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全球富含功能城市网络数据集和综合城市分析仪表板
Winston Yap1, Filip Biljecki2,3
1Department of Architecture, National University of Singapore, Singapore, Singapore.
Scientific data
|September 30, 2023
概括
城市性数据库为全球50个城市提供了全面的空间网络资源,通过多样化,高分辨率的数据和交互式仪表板来增强城市网络分析研究.
科学领域:
- 城市网络分析.
- 地理信息系统 (GIS) 是指地理信息系统.
- 空间数据科学空间数据科学
背景情况:
- 城市网络分析对于理解复杂的城市结构至关重要.
- 现有的空间网络资源在范围和细节上是有限的.
- 越来越需要全面的,开放式的城市数据.
研究的目的:
- 介绍城市性数据库,一个新的空间网络资源.
- 用多样化,高分辨率的城市指标增强OpenStreetMap网络.
- 通过可访问的数据,促进GeoAI和城市比较分析.
主要方法:
- 综合了来自全球开放来源的40多个高分辨率指标.
- 利用计算机视觉从4M+街景图像中提取街景语义特征.
- 实施严格的自动和手动验证数据质量和一致性.
主要成果:
- 开发了29个国家的50个主要城市的综合空间网络数据集.
- 创建了一个交互式,基于Web的仪表板,以便用户友好地访问数据.
- 在GeoAI,城市规划和城市比较研究中实现了多种应用.
结论:
- 城市性存储库大大推动了城市网络分析研究.
- 开放,验证的空间数据对于复杂的城市研究至关重要.
- 该存储库支持城市发展和研究的数据驱动决策.
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