{"id":35585,"date":"2024-12-27T20:00:07","date_gmt":"2024-12-27T12:00:07","guid":{"rendered":"https:\/\/17aitech.com\/?p=35585"},"modified":"2024-12-27T20:00:07","modified_gmt":"2024-12-27T12:00:07","slug":"%e6%b8%af%e5%a4%a7%e5%8f%91%e5%b8%83opencity-%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%a9%b1%e5%8a%a8%e4%b8%8b%e7%9a%84%e6%99%ba%e6%85%a7%e5%9f%8e%e5%b8%82%e6%96%b0%e5%86%85%e6%a0%b8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35585","title":{"rendered":"\u6e2f\u5927\u53d1\u5e03OpenCity: \u5927\u6a21\u578b\u9a71\u52a8\u4e0b\u7684\u667a\u6167\u57ce\u5e02”\u65b0\u5185\u6838”"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u6e2f\u5927\u53d1\u5e03OpenCity: \u5927\u6a21\u578b\u9a71\u52a8\u4e0b\u7684\u667a\u6167\u57ce\u5e02”\u65b0\u5185\u6838”<\/a><\/p>\n

\u4ee3\u7801\u94fe\u63a5:\u00a0<\/strong>https:\/\/github.com\/HKUDS\/OpenCity<\/u><\/strong><\/a><\/p>\n

\u8bba\u6587\u94fe\u63a5:\u00a0<\/strong>http:\/\/arxiv.org\/abs\/2408.10269<\/u><\/strong><\/a><\/p>\n

\u5b9e\u9a8c\u5ba4\u4e3b\u9875:\u00a0<\/strong>https:\/\/sites.google.com\/view\/chaoh<\/u><\/strong><\/a><\/p>\n

01 \u5bfc\u8bfb<\/strong><\/p>\n

\u7cbe\u786e\u7684\u4ea4\u901a\u9884\u6d4b\u662f\u5b9e\u73b0\u9ad8\u6548\u57ce\u5e02\u89c4\u5212\u548c\u4ea4\u901a\u7ba1\u7406\u7684\u5173\u952e\uff0c\u5b83\u6709\u52a9\u4e8e\u4f18\u5316\u8d44\u6e90\u5206\u914d\u5e76\u6539\u5584\u51fa\u884c\u4f53\u9a8c\u3002\u4f46\u662f\uff0c\u73b0\u6709\u7684\u9884\u6d4b\u6a21\u578b\u5728\u9762\u5bf9\u672a\u77e5\u533a\u57df\u548c\u57ce\u5e02\u7684\u96f6\u6837\u672c\u9884\u6d4b\u4efb\u52a1\uff0c\u4ee5\u53ca\u957f\u671f\u9884\u6d4b\u65f6\uff0c\u8868\u73b0\u5f80\u5f80\u4e0d\u5c3d\u5982\u4eba\u610f\u3002\u8fd9\u4e9b\u95ee\u9898\u4e3b\u8981\u5f52\u56e0\u4e8e\u4ea4\u901a\u6570\u636e\u5728\u7a7a\u95f4\u548c\u65f6\u95f4\u4e0a\u7684\u5f02\u8d28\u6027\uff0c\u4ee5\u53ca\u8de8\u65f6\u95f4\u548c\u7a7a\u95f4\u7684\u663e\u8457\u5206\u5e03\u53d8\u5316\u3002\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u5f00\u53d1\u4e00\u4e2a\u591a\u529f\u80fd\u3001\u5f3a\u9c81\u68d2\u6027\u548c\u9ad8\u9002\u5e94\u6027\u7684\u65f6\u7a7a\u57fa\u7840\u6a21\u578b\uff0c\u7528\u4e8e\u4ea4\u901a\u6d41\u91cf\u7684\u9884\u6d4b\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u65b0\u578b\u7684\u57fa\u7840\u6a21\u578b\u2014\u2014OpenCity\uff0c\u5b83\u80fd\u591f\u6355\u6349\u5e76\u89c4\u8303\u6765\u81ea\u4e0d\u540c\u6570\u636e\u6e90\u7684\u6f5c\u5728\u65f6\u7a7a\u6a21\u5f0f\uff0c\u4ee5\u4fc3\u8fdb\u5728\u4e0d\u540c\u57ce\u5e02\u73af\u5883\u4e2d\u7684\u96f6\u6837\u672c\u6cdb\u5316\u80fd\u529b\u3002OpenCity\u878d\u5408\u4e86Transformer\u548c\u56fe\u795e\u7ecf\u7f51\u7edc\uff0c\u4ee5\u6a21\u62df\u4ea4\u901a\u6570\u636e\u4e2d\u7684\u590d\u6742\u65f6\u7a7a\u4f9d\u8d56\u6027\u3002\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u3001\u591a\u6837\u5316\u7684\u4ea4\u901a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0cOpenCity\u80fd\u591f\u5b66\u4e60\u5230\u4e30\u5bcc\u4e14\u5177\u6709\u6cdb\u5316\u80fd\u529b\u7684\u7279\u5f81\u8868\u793a\uff0c\u8fd9\u4e9b\u7279\u5f81\u8868\u793a\u9002\u7528\u4e8e\u591a\u79cd\u4ea4\u901a\u9884\u6d4b\u573a\u666f\u3002\u6211\u4eec\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cOpenCity\u5728\u96f6\u6837\u672c\u9884\u6d4b\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002\u6b64\u5916\uff0cOpenCity\u8fd8\u663e\u793a\u51fa\u826f\u597d\u7684\u53ef\u6269\u5c55\u6027\uff0c\u8fd9\u8868\u660e\u6211\u4eec\u6709\u671b\u5f00\u53d1\u51fa\u4e00\u79cd\u80fd\u591f\u9002\u5e94\u6240\u6709\u4ea4\u901a\u9884\u6d4b\u9700\u6c42\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u4e14\u80fd\u591f\u4ee5\u6700\u5c0f\u7684\u989d\u5916\u6210\u672c\u9002\u5e94\u65b0\u7684\u57ce\u5e02\u73af\u5883\u3002<\/p>\n

