Nonlinear effects of the urban built environment on urban vitality: A case study of Hangzhou, China
文献类型：期刊论文
| 作者 | Zhan, Dongsheng1,2; Wang, Yufeng1; Wu, Qianbo3; Zhang, Wenzhong4 |
| 刊名 | JOURNAL OF GEOGRAPHICAL SCIENCES
 |
| 出版日期 | 2025-06-01 |
| 卷号 | 35期号:6页码:1183-1203 |
| 关键词 | built environment urban vitality nonlinear effect gradient boosting decision tree model Hangzhou |
| ISSN号 | 1009-637X |
| DOI | 10.1007/s11442-025-2363-y |
| 产权排序 | 4 |
| 文献子类 | Article |
| 英文摘要 | The effects of the built environment factors on urban vitality have attracted wide attention in the urban planning fields in recent years, but few studies have considered the variables' relative importance and their nonlinear effects on urban vitality. Taking a Chinese metropolis-Hangzhou as a case study, this study applied the gradient boosting decision tree (GBDT) model to explore the nonlinear effects of the 5D factors of the urban built environment on urban social vitality and economic vitality and the importance of variables. The results show that the GBDT model has better goodness of fit than the traditional ordinary least squares (OLS) regression in the urban vitality models. The urban built environment plays an important role in affecting urban vitality, while built environment designs witness the most important effect. Specifically, the density of shopping facilities, medical facilities, and road networks are the most important factors affecting urban social vitality, while road network density, destination accessibility, and population density play the most important roles in affecting urban economic vitality. Finally, the urban built environment factors have nonlinear threshold effects on both urban economic and social vitality in Hangzhou, with differing nonlinear response patterns observed between social and economic dimensions. |
| URL标识 | 查看原文 |
| WOS关键词 | JANE JACOBS ; BARCELONA ; VIBRANCY ; DEMAND ; TRAVEL |
| WOS研究方向 | Physical Geography |
| 语种 | 英语 |
| WOS记录号 | WOS:001508339800002 |
| 出版者 | SCIENCE PRESS |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/214631]  |
| 专题 | 区域可持续发展分析与模拟院重点实验室_外文论文 |
| 通讯作者 | Zhang, Wenzhong |
| 作者单位 | 1.Zhejiang Univ Technol, Sch Management, Hangzhou 310023, Peoples R China; 2.Zhejiang Univ Technol, China Acad Housing & Real Estate, Hangzhou 310023, Peoples R China; 3.Zhejiang Univ Technol, Sch Design & Architecture, Hangzhou 310023, Peoples R China; 4.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Reg Sustainable Dev Modeling, Beijing 100101, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhan, Dongsheng,Wang, Yufeng,Wu, Qianbo,et al. Nonlinear effects of the urban built environment on urban vitality: A case study of Hangzhou, China[J]. JOURNAL OF GEOGRAPHICAL SCIENCES,2025,35(6):1183-1203. |
| APA | Zhan, Dongsheng,Wang, Yufeng,Wu, Qianbo,&Zhang, Wenzhong.(2025).Nonlinear effects of the urban built environment on urban vitality: A case study of Hangzhou, China.JOURNAL OF GEOGRAPHICAL SCIENCES,35(6),1183-1203. |
| MLA | Zhan, Dongsheng,et al."Nonlinear effects of the urban built environment on urban vitality: A case study of Hangzhou, China".JOURNAL OF GEOGRAPHICAL SCIENCES 35.6(2025):1183-1203. |
入库方式： OAI收割
来源：地理科学与资源研究所
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