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Spatially varying impacts of built environment factors on rail transit ridership at station level: A case study in Guangzhou, China

Citations

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Cited by:

  1. Ren, Peng & Liu, Shuang & Qin, Beining & Chen, Yue & Xu, Qi & He, Peng, 2025. "A novel multimodal deep learning-based direct ridership model for planning-oriented demand prediction in urban rail transit networks," Journal of Transport Geography, Elsevier, vol. 129(C).
  2. Haochen Yang & Nana Cui & Haishan Xia, 2025. "The Evolution of the Interaction Between Urban Rail Transit and Land Use: A CiteSpace-Based Knowledge Mapping Approach," Land, MDPI, vol. 14(7), pages 1-29, July.
  3. Yi Peng & Xu Cui & Bingjie Yu & Runze Liu & Hong Li, 2025. "How 2D and 3D Built Environment Impact Urban Vitality: Evidence from Overhead-Level to Eye-Level Urban Form Metrics," Land, MDPI, vol. 14(5), pages 1-23, May.
  4. Wang, Fang & Li, Shaoying & Liu, Lin & Gao, Feng & Feng, Yanfen & Chen, Zilong, 2024. "A novel index for assessing the rural population hollowing at fine spatial resolutions based on Tencent social media big data: A case study in Guangdong Province, China," Land Use Policy, Elsevier, vol. 137(C).
  5. Yanan Gao & Xu Cui & Xiaozheng Sun, 2024. "Land Use Characteristics of Commuter Rail Station Areas and Their Impact on Station Ridership: A Case Study of Japan Railways in the Tokyo Metropolitan Area," Land, MDPI, vol. 13(12), pages 1-23, November.
  6. Pan, Huijun & Huang, Yu, 2024. "TOD typology and station area vibrancy: An interpretable machine learning approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 186(C).
  7. Yang, Xiong & Zhuge, Chengxiang & Shao, Chunfu & Huang, Yuantan & Hayse Chiwing G. Tang, Justin & Sun, Mingdong & Wang, Pinxi & Wang, Shiqi, 2022. "Characterizing mobility patterns of private electric vehicle users with trajectory data," Applied Energy, Elsevier, vol. 321(C).
  8. Yang Wang & Kangmin Wu & Jing Qin & Changjian Wang & Hong’ou Zhang, 2020. "Examining Spatial Heterogeneity Effects of Landscape and Environment on the Residential Location Choice of the Highly Educated Population in Guangzhou, China," Sustainability, MDPI, vol. 12(9), pages 1-20, May.
  9. Aibo Jin & Yunyu Ge & Shiyang Zhang, 2024. "Spatial Characteristics of Multidimensional Urban Vitality and Its Impact Mechanisms by the Built Environment," Land, MDPI, vol. 13(7), pages 1-22, July.
  10. Shao, Qifan & Zhang, Wenjia & Cao, Xinyu & Yang, Jiawen & Yin, Jie, 2020. "Threshold and moderating effects of land use on metro ridership in Shenzhen: Implications for TOD planning," Journal of Transport Geography, Elsevier, vol. 89(C).
  11. Liu, Xiang & Chen, Xiaohong & Tian, Mingshu & De Vos, Jonas, 2023. "Effects of buffer size on associations between the built environment and metro ridership: A machine learning-based sensitive analysis," Journal of Transport Geography, Elsevier, vol. 113(C).
  12. Lu Wang & Junling Zhou & Pohsun Wang & Chen Pan & Haibo Li, 2025. "RETRACTED ARTICLE: Green Gentrification and Urban Parks: Exploring the Complex Dynamics of Commercial Transformation," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(2), pages 6874-6906, June.
  13. Qingwen Xue & Lingzhi Cheng & Zhichao Li & Yingying Xing & Hongwei Wang & Hongwei Li & Yichuan Peng, 2025. "Unraveling Spatial–Temporal and Interactive Impact of Built Environment on Metro Ridership: A Case Study in Shanghai, China," Sustainability, MDPI, vol. 17(21), pages 1-20, October.
  14. Zhenbao Wang & Jiarui Song & Yuchen Zhang & Shihao Li & Jianlin Jia & Chengcheng Song, 2022. "Spatial Heterogeneity Analysis for Influencing Factors of Outbound Ridership of Subway Stations Considering the Optimal Scale Range of “7D” Built Environments," Sustainability, MDPI, vol. 14(23), pages 1-21, December.