02 \u6982\u8ff0<\/strong><\/p>\n

2.1 \u73b0\u6709\u6311\u6218<\/strong><\/p>\n

C1. \u7a7a\u95f4\u6cdb\u5316\u6311\u6218: \u73b0\u6709\u4ea4\u901a\u9884\u6d4b\u6a21\u578b\u4e3b\u8981\u53d7\u9650\u4e8e\u5176\u6709\u9650\u7684\u7a7a\u95f4\u6cdb\u5316\u80fd\u529b\uff0c\u96be\u4ee5\u9002\u5e94\u56e0\u5730\u533a\u5dee\u5f02\u5982\u57fa\u7840\u8bbe\u65bd\u548c\u4eba\u53e3\u7279\u5f81\u800c\u5f02\u7684\u4ea4\u901a\u6a21\u5f0f\u3002\u5168\u9762\u90e8\u7f72\u4f20\u611f\u5668\u7f51\u7edc\u6536\u96c6\u6570\u636e\u5728\u73b0\u5b9e\u4e2d\u4e0d\u73b0\u5b9e\uff0c\u56e0\u6b64\uff0c\u5f00\u53d1\u80fd\u591f\u57fa\u4e8e\u6709\u9650\u6570\u636e\u6cdb\u5316\u5230\u65b0\u533a\u57df\u7684\u6a21\u578b\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002\u8fd9\u6837\u7684\u6a21\u578b\u4e0d\u4ec5\u80fd\u51cf\u5c11\u5728\u4e0d\u540c\u57ce\u5e02\u90e8\u7f72\u65f6\u7684\u6210\u672c\uff0c\u8fd8\u80fd\u786e\u4fdd\u4ea4\u901a\u9884\u6d4b\u7cfb\u7edf\u5728\u591a\u6837\u5316\u7684\u57ce\u5e02\u73af\u5883\u4e2d\u6709\u6548\u8fd0\u884c\uff0c\u65e0\u9700\u9891\u7e41\u7684\u91cd\u65b0\u8bad\u7ec3\u6216\u8c03\u6574\u3002<\/p>\n

C2. \u65f6\u95f4\u6cdb\u5316\u4e0e\u957f\u671f\u9884\u6d4b: \u5c3d\u7ba1\u73b0\u6709\u7684\u4ea4\u901a\u9884\u6d4b\u6a21\u578b\u5728\u77ed\u671f\u5185\uff08\u5982\u672a\u6765\u4e00\u5c0f\u65f6\uff09\u7684\u9884\u6d4b\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5b83\u4eec\u5728\u8fdb\u884c\u51e0\u5c0f\u65f6\u751a\u81f3\u51e0\u5929\u7684\u957f\u671f\u9884\u6d4b\u65f6\u8868\u73b0\u4e0d\u4f73\u3002\u8fd9\u662f\u56e0\u4e3a\u6a21\u578b\u96be\u4ee5\u9002\u5e94\u57ce\u5e02\u73af\u5883\u4e2d\u968f\u65f6\u95f4\u53d8\u5316\u7684\u590d\u6742\u4ea4\u901a\u6a21\u5f0f\u3002\u8fd9\u79cd\u5c40\u9650\u6027\u963b\u788d\u4e86\u57ce\u5e02\u89c4\u5212\u8005\u548c\u4ea4\u901a\u7ba1\u7406\u8005\u5236\u5b9a\u6709\u6548\u7684\u957f\u671f\u7b56\u7565\u3002<\/p>\n

C3. \u901a\u7528\u8868\u5f81\u5b66\u4e60 & \u65f6\u7a7a\u5f02\u8d28\u6cdb\u5316: \u5f00\u53d1\u80fd\u591f\u5e7f\u6cdb\u9002\u7528\u7684\u4ea4\u901a\u6a21\u578b\uff0c\u5173\u952e\u5728\u4e8e\u5b66\u4e60\u80fd\u591f\u6cdb\u5316\u7684\u4ea4\u901a\u52a8\u6001\u7684\u901a\u7528\u7279\u5f81\u3002\u8fd9\u6837\u7684\u5b66\u4e60\u4f7f\u6a21\u578b\u80fd\u591f\u8de8\u4e0d\u540c\u573a\u666f\u5e94\u7528\uff0c\u5373\u4f7f\u7f3a\u4e4f\u7279\u5b9a\u573a\u666f\u7684\u8bad\u7ec3\u6570\u636e\u3002\u57ce\u5e02\u4ea4\u901a\u7684\u591a\u6837\u6027\u548c\u65f6\u7a7a\u5206\u5e03\u7684\u663e\u8457\u53d8\u5316\u8981\u6c42\u6a21\u578b\u80fd\u591f\u9002\u5e94\u8fd9\u4e9b\u53d8\u5316\uff0c\u4ee5\u4fdd\u6301\u5176\u591a\u529f\u80fd\u6027\u548c\u7075\u6d3b\u6027\u3002<\/p>\n

<\/a><\/p>\n

\u56fe1\uff1a\u5de6\u4fa7\u5c55\u793a\u4e86\u4ea4\u901a\u6570\u636e\u96c6\u95f4\u6570\u636e\u5206\u5e03\u7684\u663e\u8457\u5dee\u5f02\uff0c\u5f3a\u8c03\u4e86\u5f00\u53d1\u80fd\u591f\u9002\u5e94\u8fd9\u4e9b\u5dee\u5f02\u7684\u6a21\u578b\u7684\u91cd\u8981\u6027\u3002\u53f3\u4fa7\u5219\u5bf9\u6bd4\u4e86OpenCity\u5728\u96f6\u6837\u672c\u6761\u4ef6\u4e0b\u7684\u8868\u73b0\u4e0e\u57fa\u7ebf\u6a21\u578b\u5728\u5168\u6837\u672c\u6761\u4ef6\u4e0b\u7684\u8868\u73b0\uff0c\u5c3d\u7ba1\u9762\u4e34\u65f6\u7a7a\u5f02\u8d28\u6027\u5206\u5e03\u504f\u79fb\u7684\u6311\u6218\uff0cOpenCity\u7684\u6027\u80fd\u4f9d\u7136\u4e0e\u5168\u6837\u672c\u57fa\u7ebf\u76f8\u5ab2\u7f8e\u3002<\/p>\n

2.2 \u672c\u6587\u8d21\u732e<\/strong><\/p>\n

\uff081\uff09\u901a\u7528\u65f6\u7a7a\u5efa\u6a21\u3002OpenCity \u4e13\u6ce8\u4e8e\u5e94\u5bf9\u57ce\u5e02\u4ea4\u901a\u5728\u4e0d\u540c\u5730\u533a\u548c\u65f6\u95f4\u7684\u591a\u6837\u6027\u53ca\u5176\u53d8\u5316\u3002<\/p>\n

