The ridership performance of the built environment for BRT systems: Evidence from Latin America

CE Vergel-Tovar, DA Rodriguez - Journal of transport geography, 2018 - Elsevier
Despite the increasing popularity of BRT worldwide, there is a lack of empirical evidence
regarding the built environment characteristics that determine BRT ridership. We examine …

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 …

Nonlinear and synergistic effects of TOD on urban vibrancy: Applying local explanations for gradient boosting decision tree

L Xiao, S Lo, J Liu, J Zhou, Q Li - Sustainable Cities and Society, 2021 - Elsevier
Urban vibrancy can facilitate human activities and social interactions, attract capital and
talent, enhance competitiveness and creativity, maintain resilience, and finally achieve a …

Metro systems and urban development: Impacts and implications

D Lin, W Broere, J Cui - Tunnelling and underground space technology, 2022 - Elsevier
Many cities in the world have developed metro systems. Metro systems affect urban
development in many ways, such as enhancing labour force mobility, increasing urban …

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 …

A geographically and temporally weighted regression model to explore the spatiotemporal influence of built environment on transit ridership

X Ma, J Zhang, C Ding, Y Wang - Computers, Environment and Urban …, 2018 - Elsevier
Understanding the influence of the built environment on transit ridership can provide transit
authorities with insightful information for operation management and policy making, and …

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

S Li, D Lyu, G Huang, X Zhang, F Gao, Y Chen… - Journal of Transport …, 2020 - Elsevier
Understanding the relationship between the rail transit ridership and the built environment is
crucial to promoting transit-oriented development and sustainable urban growth …

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 …

Parallel architecture of convolutional bi-directional LSTM neural networks for network-wide metro ridership prediction

X Ma, J Zhang, B Du, C Ding… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Accurate metro ridership prediction can guide passengers in efficiently selecting their
departure time and transferring from station to station. An increasing number of deep …

Spatiotemporal exploration of the non-linear impacts of accessibility on metro ridership

Q Du, Y Zhou, Y Huang, Y Wang, L Bai - Journal of Transport Geography, 2022 - Elsevier
Identifying the determinants of metro ridership is essential for metro planning and passenger
flow management. However, few studies to date have empirically examined how …