Threshold and moderating effects of land use on metro ridership in Shenzhen: Implications for TOD planning

Q Shao, W Zhang, X Cao, J Yang, J Yin - Journal of Transport Geography, 2020 - Elsevier
Although many studies investigate the association between land use and station ridership,
few examine their nonlinear and moderating relationships. Using metro smartcard data in …

How does the station-area built environment influence Metrorail ridership? Using gradient boosting decision trees to identify non-linear thresholds

C Ding, X Cao, C Liu - Journal of Transport Geography, 2019 - Elsevier
To inform the station-area planning, previous studies use direct ridership models to examine
the relationship between the built environment around stations and transit ridership. Based …

Unraveling the relative contribution of TOD structural factors to metro ridership: A novel localized modeling approach with implications on spatial planning

S Su, C Zhao, H Zhou, B Li, M Kang - Journal of Transport Geography, 2022 - Elsevier
TOD (transit-oriented development) has gradually earned the reputation as a promising
spatial planning strategy to encourage public transit usage. Many cities across the world …

Examining the relationship between built environment and metro ridership at station-to-station level

Z Gan, M Yang, T Feng, HJP Timmermans - Transportation Research Part …, 2020 - Elsevier
Very few studies have examined the impact of built environment on urban rail transit
ridership at the station-to-station (origin-destination) level. Moreover, most direct ridership …

Nonlinear effects of the built environment on metro-integrated ridesourcing usage

T Jin, L Cheng, X Zhang, J Cao, X Qian… - … Research Part D …, 2022 - Elsevier
Although ridesourcing has served as an emerging feeder mode to the metro system to solve
the first/last-mile issue, research on metro-integrated ridesourcing usage is rather limited …

Deciphering the influence of TOD on metro ridership: An integrated approach of extended node-place model and interpretable machine learning with planning …

S Su, Z Wang, B Li, M Kang - Journal of Transport Geography, 2022 - Elsevier
Many global high-density cities have embraced transit-oriented development (TOD)
strategies around metro stations in a strong push toward promoting transit trips. However …

Understanding the impact of built environment on metro ridership using open source in Shanghai

D An, X Tong, K Liu, EHW Chan - Cities, 2019 - Elsevier
A growing body of research using the direct demand model has explored the impact of the
built environment on transit ridership. However, empirical studies identified various …

What determines rail transit passenger volume? Implications for transit oriented development planning

H Pan, J Li, Q Shen, C Shi - Transportation Research Part D: Transport and …, 2017 - Elsevier
Transit oriented development (TOD) has been an important topic for urban transportation
planning research and practice. This paper is aimed at empirically examining the effect of …

What influences Metro station ridership in China? Insights from Nanjing

J Zhao, W Deng, Y Song, Y Zhu - Cities, 2013 - Elsevier
China is undertaking one of the most ambitious rail expansions in the world. This paper
investigated the impacts of factors on ridership within Metro stations' pedestrian catchment …

A network-distance-based geographically weighted regression model to examine spatiotemporal effects of station-level built environments on metro ridership

F Gao, L Yang, C Han, J Tang, Z Li - Journal of Transport Geography, 2022 - Elsevier
Understanding the relationships between built environment features and metro ridership is
crucial to transit-oriented development (TOD). This study proposes a geographically …