\uff082\uff09\u51fa\u8272\u7684\u96f6\u6837\u672c\u9884\u6d4b\u8868\u73b0\u3002\u76f8\u8f83\u4e8e\u4ec5\u5728\u7279\u5b9a\u533a\u57df\u8bad\u7ec3\u7684\u6a21\u578b\uff0cOpenCity \u5c55\u73b0\u4e86\u66f4\u4f18\u7684\u6027\u80fd\u3002\u8fd9\u8bc1\u660e\u4e86\u5176\u5b66\u4e60\u6cdb\u5316\u7279\u5f81\u7684\u80fd\u529b\uff0c\u5141\u8bb8\u6a21\u578b\u5728\u65b0\u73af\u5883\u4e2d\u5feb\u901f\u90e8\u7f72\uff0c\u65e0\u9700\u5927\u91cf\u91cd\u65b0\u8bad\u7ec3\u3002<\/p>\n

\uff083\uff09\u5feb\u901f\u9002\u5e94\u3002OpenCity \u5728\u591a\u79cd\u65f6\u7a7a\u9884\u6d4b\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u5e7f\u6cdb\u7684\u9002\u7528\u6027\uff0c\u80fd\u591f\u8fc5\u901f\u9002\u5e94\u4e0d\u540c\u60c5\u5883\uff0c\u5b9e\u73b0\u7075\u6d3b\u90e8\u7f72\u3002<\/p>\n

\uff084\uff09\u826f\u597d\u7684\u6269\u5c55\u6027\u3002OpenCity \u663e\u793a\u51fa\u79ef\u6781\u7684\u6269\u5c55\u6f5c\u529b\uff0c\u610f\u5473\u7740\u5b83\u53ef\u4ee5\u5728\u51e0\u4e4e\u4e0d\u9700\u8981\u989d\u5916\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u6709\u6548\u9002\u5e94\u65b0\u7684\u672a\u77e5\u573a\u666f\u3002<\/p>\n

0<\/strong>3<\/strong>\u65b9\u6cd5<\/strong><\/p>\n

<\/a><\/strong>\u56fe2: OpenCity \u6574\u4f53\u6846\u67b6<\/p>\n

3.1 \u7528\u4e8e\u5206\u5e03\u504f\u79fb\u6cdb\u5316\u7684\u65f6\u7a7a\u5d4c\u5165<\/strong><\/p>\n

3.1.1 \u4e0a\u4e0b\u6587\u5f52\u4e00\u5316<\/strong><\/p>\n

<\/a><\/p>\n

3.1.2 \u7528\u4e8e\u9ad8\u6548\u957f\u671f\u9884\u6d4b\u7684Patch\u5d4c\u5165<\/strong><\/p>\n

<\/a><\/p>\n

3.2 \u65f6\u7a7a\u4e0a\u4e0b\u6587\u7f16\u7801<\/strong><\/p>\n

\u4e3a\u4e86\u6355\u83b7\u4ea4\u901a\u6570\u636e\u4e2d\u590d\u6742\u7684\u65f6\u7a7a\u6a21\u5f0f\uff0c\u6a21\u578b\u878d\u5408\u4e86\u65f6\u95f4\u548c\u7a7a\u95f4\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u901a\u8fc7\u660e\u786e\u6a21\u62df\u8fd9\u4e24\u4e2a\u7ef4\u5ea6\u7684\u76f8\u4e92\u5f71\u54cd\uff0cOpenCity \u80fd\u591f\u66f4\u6df1\u5165\u5730\u7406\u89e3\u5f71\u54cd\u4ea4\u901a\u6a21\u5f0f\u7684\u591a\u79cd\u56e0\u7d20\u3002\u8fd9\u79cd\u7efc\u5408\u65b9\u6cd5\u4f7f\u5f97\u8be5\u6846\u67b6\u80fd\u591f\u5728\u4e0d\u540c\u7684\u65f6\u95f4\u6bb5\u548c\u5730\u7406\u533a\u57df\u5185\u63d0\u4f9b\u66f4\u7cbe\u786e\u7684\u9884\u6d4b\u3002<\/p>\n

3.2.1 \u65f6\u95f4\u4e0a\u4e0b\u6587\u7f16\u7801<\/strong><\/p>\n

<\/a><\/p>\n

3.2.2 \u7a7a\u95f4\u4e0a\u4e0b\u6587\u7f16\u7801<\/strong><\/p>\n

<\/a><\/p>\n

3.3 \u65f6\u7a7a\u4f9d\u8d56\u5efa\u6a21<\/strong><\/p>\n

3.3.1 \u65f6\u95f4\u4f9d\u8d56\u5efa\u6a21<\/strong><\/p>\n

OpenCity \u57fa\u4e8e\u63d0\u51fa\u7684 TimeShift Transformer \u67b6\u6784\uff0c\u4e13\u6ce8\u4e8e\u7f16\u7801\u65f6\u95f4\u4f9d\u8d56\u6027\u3002\u6211\u4eec\u4e3b\u8981\u4ece\u4e24\u4e2a\u89c6\u89d2\u6765\u6355\u6349\u4ea4\u901a\u6a21\u5f0f\uff1a\uff081\uff09\u5468\u671f\u6027\u4ea4\u901a\u6a21\u5f0f\u3002\u6211\u4eec\u7684\u6a21\u578b\u8bc6\u522b\u5468\u671f\u6027\u4e14\u91cd\u590d\u51fa\u73b0\u7684\u4ea4\u901a\u6a21\u5f0f\uff0c\u4f8b\u5982\u6bcf\u5c0f\u65f6\u3001\u6bcf\u5929\u548c\u6bcf\u5468\u7684\u5faa\u73af\u3002\u901a\u8fc7\u7f16\u7801\u8fd9\u4e9b\u5468\u671f\u6027\u53d8\u5316\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u80fd\u591f\u66f4\u51c6\u786e\u5730\u89e3\u91ca\u4ea4\u901a\u7f51\u7edc\u4e2d\u7684\u89c4\u5f8b\u6027\u3002\uff082\uff09\u52a8\u6001\u4ea4\u901a\u8d8b\u52bf\u3002\u9664\u4e86\u5468\u671f\u6027\u53d8\u5316\uff0c\u6211\u4eec\u7684\u65f6\u95f4\u7f16\u7801\u5668\u8fd8\u6355\u6349\u4ea4\u901a\u6570\u636e\u968f\u65f6\u95f4\u6f14\u53d8\u7684\u590d\u6742\u548c\u975e\u7ebf\u6027\u7684\u52a8\u6001\u8d8b\u52bf\u3002<\/p>\n