  15. Su, Shiliang & Zhao, Chong & Zhou, Hao & Li, Bozhao & Kang, Mengjun, 2022. "Unraveling the relative contribution of TOD structural factors to metro ridership: A novel localized modeling approach with implications on spatial planning," Journal of Transport Geography, Elsevier, vol. 100(C).
  16. Gao, Kun & Yang, Ying & Gil, Jorge & Qu, Xiaobo, 2023. "Data-driven interpretation on interactive and nonlinear effects of the correlated built environment on shared mobility," Journal of Transport Geography, Elsevier, vol. 110(C).
  17. Gao, Fan & Han, Chunyang & Yang, Linchuan & Liang, Jian & He, Xuan & Li, Fan, 2024. "Analyzing spatiotemporal distribution patterns of metro ridership: Comparison between common-class and business-class carriage service," Journal of Transport Geography, Elsevier, vol. 115(C).
  18. Jamshidi, Mohammad Javad, 2024. "Polycentricity and TOD-ness synergy: A novel composite index for integrated development of employment centers and residential cores in transit-oriented neighborhoods," Journal of Transport Geography, Elsevier, vol. 120(C).
  19. Lixun Liu & Yujiang Wang & Robin Hickman, 2023. "How Rail Transit Makes a Difference in People’s Multimodal Travel Behaviours: An Analysis with the XGBoost Method," Land, MDPI, vol. 12(3), pages 1-23, March.
  20. Andersson, David Emanuel & Shyr, Oliver F. & Yang, Jimmy, 2021. "Neighbourhood effects on station-level transit use: Evidence from the Taipei metro," Journal of Transport Geography, Elsevier, vol. 94(C).
  21. Naheliya, Bharti & Redhu, Poonam & Kumar, Kranti, 2024. "MFOA-Bi-LSTM: An optimized bidirectional long short-term memory model for short-term traffic flow prediction," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 634(C).
  22. Gao, Fan & Yang, Linchuan & Han, Chunyang & Tang, Jinjun & Li, Zhitao, 2022. "A network-distance-based geographically weighted regression model to examine spatiotemporal effects of station-level built environments on metro ridership," Journal of Transport Geography, Elsevier, vol. 105(C).
  23. Li, Yigang & Yao, Enjian & Liu, Shasha & Yang, Yang, 2024. "Spatiotemporal influence of built environment on intercity commuting trips considering nonlinear effects," Journal of Transport Geography, Elsevier, vol. 114(C).
  24. Zhipeng Lai & Chengjing Chen & Jianguo Chen & Zhuo Wu & Fang Wang & Shaoying Li, 2022. "Multi-Scenario Simulation of Land-Use Change and Delineation of Urban Growth Boundaries in County Area: A Case Study of Xinxing County, Guangdong Province," Land, MDPI, vol. 11(9), pages 1-18, September.
  25. Yang Wang & Xiaoli Yue & Hong’ou Zhang & Yongxian Su & Jing Qin, 2021. "Relationship between Urban Floating Population Distribution and Livability Environment: Evidence from Guangzhou’s Urban District, China," Sustainability, MDPI, vol. 13(23), pages 1-15, December.
  26. Siyang Liu & Jian Rong & Chenjing Zhou & Yacong Gao & Lu Xing, 2025. "Temporal Heterogeneity in Land Use Effects on Urban Rail Transit Ridership—Case of Beijing, China," Land, MDPI, vol. 14(4), pages 1-21, March.
  27. Lanjing Wang & Chunli Zhao & Xiaofei Liu & Xumei Chen & Chaoyang Li & Tao Wang & Jiani Wu & Yi Zhang, 2021. "Non-Linear Effects of the Built Environment and Social Environment on Bus Use among Older Adults in China: An Application of the XGBoost Model," IJERPH, MDPI, vol. 18(18), pages 1-22, September.
  28. Chaojie Duan & Shuhong Ma & Chenguang Li, 2024. "Exploring the Impact of Built Environment on Elderly Metro Ridership at Station-to-Station Level," Sustainability, MDPI, vol. 16(23), pages 1-15, November.
  29. Hongxia Feng & Yaotong Chen & Jinyi Wu & Zhenqian Zhao & Yuanqing Wang & Zhuoting Wang, 2023. "Urban Rail Transit Station Type Identification Based on “Passenger Flow—Land Use—Job-Housing”," Sustainability, MDPI, vol. 15(20), pages 1-24, October.
