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 …

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 …

[HTML][HTML] Exploring spatiotemporal variation in hourly metro ridership at station level: the influence of built environment and topological structure

Z Shi, N Zhang, Y Liu, W Xu - Sustainability, 2018 - mdpi.com
Reliable and accurate estimates of metro demand can provide metro authorities with
insightful information for the planning of route alignment and station locations. Many existing …

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 …

Analysis of metro station ridership considering spatial heterogeneity

Z Gan, T Feng, M Yang, H Timmermans… - Chinese Geographical …, 2019 - Springer
This study aims to explore the role of spatial heterogeneity in ridership analysis and
examine the relationship between built environment, station attributes and urban rapid …

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 …

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 …

Developing a TOD typology for Beijing metro station areas

G Lyu, L Bertolini, K Pfeffer - Journal of Transport Geography, 2016 - Elsevier
Abstract Across the world, Transit Oriented Development (TOD) offers a strategy to integrate
land use and transport systems by clustering urban developments around public transport …

Does transit-oriented development affect metro ridership? Evidence from Taipei, Taiwan

JJ Lin, TY Shin - Transportation Research Record, 2008 - journals.sagepub.com
A study was done to confirm the advantages of transit-oriented development (TOD) in
increasing transit ridership and dispersing transit ridership distribution in a timely manner …

Time-varying and non-linear associations between metro ridership and the built environment

L Yang, B Yu, Y Liang, Y Lu, W Li - Tunnelling and Underground Space …, 2023 - Elsevier
The metro is the backbone of the transport system in many cities. Analyzing the built-
environment correlates of metro ridership is crucial for transit-oriented development (TOD) …