3.3.1.1 \u5468\u671f\u6027\u4ea4\u901a\u8f6c\u6362\u5efa\u6a21<\/strong><\/p>\n

<\/a><\/p>\n

3.3.1.2 \u52a8\u6001\u4ea4\u901a\u6a21\u5f0f\u5b66\u4e60<\/strong><\/p>\n

<\/a><\/p>\n

3.3.2 \u7a7a\u95f4\u4f9d\u8d56\u5efa\u6a21<\/strong><\/p>\n

<\/a><\/p>\n

04 \u5b9e\u9a8c<\/strong><\/p>\n

4.1 \u96f6\u6837\u672c vs. \u5168\u6837\u672c<\/strong><\/p>\n

\u6211\u4eec\u5bf9OpenCity\u7684\u96f6\u6837\u672c\u6027\u80fd\u8fdb\u884c\u4e86\u5168\u9762\u7684\u6d4b\u8bd5\uff0c\u6db5\u76d6\u4e86\u8de8\u533a\u57df\u3001\u8de8\u57ce\u5e02\u548c\u8de8\u7c7b\u578b\u4e09\u79cd\u60c5\u51b5\uff0c\u5e76\u4e0e\u57fa\u7ebf\u6a21\u578b\u7684\u5168\u6837\u672c\u6027\u80fd\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u6d4b\u8bd5\u7ed3\u679c\u5982\u88681\u3002<\/p>\n

\uff081\uff09\u4f18\u8d8a\u7684\u96f6\u6837\u672c\u9884\u6d4b\u6027\u80fd\u3002*OpenCity \u5728\u96f6\u6837\u672c\u5b66\u4e60\u9886\u57df\u5b9e\u73b0\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u65e0\u9700\u989d\u5916\u5fae\u8c03\u5373\u53ef\u8d85\u8d8a\u591a\u6570\u57fa\u7ebf\u6a21\u578b\u3002\u8fd9\u4e00\u70b9\u51f8\u663e\u4e86\u8be5\u65b9\u6cd5\u5728\u638c\u63e1\u5927\u89c4\u6a21\u4ea4\u901a\u6570\u636e\u4e2d\u7684\u590d\u6742\u65f6\u7a7a\u6a21\u5f0f\u3001\u63d0\u53d6\u9002\u7528\u4e8e\u5404\u79cd\u4efb\u52a1\u7684\u901a\u7528\u77e5\u8bc6\u65b9\u9762\u7684\u53ef\u9760\u6027\u548c\u9ad8\u6548\u6027\u3002\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\uff0cOpenCity \u80fd\u591f\u4fdd\u6301\u5728\u524d\u4e24\u540d\uff0c\u5373\u4f7f\u4e0d\u662f\u9886\u5148\uff0c\u4e0e\u6700\u4f73\u6027\u80fd\uff08MAE\uff09\u7684\u5dee\u8ddd\u4e5f\u63a7\u5236\u57288%\u4ee5\u5185\u3002\u8fd9\u79cd\u51fa\u8272\u7684\u96f6\u6837\u672c\u9884\u6d4b\u80fd\u529b\u8bc1\u660e\u4e86 OpenCity \u5728\u5e94\u5bf9\u591a\u6837\u5316\u4ea4\u901a\u6570\u636e\u96c6\u65f6\u7684\u666e\u9002\u6027\u548c\u9002\u5e94\u6027\uff0c\u65e0\u9700\u5e7f\u6cdb\u7684\u91cd\u65b0\u8bad\u7ec3\u3002\u5176\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u80fd\u591f\u8fc5\u901f\u90e8\u7f72\u5230\u65b0\u573a\u666f\uff0c\u5927\u5e45\u51cf\u5c11\u4f20\u7edf\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\u901a\u5e38\u6240\u9700\u7684\u65f6\u95f4\u548c\u8d44\u6e90\uff0c\u4e3a\u5b9e\u9645\u5e94\u7528\u5e26\u6765\u663e\u8457\u4f18\u52bf\u3002<\/p>\n

\uff082\uff09\u5353\u8d8a\u7684\u8de8\u4efb\u52a1\u6cdb\u5316\u80fd\u529b\u3002\u6211\u4eec\u5728\u56db\u4e2a\u4e0d\u540c\u7684\u4ea4\u901a\u6570\u636e\u7c7b\u522b\u4e2d\u5bf9OpenCity\u8fdb\u884c\u4e86\u8bc4\u4f30\uff1a\u4ea4\u901a\u6d41\u91cf\uff08CAD3\u3001CAD5\uff09\u3001\u4ea4\u901a\u901f\u5ea6\uff08PEMS07M\u3001TrafficSH\uff09\u3001\u51fa\u79df\u8f66\u9700\u6c42\uff08CHI-TAXI\uff09\u548c\u81ea\u884c\u8f66\u8f68\u8ff9\uff08NYC-BIKE\uff09\u3002\u57fa\u7ebf\u5206\u6790\u8868\u660e\uff0c\u5c3d\u7ba1\u5404\u79cd\u6a21\u578b\u5728\u7279\u5b9a\u7c7b\u578b\u7684\u6570\u636e\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u4f46\u6ca1\u6709\u4e00\u4e2a\u6a21\u578b\u80fd\u5728\u6240\u6709\u7c7b\u522b\u4e2d\u6301\u7eed\u63d0\u4f9b\u6700\u4f18\u7ed3\u679c\uff0c\u4e14\u5728\u5176\u4ed6\u9886\u57df\u4fdd\u6301\u540c\u7b49\u6c34\u5e73\u7684\u8868\u73b0\u5b58\u5728\u6311\u6218\u3002\u4e0e\u6b64\u76f8\u53cd\uff0cOpenCity \u5728\u6240\u6709\u6d4b\u8bd5\u7c7b\u522b\u4e2d\u5747\u63d0\u4f9b\u4e86\u9ad8\u8d28\u91cf\u7684\u7ed3\u679c\uff0c\u5c55\u73b0\u4e86\u5176\u51fa\u8272\u7684\u7a33\u5b9a\u6027\u548c\u591a\u529f\u80fd\u6027\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u6d4b\u8bd5 OpenCity \u6846\u67b6\u7684\u901a\u7528\u6027\uff0c\u6211\u4eec\u8bc4\u4f30\u4e86\u5176\u5728\u8de8\u7c7b\u522b\u7684\u96f6\u6837\u672c\u6cdb\u5316\u80fd\u529b\uff08\u4ee5NYC-BIKE\u4e3a\u4f8b\uff09\u3002\u7ed3\u679c\u663e\u793a\uff0cOpenCity \u5728\u591a\u4e2a\u8bc4\u4ef7\u6307\u6807\u4e0a\u5747\u4fdd\u6301\u4e86\u5353\u8d8a\u7684\u8868\u73b0\uff0c\u8fdb\u4e00\u6b65\u8bc1\u5b9e\u4e86\u5176\u5bf9\u591a\u6837\u6570\u636e\u7c7b\u578b\u7684\u9002\u5e94\u6027\u548c\u666e\u9002\u6027\u3002<\/p>\n