  30. Gao, Feng & Chen, Xin & Liao, Shunyi & Chen, Wangyang & Feng, Lei & Wu, Jiemin & Zhou, Qingya & Zheng, Yuming & Li, Guanyao & Li, Shaoying, 2024. "Crafting a jogging-friendly city: Harnessing big data to evaluate the runnability of urban streets," Journal of Transport Geography, Elsevier, vol. 121(C).
  31. Caigang, Zhuang & Shaoying, Li & Zhangzhi, Tan & Feng, Gao & Zhifeng, Wu, 2022. "Nonlinear and threshold effects of traffic condition and built environment on dockless bike sharing at street level," Journal of Transport Geography, Elsevier, vol. 102(C).
  32. Wang, Zhiqi & Zhang, Yufeng & Jia, Bin & Gao, Ziyou, 2024. "Comparative Analysis of Usage Patterns and Underlying Determinants for Ride-hailing and Traditional Taxi Services: A Chicago Case Study," Transportation Research Part A: Policy and Practice, Elsevier, vol. 179(C).
  33. Luo, Yun & Li, Bozhao & Zhang, Hui & Kang, Mengjun & Su, Shiliang, 2025. "Unlocking the nonlinear TOD-metro ridership relationship: A novel machine learning approach embedding spatiotemporal heterogeneity," Journal of Transport Geography, Elsevier, vol. 126(C).
  34. Cui, Mengying & Yu, Lijie & Nie, Shaoyu & Dai, Zhe & Ge, Ying-en & Levinson, David, 2025. "How do access and spatial dependency shape metro passenger flows," Journal of Transport Geography, Elsevier, vol. 123(C).
  35. Ying Zhao & Jie Wei & Haijun Li & Yan Huang, 2024. "Predicting Station-Level Peak Hour Ridership of Metro Considering the Peak Deviation Coefficient," Sustainability, MDPI, vol. 16(3), pages 1-16, February.
  36. Rong, Wuyue & Zhang, Zekun & Liu, Yang & Yang, Ying & Qu, Xiaobo, 2025. "Spatiotemporal heterogeneity exploration in the effects of TOD structural characteristics on metro ridership: Evidence from Shanghai," Journal of Transport Geography, Elsevier, vol. 128(C).
  37. Yan, Congxiao & Gao, Yueer & Liang, Xingyu & Chen, Xianlong & Qin, Zhengtao & Yuan, Quan, 2025. "Does location of entrance/exit matter? Reexamining built environment factors of commuter ridership using high-quality LBS data," Transport Policy, Elsevier, vol. 173(C).
  38. Zhenbao Wang & Shihao Li & Yushuo Zhang & Xiao Wang & Shuyue Liu & Dong Liu, 2024. "Built Environment Renewal Strategies Aimed at Improving Metro Station Vitality via the Interpretable Machine Learning Method: A Case Study of Beijing," Sustainability, MDPI, vol. 16(3), pages 1-25, January.
  39. Putri, Devina Widya & Lee, Sugie, 2025. "Urban environmental factors influencing commuter line ridership in the Jakarta Metropolitan Area, Indonesia," Journal of Transport Geography, Elsevier, vol. 128(C).
  40. Du, Qiang & Zhou, Yuqing & Huang, Youdan & Wang, Yalei & Bai, Libiao, 2022. "Spatiotemporal exploration of the non-linear impacts of accessibility on metro ridership," Journal of Transport Geography, Elsevier, vol. 102(C).
  41. Xiang Li & Qipeng Yan & Yafeng Ma & Chen Luo, 2023. "Spatially Varying Impacts of Built Environment on Transfer Ridership of Metro and Bus Systems," Sustainability, MDPI, vol. 15(10), pages 1-24, May.
  42. Hasan, Nurul & Nirmale, Sangram Krishna & Deepa, L. & Pinjari, Abdul Rawoof, 2025. "Modelling metro rail ridership at the station- and route-level: an application to analysis of metro ridership in Bengaluru, India," Transportation Research Part A: Policy and Practice, Elsevier, vol. 200(C).
  43. Li, Shaoying & Zhuang, Caigang & Tan, Zhangzhi & Gao, Feng & Lai, Zhipeng & Wu, Zhifeng, 2021. "Inferring the trip purposes and uncovering spatio-temporal activity patterns from dockless shared bike dataset in Shenzhen, China," Journal of Transport Geography, Elsevier, vol. 91(C).
