How do commuters choose? An anonymous multimodal data approach to subway feeder mode competition
文献类型：期刊论文
| 作者 | Zhao, Lu4; Zou, Linmu4; Huang, Jie2,3; Zhao, Wenfei4; Wang, Zijia1,4; Chen, Feng4 |
| 刊名 | TRANSPORTMETRICA B-TRANSPORT DYNAMICS
 |
| 出版日期 | 2026-12-31 |
| 卷号 | 14期号:1页码:2655238 |
| 关键词 | Emerging mobility feeder mode choices subway systems commuting patterns big data |
| ISSN号 | 2168-0566 |
| DOI | 10.1080/21680566.2026.2655238 |
| 产权排序 | 2 |
| 文献子类 | Article |
| 英文摘要 | Efficient integration of subway networks with emerging feeder modes is essential for improving urban accessibility and sustainability. This study explores the growing role of bike sharing as a flexible and eco-friendly first- and last-mile solution, competing with traditional bus connections. We propose a framework that combines machine learning with interpretable analysis to model subway feeder mode choice. By examining factors such as travel attributes, land use, demographics, and station centrality, the framework provides insights into user preferences from spatial and temporal perspectives. Our findings indicate that the built environment and demographic factors around commuters' residences or workplaces have a stronger impact on mode choice than the proximity to subway stations. Housing prices, residential density, and business density notably influence mode selection, with bike sharing particularly favored in urban centers. These insights offer guidance for urban planners seeking to optimize multimodal transport systems and promote sustainable mobility. |
| URL标识 | 查看原文 |
| WOS关键词 | BICYCLE-METRO INTEGRATION ; PUBLIC TRANSPORT ; BUILT ENVIRONMENT ; TRANSIT ; GENDER ; ACCESS ; AGE |
| WOS研究方向 | Transportation |
| 语种 | 英语 |
| WOS记录号 | WOS:001734715800001 |
| 出版者 | TAYLOR & FRANCIS LTD |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/221461]  |
| 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 | Wang, Zijia |
| 作者单位 | 1.3 Shangyuancun, Beijing 100044, Peoples R China 2.Univ Chinese Acad Sci, Coll Resources & Environm, Beijing, Peoples R China; 3.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Reg Sustainable Dev Modeling, Beijing, Peoples R China; 4.Beijing Jiaotong Univ, Sch Civil Engn, Beijing, Peoples R China; |
| 推荐引用方式 GB/T 7714 | Zhao, Lu,Zou, Linmu,Huang, Jie,et al. How do commuters choose? An anonymous multimodal data approach to subway feeder mode competition[J]. TRANSPORTMETRICA B-TRANSPORT DYNAMICS,2026,14(1):2655238. |
| APA | Zhao, Lu,Zou, Linmu,Huang, Jie,Zhao, Wenfei,Wang, Zijia,&Chen, Feng.(2026).How do commuters choose? An anonymous multimodal data approach to subway feeder mode competition.TRANSPORTMETRICA B-TRANSPORT DYNAMICS,14(1),2655238. |
| MLA | Zhao, Lu,et al."How do commuters choose? An anonymous multimodal data approach to subway feeder mode competition".TRANSPORTMETRICA B-TRANSPORT DYNAMICS 14.1(2026):2655238. |
入库方式： OAI收割
来源：地理科学与资源研究所
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