\uff083\uff09\u4f18\u79c0\u7684\u957f\u671f\u9884\u6d4b\u8868\u73b0\u3002OpenCity \u67b6\u6784\u7684\u4e00\u4e2a\u663e\u8457\u4f18\u52bf\u662f\u51fa\u8272\u7684\u957f\u671f\u9884\u6d4b\u80fd\u529b\uff0c\u5728\u957f\u671f\u4ea4\u901a\u9884\u6d4b\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u4e8e\u57fa\u7ebf\u65b9\u6cd5\u3002\u8bb8\u591a\u73b0\u6709\u6a21\u578b\u5728\u65f6\u95f4\u8303\u56f4\u5ef6\u957f\u65f6\u5f80\u5f80\u96be\u4ee5\u4fdd\u6301\u9884\u6d4b\u7684\u51c6\u786e\u6027\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ef\u80fd\u4f1a\u8fc7\u5ea6\u62df\u5408\u5386\u53f2\u6570\u636e\uff0c\u672a\u80fd\u5145\u5206\u6355\u6349\u4ea4\u901a\u72b6\u51b5\u7684\u52a8\u6001\u6027\u548c\u6f14\u53d8\u3002OpenCity \u80fd\u591f\u4ece\u591a\u79cd\u4ea4\u901a\u6570\u636e\u6e90\u4e2d\u5b66\u4e60\u5230\u901a\u7528\u7684\u65f6\u7a7a\u7279\u5f81\uff0c\u8fd9\u4f7f\u5f97\u5b83\u80fd\u591f\u751f\u6210\u7a33\u5b9a\u7684\u9884\u6d4b\uff0c\u5373\u4f7f\u5728\u4ea4\u901a\u6a21\u5f0f\u968f\u65f6\u95f4\u53d8\u5316\u7684\u60c5\u51b5\u4e0b\uff0c\u9884\u6d4b\u7ed3\u679c\u4f9d\u7136\u53ef\u9760\u3002<\/p>\n

<\/a><\/p>\n

\u88681\uff1a\u96f6\u6837\u672c vs. \u5168\u6837\u672c\u6027\u80fd<\/p>\n

4.2 \u6709\u76d1\u7763\u9884\u6d4b\u6027\u80fd<\/strong><\/p>\n

\u4e3a\u4e86\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u00a0OpenCity \u7684\u6027\u80fd\uff0c\u6211\u4eec\u8fdb\u884c\u4e86\u76d1\u7763\u5b66\u4e60\u8bc4\u4f30\u3002\u5728\u8fd9\u4e00\u8bc4\u4f30\u4e2d\uff0cOpenCity \u5728 one-for-all \u914d\u7f6e\u4e0b\u4e0e\u57fa\u7ebf\u6a21\u578b\u5728\u5355\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u7aef\u5230\u7aef\u7684\u8bad\u7ec3\u548c\u6d4b\u8bd5\u5bf9\u6bd4\u3002\u8868 2 \u7684\u7ed3\u679c\u8868\u660e\uff0cOpenCity \u5728\u76d1\u7763\u5b66\u4e60\u8bbe\u7f6e\u4e2d\u5c55\u73b0\u4e86\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u5e76\u5728\u591a\u6570\u8bc4\u4f30\u6307\u6807\u4e0a\u4fdd\u6301\u9886\u5148\u3002\u6b64\u5916\uff0c\u6211\u4eec\u6ce8\u610f\u5230\u591a\u6570\u57fa\u7ebf\u6a21\u578b\u5728 CAD-X \u6570\u636e\u96c6\u4e0a\u8868\u73b0\u4e0d\u4f73\uff0c\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a\u5b83\u4eec\u503e\u5411\u4e8e\u8fc7\u5ea6\u62df\u5408\u5386\u53f2\u65f6\u7a7a\u6a21\u5f0f\uff0c\u5bfc\u81f4\u96be\u4ee5\u6cdb\u5316\u5230\u957f\u671f\u4ea4\u901a\u4f9d\u8d56\u7684\u5efa\u6a21\u3002\u4e0e\u6b64\u76f8\u53cd\uff0cOpenCity \u67b6\u6784\u6709\u6548\u5730\u4ece\u9884\u8bad\u7ec3\u9636\u6bb5\u63d0\u53d6\u4e86\u901a\u7528\u7684\u5468\u671f\u6027\u548c\u52a8\u6001\u65f6\u7a7a\u7279\u5f81\uff0c\u89e3\u51b3\u4e86\u56e0\u8de8\u65f6\u95f4\u548c\u8de8\u4f4d\u7f6e\u5206\u5e03\u504f\u79fb\u5bfc\u81f4\u7684\u9884\u6d4b\u6027\u80fd\u4e0b\u964d\u95ee\u9898\u3002<\/p>\n

<\/a><\/p>\n

\u88682\uff1a\u6709\u76d1\u7763\u4efb\u52a1\u8bc4\u4f30<\/p>\n

4.3 \u6a21\u578b\u5feb\u901f\u9002\u5e94\u80fd\u529b\u63a2\u7d22<\/strong><\/p>\n

