\n

\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u5efa\u7b51\u805a\u7c7b\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u5c06\u56fe\u5f62\u6ce8\u610f\u529b\u7f51\u7edc\uff08GAT\uff09\u548c\u5149\u8c31\u805a\u7c7b\u5206\u4e3a\u4e24\u4e2a\u6b65\u9aa4\u3002 \u9996\u5148\uff0c\u8fdb\u884c\u4e86\u76d1\u7763\u7684\u56fe\u5f62\u5206\u7c7b\u3002 \u5728\u9053\u8def\u7f51\u7edc\u7684\u9650\u5236\u4e0b\uff0c\u9053\u8def\u7f51\u7edc\u5305\u56f4\u7684\u533a\u57df\u5185\u7684\u5efa\u7b51\u7269\u88ab\u6784\u9020\u4e3a\u591a\u4e2a\u56fe\u5f62\u7ed3\u6784\u3002 \u5f15\u5165\u4e86GAT\u6765\u5b66\u4e60\u5236\u56fe\u7ecf\u9a8c\uff0c\u4ece\u800c\u5b8c\u6210\u4e86\u56fe\u5f62\u5206\u7c7b\u4efb\u52a1\u3002 \u5176\u6b21\uff0c\u901a\u8fc7\u6784\u9020\u65b0\u7684\u56fe\u5f62\u7ed3\u6784\u6765\u66f4\u79d1\u5b66\u5730\u68c0\u6d4b\u5efa\u7b51\u7269\u7684\u7a7a\u95f4\u63a5\u8fd1\u5ea6\uff0c\u4f7f\u7528\u5149\u8c31\u805a\u7c7b\u6784\u5efa\u805a\u96c6\u3002
\u63d0\u51fa\u7684\u56fe\u5f62\u6784\u9020\u65b9\u6cd5\u66f4\u79d1\u5b66\u5730\u68c0\u6d4b\u5efa\u7b51\u7269\u7684\u90bb\u5c45\u3002
\u901a\u8fc7\u5f15\u5165\u6ce8\u610f\u673a\u5236\u63d0\u9ad8\u6a21\u578b\u7684\u591a\u529f\u80fd\u6027\u3002
\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u66f4\u9002\u5408\u4e8e\u5efa\u7b51\u805a\u7c7b\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u6a21\u578b\u6846\u67b6<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

2.1. Graph dataset construction<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

2.2. Individual building feature extraction<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

2.3. Graph attention network architecture<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

2.4. Building clustering method based on spectral clustering<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u4e09\u3001\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u56db\u3001\u603b\u7ed3\u4e0e\u601d\u8003<\/h2>\n\n\n\n

\uff08\u4e00\uff09\u3001\u8bba\u6587\u7684\u6838\u5fc3\u5185\u5bb9:<\/p>\n\n\n\n

    1.\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u7684\u5efa\u7b51\u7269\u805a\u7c7b\u65b9\u6cd5\u5305\u62ec\u57fa\u4e8e\u76d1\u7763\u5b66\u4e60\u7684\u56fe\u5f62\u5206\u7c7b\u548c\u65e0\u76d1\u7763\u7684\u57fa\u4e8e\u5b66\u4e60\u7684\u5149\u8c31\u805a\u7c7b\u3002 \u5728\u9053\u8def\u7f51\u7edc\u7684\u9650\u5236\u4e0b\uff0c\u57fa\u4e8e\u6807\u7b7e\u4fe1\u606f\uff0cGAT\u6a21\u578b\u53ef\u4ee5\u9884\u6d4b\u7ed9\u5b9a\u5b50\u533a\u57df\u4e2d\u7684\u7c07\u6570\u3002 \u4e0e\u57fa\u4e8e\u5bc6\u5ea6\u7684\u805a\u7c7b\u7b97\u6cd5\u76f8\u6bd4\uff0c\u63d0\u51fa\u7684\u65b9\u6cd5\u66f4\u51c6\u786e\u5730\u786e\u5b9a\u4e86\u5728\u6982\u62ec\u5230\u76ee\u6807\u5c3a\u5ea6\u540e\u5e94\u4fdd\u7559\u7684\u5efa\u7b51\u7269\u6570\u91cf\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u591a\u529f\u80fd\u6027\u3002   <\/p>\n\n\n\n

\uff08\u4e8c\uff09\u3001\u7efc\u5408\u5bf9\u9f50\u601d\u8003:<\/p>\n\n\n\n

1.\u8fd9\u7bc7\u8bba\u6587\u4e3b\u8981\u662f\u9488\u5bf9\u5efa\u7b51\u7269\u8fdb\u884c\u805a\u7c7b\u7684\uff0c\u4e14\u5728\u8bad\u7ec3GAT\u5206\u7c7b\u5668\u65f6\u9700\u8981\u4f7f\u7528\u5e26\u6709\u6807\u7b7e\u7684\u6570\u636e\uff0c\u5bf9\u6570\u636e\u96c6\u7684\u8d28\u91cf\u8981\u6c42\u5f88\u9ad8\uff0c\u6cdb\u5316\u6027\u8f83\u5dee\u3002<\/p>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6765\u6e90: Geocarto International, 2025 \u4f5c\u8005: Guoqing Chen & […]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2649","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2649","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=2649"}],"version-history":[{"count":1,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2649\/revisions"}],"predecessor-version":[{"id":2659,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/2649\/revisions\/2659"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=2649"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=2649"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=2649"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}