Presentation Details
Investigating the effects of urban morphology on vitality of community life circles using machine learning and geospatial approaches
ID：77
View Protection：ATTENDEE
Updated Time：2024-04-09 11:01:04 Hits：2158
Oral Presentation
Start Time：2024-05-18 15:08（Asia/Shanghai）
Duration：10min
Session：S8 主题8、人文地理与区域高质量发展 »
No files
Abstract
| In examining the associations between urban morphology and urban vitality, it is essential to focus on a scale that is directly observable, tangible, and appreciable. Past studies, however, have primarily concentrated on regional and urban scales, and the complexities of human-environment interactions necessitate a more fine-grained measure of urban morphology. This study captures the human-scale landscapes by employing a bottom-up metric system, encompassing the eye-level quality, road network design, buildings and functions, and neighborhood location. The study then examines the heterogeneous impact and interaction effect of morphological variables on urban vitality at community life circle level. The findings reveal a core-periphery structure and strong spatial autocorrelations between morphological variables and urban vitality. Furthermore, the determinants of urban vitality display a blend of global, regional, and local spatial contexts. Notably, human-observed greenery, sky openness, and public bus accessibility demonstrate significant patterns of spatial heterogeneity, whereas street betweenness and commercial facilities exhibit limited effects. The interaction effects between morphological variables can either enhance or weaken the individual impacts, highlighting the need for community life circle planning considering the combined effect of morphological variables. This study offers new insights for promoting urban design centered on revitalization and micro-renewal at community life circle level. |
Keywords
urban morphology; urban vitality; machine learning; geospatial approaches
Speaker
贺三维
教授 中南财经政法大学Submission Author
All Comments
Important Date
-
Conference Date
May 17
2024
toMay 20
2024
-
Mar 31 2024
Draft paper submission deadline
-
Mar 31 2024
Contribution Submission Deadline
-
May 20 2024
Registration deadline
Sponsored By
青年地学论坛理事会
Organized By
厦门大学近海海洋环境科学国家重点实验室
中国科学院城市环境研究所
自然资源部第三海洋研究所
中国科学院城市环境研究所
自然资源部第三海洋研究所
Contact Information
- 辜克兢（会务总协调、会场安排、学术安排）
- gu******@xmu.edu.cn
- 139********
- 柳欣（会务总协调）
- li******@xmu.edu.cn
- 138********
- 孙佳妮（会务总协调）
- sc******@chytey.com
- 152********
- 窦恒（会场安排、学术安排）
- do******@chytey.com
- 186********
- 李招英（会场技术服务）
- li******@xmu.edu.cn
- 138********
- 刘琳（学术安排）
- ll******@iue.ac.cn
- 133********
- 李虎（学术安排）
- hl******@iue.ac.cn
- 189********
- 柳欣（学术安排）
- li******@xmu.edu.cn
- 138********
- 胡勤梅（会议注册）
- ma******@chytey.com
- 135********
- 孙晓笛（会议注册）
- xi******@xmu.edu.cn
- 188********
- 许心雅（会议财务）
- xu******@xmu.edu.cn
- 180********
- 朱佳（商业赞助）
- zh******@xmu.edu.cn
- 139********
- 张君（海报张贴）
- ju******@xmu.edu.cn
- 138********
- 卢巍（海报张贴）
- lu******@chytey.com
- 189********
- 李璟（酒店预订及咨询）
- li******@chytey.com
- 186********
Submit Comment