\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u8bc4\u4f30\u4e86\u00a0OpenCity \u5728\u4e0b\u6e38\u4efb\u52a1\u4e2d\u7684\u5feb\u901f\u9002\u5e94\u6027\u3002\u6211\u4eec\u4e13\u6ce8\u4e8e\u4e00\u4e2a\u4e4b\u524d\u672a\u63a5\u89e6\u8fc7\u7684\u4ea4\u901a\u6570\u636e\u96c6\uff0c\u5e76\u91c7\u7528\u4e86\u201c\u9ad8\u6548\u5fae\u8c03\u201d\u7b56\u7565\uff0c\u5177\u4f53\u5305\u62ec\uff1a\u4ec5\u66f4\u65b0\u6a21\u578b\u7684\u9884\u6d4b\u5934\u90e8\uff08\u6700\u540e\u4e00\u4e2a\u7ebf\u6027\u5c42\uff09\uff0c\u4e14\u6700\u591a\u8fdb\u884c\u4e09\u4e2a\u8bad\u7ec3\u5468\u671f\u3002\u5982\u8868 3 \u6240\u793a\uff0c\u5c3d\u7ba1 OpenCity \u5728\u67d0\u4e9b\u6307\u6807\u4e0a\u7684\u96f6\u6837\u672c\u6027\u80fd\u8d77\u521d\u4e0d\u5982\u57fa\u7ebf\u6a21\u578b\u7684\u5168\u6837\u672c\u6027\u80fd\uff0c\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e\u4ea4\u901a\u6a21\u5f0f\u548c\u6570\u636e\u91c7\u6837\u7684\u5dee\u5f02\u3002\u7136\u800c\uff0c\u7ecf\u8fc7\u9ad8\u6548\u5fae\u8c03\u540e\uff0cOpenCity \u7684\u8868\u73b0\u663e\u8457\u63d0\u9ad8\uff0c\u8d85\u8d8a\u4e86\u6240\u6709\u5bf9\u6bd4\u6a21\u578b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cOpenCity \u7684\u8bad\u7ec3\u65f6\u95f4\u4ec5\u4e3a\u57fa\u7ebf\u6a21\u578b\u6240\u9700\u65f6\u95f4\u7684 2% \u81f3 32%\u3002\u8fd9\u79cd\u5feb\u901f\u9002\u5e94\u6027\u51f8\u663e\u4e86\u00a0OpenCity \u4f5c\u4e3a\u57fa\u7840\u4ea4\u901a\u9884\u6d4b\u6a21\u578b\u7684\u6f5c\u529b\uff0c\u80fd\u591f\u8fc5\u901f\u9002\u5e94\u65b0\u7684\u65f6\u7a7a\u6570\u636e\u7c7b\u578b\u3002<\/p>\n

<\/a><\/p>\n

\u88683\uff1aOpenCity \u5feb\u901f\u9002\u5e94\u6027\u8bc4\u6d4b<\/p>\n

4.4 \u6d88\u878d\u5b9e\u9a8c<\/strong><\/p>\n

\uff081\uff09\u52a8\u6001\u4ea4\u901a\u5efa\u6a21\u7684\u91cd\u8981\u6027\u3002-DTP\u3002\u79fb\u9664\u52a8\u6001\u4ea4\u901a\u5efa\u6a21\u6a21\u5757\u540e\u6027\u80fd\u4e0b\u964d\uff0c\u8868\u660e\u8be5\u6a21\u5757\u80fd\u591f\u6709\u6548\u5206\u6790\u6700\u65b0\u4ea4\u901a\u6a21\u5f0f\uff0c\u5e76\u9002\u5e94\u4ea4\u901a\u72b6\u51b5\u7684\u7a81\u53d8\u6765\u4f18\u5316\u9884\u6d4b\u3002<\/p>\n

\uff082\uff09\u5468\u671f\u6027\u4ea4\u901a\u8f6c\u79fb\u5efa\u6a21\u7684\u4f5c\u7528\u3002-PTTM\u3002\u6211\u4eec\u53d6\u6d88\u4e86\u5468\u671f\u6027\u7f16\u7801\uff0c\u76f4\u63a5\u5c06\u65f6\u95f4\u548c\u7a7a\u95f4\u4e0a\u4e0b\u6587\u878d\u5165\u65f6\u7a7a\u5d4c\u5165\u3002\u6027\u80fd\u7684\u8870\u51cf\u8868\u660e\uff0cOpenCity \u901a\u8fc7\u6620\u5c04\u5386\u53f2\u4e0e\u672a\u6765\u65f6\u95f4\u5bf9\u4e4b\u95f4\u7684\u4ea4\u901a\u6d41\u6709\u6548\u5730\u6355\u83b7\u4e86\u5f71\u54cd\u65f6\u7a7a\u6a21\u5f0f\u6f14\u53d8\u7684\u666e\u904d\u89c4\u5f8b\u3002<\/p>\n

\uff083\uff09\u7a7a\u95f4\u4f9d\u8d56\u6027\u5efa\u6a21\u7684\u4f5c\u7528\u3002\u5728 -SDM \u53d8\u4f53\u4e2d\uff0c\u6211\u4eec\u79fb\u9664\u4e86\u7a7a\u95f4\u7f16\u7801\u6a21\u5757\u3002\u5206\u6790\u8868\u660e\uff0c\u5b66\u4e60\u7a7a\u95f4\u5173\u7cfb\u663e\u8457\u63d0\u5347\u4e86\u65f6\u7a7a\u9884\u6d4b\u80fd\u529b\u3002\u901a\u8fc7\u6574\u5408\u4f9d\u8d56\u7a7a\u95f4\u533a\u57df\u7684\u4ea4\u901a\u4fe1\u606f\uff0c\u6a21\u578b\u6709\u6548\u5730\u8bc6\u522b\u4e86\u52a8\u6001\u4ea4\u901a\u6d41\u6a21\u5f0f\uff0c\u4e3a\u96f6\u6837\u672c\u4ea4\u901a\u9884\u6d4b\u63d0\u4f9b\u4e86\u91cd\u8981\u8f85\u52a9\u3002<\/p>\n

\uff084\uff09\u65f6\u7a7a\u4e0a\u4e0b\u6587\u7f16\u7801\u7684\u4f5c\u7528\u3002\u5728 -STC \u53d8\u4f53\u4e2d\uff0c\u6211\u4eec\u79fb\u9664\u4e86\u65f6\u7a7a\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u7f16\u7801\uff0c\u5bfc\u81f4\u6027\u80fd\u663e\u8457\u4e0b\u964d\u3002\u65f6\u95f4\u4e0a\u4e0b\u6587\u4fe1\u606f\u5e2e\u52a9\u6a21\u578b\u8bc6\u522b\u5e76\u5b66\u4e60\u7279\u5b9a\u65f6\u6bb5\u7684\u5e38\u89c1\u4ea4\u901a\u6a21\u5f0f\uff0c\u800c\u533a\u57df\u5d4c\u5165\u5305\u542b\u4e86\u5173\u952e\u7684\u533a\u57df\u7279\u5b9a\u7279\u5f81\u3002\u8fd9\u4e9b\u5143\u7d20\u5171\u540c\u4e3a\u7406\u89e3\u57ce\u5e02\u95f4\u52a8\u6001\u65f6\u7a7a\u6a21\u5f0f\u63d0\u4f9b\u4e86\u5b9d\u8d35\u89c1\u89e3\u3002<\/p>\n