  44. Wang, Jing & Wan, Feng & Dong, Chunjiao & Yin, Chaoying & Chen, Xiaoyu, 2023. "Spatiotemporal effects of built environment factors on varying rail transit station ridership patterns," Journal of Transport Geography, Elsevier, vol. 109(C).
  45. Lei, Jiayou & He, Min & Shi, Zhuangbin & He, Mingwei & Liu, Yang & Qian, Qian & Qian, Huimin, 2024. "How does the built environment affect intermodal transit demand across different spatiotemporal contexts?," Journal of Transport Geography, Elsevier, vol. 121(C).
  46. Duo Wang & Hong Chen & Chenguang Li & Enze Liu, 2023. "Exploring the Relationship between Land Use and Congestion Source in Xi’an: A Multisource Data Analysis Approach," Sustainability, MDPI, vol. 15(12), pages 1-15, June.
  47. Wang, Qvshun & Ma, Zhuanglin & Yang, Xing & Chien, Steven I-Jy & Zhang, Shengrui & Yin, Yifan, 2025. "Exploring spatiotemporal dynamic of metro ridership and the influence of built environment factors at the station level: A case study of Nanjing, China," Journal of Transport Geography, Elsevier, vol. 129(C).
  48. Zhenjun Zhu & Jun Zeng & Xiaolin Gong & Yudong He & Shucheng Qiu, 2021. "Analyzing Influencing Factors of Transfer Passenger Flow of Urban Rail Transit: A New Approach Based on Nested Logit Model Considering Transfer Choices," IJERPH, MDPI, vol. 18(16), pages 1-14, August.
  49. Liang, Yuan & Wang, Donggen & Zhou, Xingang & Hao, Jingjing & Guo, Yi, 2025. "Assessing the impact of network and station accessibility on station-level rail transit ridership during peak and off-peak hours," Transportation Research Part A: Policy and Practice, Elsevier, vol. 199(C).
  50. Lei Pang & Yuxiao Jiang & Jingjing Wang & Ning Qiu & Xiang Xu & Lijian Ren & Xinyu Han, 2023. "Research of Metro Stations with Varying Patterns of Ridership and Their Relationship with Built Environment, on the Example of Tianjin, China," Sustainability, MDPI, vol. 15(12), pages 1-18, June.
  51. Ma, Xinwei & Kou, Sijin & Ji, Yanjie & Zhu, Minqing & Cui, Hongjun, 2025. "Unveiling gender disparities in metro usage using gender-inclusive smart card data: Evidence from Nanjing, China," Journal of Transport Geography, Elsevier, vol. 128(C).
  52. Cui, Xuezhu & Zhuang, Caigang & Jiao, Zhenzhi & Tan, Zhangzhi & Li, Shaoying, 2023. "How can urban built environment (BE) influence on-road (OR) carbon emissions? A road segment scale quantification based on massive vehicle trajectory big data," Journal of Transport Geography, Elsevier, vol. 111(C).
  53. Lijie Yu & Mengying Cui & Shian Dai, 2023. "Deviation of peak hours for metro stations based on least square support vector machine," PLOS ONE, Public Library of Science, vol. 18(9), pages 1-18, September.
  54. Zhang, Zhaolin & Zhai, Guocong & Xie, Kun & Xiao, Feng, 2022. "Exploring the nonlinear effects of ridesharing on public transit usage: A case study of San Diego," Journal of Transport Geography, Elsevier, vol. 104(C).
  55. Zhang, Yuan & Chen, Xiao-Jian & Gao, Song & Gong, Yongxi & Liu, Yu, 2024. "Integrating smart card records and dockless bike-sharing data to understand the effect of the built environment on cycling as a feeder mode for metro trips," Journal of Transport Geography, Elsevier, vol. 121(C).
  56. Rao, Fujie & Pafka, Elek, 2021. "Shopping morphologies of urban transit station areas: A comparative study of central city station catchments in Toronto, San Francisco, and Melbourne," Journal of Transport Geography, Elsevier, vol. 96(C).
  57. Zhang, Xiaohu, 2021. "Beyond expected regularity of aggregate urban mobility: A case study of ridesourcing service," Journal of Transport Geography, Elsevier, vol. 95(C).
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