<\/a><\/p>\n

\u56fe3\uff1aOpenCity \u6d88\u878d\u5b9e\u9a8c<\/p>\n

4.5 \u6a21\u578b\u53ef\u6269\u5c55\u6027\u7814\u7a76<\/strong><\/p>\n

\u5982\u56fe\u00a04 \u6240\u793a\uff0c\u672c\u8282\u7814\u7a76\u4e86 OpenCity \u5728\u6570\u636e\u91cf\u548c\u53c2\u6570\u89c4\u6a21\u4e24\u4e2a\u65b9\u9762\u7684\u53ef\u6269\u5c55\u6027\u3002\u53c2\u6570\u89c4\u6a21\u53ef\u6269\u5c55\u6027\u6db5\u76d6\u4e86\u4e09\u4e2a\u7248\u672c\uff1aOpenCity-mini\uff082M\u4e07\u53c2\u6570\uff09\u3001OpenCity-base\uff085M\u53c2\u6570\uff09\u548c OpenCity-plus\uff0826M\u53c2\u6570\uff09\u3002\u5728\u6570\u636e\u89c4\u6a21\u53ef\u6269\u5c55\u6027\u65b9\u9762\uff1a\u5bf9\u4e8e\u6a21\u578bplus\uff0c\u6211\u4eec\u91c7\u7528\u4e86 10%\u300150% \u548c 100% \u7684\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u4ee5\u63a2\u7a76\u589e\u52a0\u6570\u636e\u91cf\u7684\u4f18\u52bf\u3002\u4e3a\u4e86\u4fbf\u4e8e\u6bd4\u8f83\uff0c\u7eb5\u8f74\u8868\u793a\u7684\u662f\u76f8\u5bf9\u9884\u6d4b\u8bef\u5dee\u3002\u7ed3\u679c\u8868\u660e\uff0c\u968f\u7740\u53c2\u6570\u6570\u91cf\u548c\u6570\u636e\u91cf\u7684\u589e\u52a0\uff0cOpenCity \u7684\u96f6\u6837\u672c\u6cdb\u5316\u6027\u80fd\u9010\u6b65\u63d0\u9ad8\u3002\u8fd9\u8bc1\u660e\u4e86 OpenCity \u80fd\u591f\u4ece\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e2d\u63d0\u53d6\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u5e76\u4e14\u901a\u8fc7\u589e\u52a0\u53c2\u6570\u6570\u91cf\u6765\u589e\u5f3a\u5176\u5b66\u4e60\u6548\u80fd\u3002\u5c55\u793a\u7684\u53ef\u6269\u5c55\u6027\u6f5c\u529b\u652f\u6301\u4e86 OpenCity \u6210\u4e3a\u901a\u7528\u4ea4\u901a\u5e94\u7528\u57fa\u7840\u6a21\u578b\u7684\u53ef\u80fd\u6027\u3002<\/p>\n

<\/a><\/p>\n

\u56fe4\uff1a\u6a21\u578b\u53ef\u6269\u5c55\u6027\u7814\u7a76<\/p>\n

4.6 \u4e0e\u5927\u89c4\u6a21\u65f6\u7a7a\u9884\u6d4b\u6a21\u578b\u7684\u6bd4\u8f83<\/strong><\/p>\n

\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u00a0OpenCity \u4e0e\u5176\u5b83\u5148\u8fdb\u7684\u5927\u578b\u65f6\u7a7a\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u4e86\u5bf9\u6bd4\uff0c\u5305\u62ec\u4ee5\u51fa\u8272\u7684\u96f6\u6837\u672c\u6cdb\u5316\u80fd\u529b\u95fb\u540d\u7684 UniST \u548c UrbanGPT\u3002\u6211\u4eec\u9009\u7528\u4e86\u4e09\u4e2a\u6a21\u578b\u9884\u8bad\u7ec3\u9636\u6bb5\u5747\u672a\u6d89\u53ca\u7684 CHI-TAXI \u6570\u636e\u96c6\u8fdb\u884c\u8bc4\u4f30\u3002\u8868 4 \u7684\u7ed3\u679c\u8868\u660e\uff0cOpenCity \u5728\u4f17\u591a\u5148\u8fdb\u7684\u5927\u89c4\u6a21\u65f6\u7a7a\u6a21\u578b\u4e2d\u4fdd\u6301\u4e86\u660e\u663e\u7684\u6027\u80fd\u4f18\u52bf\u3002\u6b64\u5916\uff0c\u4e0e UrbanGPT \u76f8\u6bd4\uff0cOpenCity \u548c UniST \u5c55\u73b0\u51fa\u4e86\u663e\u8457\u7684\u6548\u7387\u63d0\u5347\u3002\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a UrbanGPT \u4f9d\u8d56\u4e8e\u95ee\u7b54\u683c\u5f0f\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u8fdb\u884c\u9884\u6d4b\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u5904\u7406\u6279\u91cf\u6570\u636e\u7684\u6548\u7387\u3002OpenCity \u6a21\u578b\u5728\u6027\u80fd\u548c\u6548\u7387\u4e0a\u5747\u5b9e\u73b0\u4e86\u4f18\u5f02\u8868\u73b0\uff0c\u5f70\u663e\u4e86\u5176\u4f5c\u4e3a\u4ea4\u901a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5f3a\u5927\u5927\u89c4\u6a21\u6a21\u578b\u7684\u6f5c\u8d28\u3002<\/p>\n

<\/a><\/p>\n

\u88684\uff1a\u4e0e\u5927\u89c4\u6a21\u65f6\u7a7a\u9884\u6d4b\u6a21\u578b\u7684\u6bd4\u8f83\u5b9e\u9a8c<\/p>\n

05 \u603b\u7ed3\u4e0e\u5c55\u671b<\/strong><\/p>\n

\u672c\u6587\u63d0\u51fa\u4e86 OpenCity\uff0c\u4e00\u4e2a\u7528\u4e8e\u4ea4\u901a\u9884\u6d4b\u7684\u53ef\u6269\u5c55\u65f6\u7a7a\u57fa\u7840\u6a21\u578b\uff0c\u5b83\u5728\u591a\u4e2a\u4ea4\u901a\u9884\u6d4b\u573a\u666f\u4e2d\u5c55\u73b0\u4e86\u7cbe\u786e\u7684\u96f6\u6837\u672c\u9884\u6d4b\u80fd\u529b\u3002\u8be5\u6a21\u578b\u91c7\u7528 Transformer \u7f16\u7801\u5668\u67b6\u6784\u4f5c\u4e3a\u6838\u5fc3\uff0c\u4ee5\u5efa\u6a21\u52a8\u6001\u65f6\u7a7a\u4f9d\u8d56\u6027\uff0c\u5e76\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u4ea4\u901a\u6570\u636e\u96c6\u4e0a\u7684\u9884\u8bad\u7ec3\uff0cOpenCity \u5728\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5176\u96f6\u6837\u672c\u9884\u6d4b\u6027\u80fd\u4e0e\u5168\u6837\u672c\u8bbe\u7f6e\u4e0b\u7684\u5148\u8fdb\u57fa\u7ebf\u6a21\u578b\u76f8\u5ab2\u7f8e\u3002\u63d0\u51fa\u7684 OpenCity \u6846\u67b6\u80fd\u591f\u6709\u6548\u5904\u7406\u4e0d\u540c\u5206\u5e03\u7684\u6570\u636e\uff0c\u5e76\u4e14\u5177\u6709\u9ad8\u6548\u7684\u8ba1\u7b97\u6027\u80fd\u3002\u8003\u8651\u5230\u5176\u5c55\u73b0\u51fa\u7684\u79ef\u6781\u7684\u6269\u5c55\u8d8b\u52bf\uff0c\u8fd9\u4e3a\u5f00\u53d1\u4e00\u4e2a\u5f3a\u5927\u4e14\u901a\u7528\u7684\u4ea4\u901a\u9884\u6d4b\u89e3\u51b3\u65b9\u6848\u5960\u5b9a\u4e86\u57fa\u7840\uff0c\u8be5\u65b9\u6848\u80fd\u591f\u8f7b\u677e\u9002\u5e94\u4e0d\u540c\u7684\u57ce\u5e02\u73af\u5883\u548c\u4ea4\u901a\u7f51\u7edc\u3002<\/p>\n

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u6e2f\u5927\u53d1\u5e03OpenCity: \u5927\u6a21\u578b\u9a71\u52a8\u4e0b\u7684\u667a\u6167\u57ce\u5e02”\u65b0\u5185\u6838”<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u6e2f\u5927\u53d1\u5e03OpenCit […]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[68],"class_list":["post-35585","post","type-post","status-publish","format-standard","hentry","category-news","tag-68"],"yoast_head":"\n\u6e2f\u5927\u53d1\u5e03OpenCity: \u5927\u6a21\u578b\u9a71\u52a8\u4e0b\u7684\u667a\u6167\u57ce\u5e02"\u65b0\u5185\u6838" - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=35585\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35585#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35585\"},\"author\":{\"name\":\"AI\u5c0f\u52a9\u624b\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"headline\":\"\u6e2f\u5927\u53d1\u5e03OpenCity: \u5927\u6a21\u578b\u9a71\u52a8\u4e0b\u7684\u667a\u6167\u57ce\u5e02”\u65b0\u5185\u6838”\",\"datePublished\":\"2024-12-27T12:00:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35585\"},\"wordCount\":105,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35585#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/frc-25da86f0d045d1f7ba1a12a2ea47ced6.png\",\"keywords\":[\"\u5927\u6a21\u578b\"],\"articleSection\":[\"\u884c\u4e1a\u8d44\u8baf\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=35585#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35585\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?p=35585\",\"name\":\"\u6e2f\u5927\u53d1\u5e03OpenCity: \u5927\u6a21\u578b\u9a71\u52a8\u4e0b\u7684\u667a\u6167\u57ce\u5e02\\\"\u65b0\u5185\u6838\\\" - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35585#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35585#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/frc-25da86f0d045d1f7ba1a12a2ea47ced6.png\",\"datePublished\":\"2024-12-27T12:00:07+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35585#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/17aitech.com\\\/?p=35585\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35585#primaryimage\",\"url\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/frc-25da86f0d045d1f7ba1a12a2ea47ced6.png\",\"contentUrl\":\"https:\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/09\\\/frc-25da86f0d045d1f7ba1a12a2ea47ced6.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/?p=35585#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\\\/\\\/17aitech.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u6e2f\u5927\u53d1\u5e03OpenCity: \u5927\u6a21\u578b\u9a71\u52a8\u4e0b\u7684\u667a\u6167\u57ce\u5e02”\u65b0\u5185\u6838”\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#website\",\"url\":\"https:\\\/\\\/17aitech.com\\\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/17aitech.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/17aitech.com\\\/#\\\/schema\\\/person\\\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"url\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"contentUrl\":\"\\\/\\\/17aitech.com\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\\\/\\\/17aitech.com\\\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u6e2f\u5927\u53d1\u5e03OpenCity: \u5927\u6a21\u578b\u9a71\u52a8\u4e0b\u7684\u667a\u6167\u57ce\u5e02\"\u65b0\u5185\u6838\" - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=35585","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/17aitech.com\/?p=35585#article","isPartOf":{"@id":"https:\/\/17aitech.com\/?p=35585"},"author":{"name":"AI\u5c0f\u52a9\u624b","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"headline":"\u6e2f\u5927\u53d1\u5e03OpenCity: \u5927\u6a21\u578b\u9a71\u52a8\u4e0b\u7684\u667a\u6167\u57ce\u5e02”\u65b0\u5185\u6838”","datePublished":"2024-12-27T12:00:07+00:00","mainEntityOfPage":{"@id":"https:\/\/17aitech.com\/?p=35585"},"wordCount":105,"commentCount":0,"image":{"@id":"https:\/\/17aitech.com\/?p=35585#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-25da86f0d045d1f7ba1a12a2ea47ced6.png","keywords":["\u5927\u6a21\u578b"],"articleSection":["\u884c\u4e1a\u8d44\u8baf"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/17aitech.com\/?p=35585#respond"]}]},{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=35585","url":"https:\/\/17aitech.com\/?p=35585","name":"\u6e2f\u5927\u53d1\u5e03OpenCity: \u5927\u6a21\u578b\u9a71\u52a8\u4e0b\u7684\u667a\u6167\u57ce\u5e02\"\u65b0\u5185\u6838\" - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=35585#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=35585#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-25da86f0d045d1f7ba1a12a2ea47ced6.png","datePublished":"2024-12-27T12:00:07+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=35585#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=35585"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=35585#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-25da86f0d045d1f7ba1a12a2ea47ced6.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-25da86f0d045d1f7ba1a12a2ea47ced6.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=35585#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u6e2f\u5927\u53d1\u5e03OpenCity: \u5927\u6a21\u578b\u9a71\u52a8\u4e0b\u7684\u667a\u6167\u57ce\u5e02”\u65b0\u5185\u6838”"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/35585","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=35585"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/35585\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=35585"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=35585"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=35585"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}