Spend more but get less: unravelling the causes of bus ridership decline using a data-driven machine learning approach DOI
Yuliang Zhang, Chengcheng Yu, Chao Yang

et al.

Transportmetrica B Transport Dynamics, Journal Year: 2024, Volume and Issue: 13(1)

Published: Dec. 11, 2024

Bus ridership experiences a critical decline. However, the complex causal interactions that impact haven't been well understood. To address this gap, we propose data-driven machine-learning framework employing empirical panel data from 197 cities in China before COVID-19, which allows us to explore heterogeneous effects on and its relevant factors, rather than just focusing correlation relationships. Our results indicate potential gains bus may be cancelled by negative effect of increasing income, operation urban rail transit, ride-hailing, bike-sharing services. The counterfactual inference further reveal diminishing marginal utility improving services regaining decline due inevitable growth income private car ownership. Based analysis, policy matrix suggests combinations for different situations.

Language: Английский

The Spatial Accessibility of High-Capacity Public Transport Networks—The Premise of Sustainable Development DOI Open Access
Vasile Dragu, Aura Ruscă, Mircea Roșca

et al.

Sustainability, Journal Year: 2025, Volume and Issue: 17(1), P. 343 - 343

Published: Jan. 5, 2025

At the present time, increase in level of motorization has led to levels congestion that are difficult for inhabitants large cities bear, with negative implications on quality life. Solving problem can no longer be achieved just by expanding and developing networks; other solutions must found fit requirements sustainable development society. One is becoming more promoted today increasing degree use high-capacity public transport networks. For this, network serve a surface as possible territory, operating conditions deal requests varied structure different intensities short time intervals. The paper aims review several models topological accessibility networks analyze how Bucharest metro serves after last extension carried out 2020. It noted only 56% city’s currently covered network, while city continuous territorial expansion. Through case study presented paper, some points interest residents who also determined. end, there formulated conclusions regarding coverage proposals further developments, so services offered benefit many Bucharest’s possible.

Language: Английский

Citations

3

TripChain2RecDeepSurv: A novel framework to predict transit users’ lifecycle behavior status transitions for user management DOI
Chengcheng Yu,

Haocheng Lin,

Wentao Dong

et al.

Transportation Research Part C Emerging Technologies, Journal Year: 2024, Volume and Issue: 167, P. 104818 - 104818

Published: Aug. 23, 2024

Language: Английский

Citations

5

Unraveling the network effects in station ridership growth patterns under metro network expansion DOI Creative Commons
Fangyi Ding, Yan Tang,

Yamin Wang

et al.

Journal of Transport Geography, Journal Year: 2025, Volume and Issue: 125, P. 104205 - 104205

Published: March 26, 2025

Language: Английский

Citations

0

Why they are experiencing long-time commuting: A gendered analysis across occupational, family, and spatial dimensions DOI

Nixuan Ye,

Chao Yang, Chengcheng Yu

et al.

Journal of Transport Geography, Journal Year: 2025, Volume and Issue: 123, P. 104133 - 104133

Published: Feb. 1, 2025

Language: Английский

Citations

0

Evaluating multimodal travel choices through MGWR: insights from the Ankara-Istanbul corridor DOI
İsmail Adalıoğlu, Murat Ergün

Travel Behaviour and Society, Journal Year: 2025, Volume and Issue: 40, P. 101045 - 101045

Published: April 28, 2025

Language: Английский

Citations

0

Demographic and Built Environment Predictors of Public Transportation Retention and Work-from-Home Changes in Small- to Medium-Sized Massachusetts Cities, 2011–2021 DOI Open Access
Rebecca Marie Shakespeare,

Sumeeta Srinivasan

Sustainability, Journal Year: 2024, Volume and Issue: 16(19), P. 8620 - 8620

Published: Oct. 4, 2024

Transportation uses substantial energy and is a significant household expense in the United States; public transportation working from home present opportunities to reduce use increase affordability. However, during COVID-19, systems reduced service, nationwide, has been declining. Focusing on six small-to-medium-sized “Gateway Cities” Massachusetts—more affordable cities with lower-than-state-average median income education—that have regional transit are within Boston’s commuter rail area, we analyzed changes ridership work home. We estimated linear hierarchical regression models understand association between demographics built environment lower emission modes 2011 2021. used GIS visualize distribution of over time space. found that block groups our sample retained users study period saw increases Across all cities, was more likely higher accessibility jobs frequent those jobs; work-from-home percentage Hispanic residents rent burden. most either an or home, suggesting spatially segmented groups.

Language: Английский

Citations

2

Improving the Door-To-Door Customer Journey for a National Public Transport Company DOI Open Access

Fintan Kennedy,

P.J. White,

Hilary Dempsey

et al.

Sustainability, Journal Year: 2024, Volume and Issue: 16(20), P. 8741 - 8741

Published: Oct. 10, 2024

(1) Background: Public transport has a vital role to play in creating sustainable, accessible societies. Accessible and inclusive, door-to-door public systems with low barriers use benefit everyone, increasing the mobility of citizens improving independence. As industry strives towards multi-modal Mobility as Service (MaaS) concepts, there is need delve deep into needs perceptions user’s journeys find ways improve. Accordingly, order increase sustainability MaaS, accessibility understanding service user are utmost importance. However, scarcity research within national services determine unmet autonomy journeys. This aims investigate if it possible improve journey experience for travellers, perception via technology, by doing so, providing more sustainable alternative road transport. It focuses on users Ireland’s National Rail service, Irish Rail, create key improvements interactive systems. (2) Methods: The study applies user-centred mixed-methods methodology using surveys (N = 316) co-design workshops (four N 15). collected insights mindsets users, showing potential this door-to-the-door customer journey. Key were outlined. Experience maps designed, leading Conceptual Design travel assistant aid throughout (3) Results: Travellers’ sense freedom they can be improved, mainly their across complete supported. Highlighted areas action include information, accessibility, personal security, ticketing, comfort, facilities, anxiety. (4) Conclusions: reiterates MaaS providers prioritise users’ perspectives when developing services. Co-designing recommended means achieving this.

Language: Английский

Citations

1

Eco-friendly integration of shared autonomous mobility on demand and public transit based on multi-source data DOI
Xinghua Liu, Xuan Shao, Ye Li

et al.

Information Fusion, Journal Year: 2024, Volume and Issue: 115, P. 102771 - 102771

Published: Nov. 1, 2024

Language: Английский

Citations

1

A Multi-Level Analysis of Bus Ridership in Buffalo, New York DOI Creative Commons
Chihuangji Wang, Jiyoung Park

ISPRS International Journal of Geo-Information, Journal Year: 2024, Volume and Issue: 13(12), P. 443 - 443

Published: Dec. 8, 2024

It is essential to understand how the built environment affects transit ridership prioritize public and make it more appealing, particularly in mid-sized cities on Rust Belt due experience of population decrease urban sprawl U.S. Although many studies have looked at factors that influence ridership, there still a need for methodological design considers both route characteristics bus ridership. This study examined daily 3794 stops across 57 routes Buffalo area New York State used random coefficients models account different levels (bus stop level, transportation analysis zone (TAZ) level). The found frequency centrality were positively correlated with while total had negative effect. By controlling impact routes, showed multi-level using was effective than traditional OLS spatial lag quantifying TAZs. These findings provide local policy implications design, operation, resource allocation.

Language: Английский

Citations

1

Influence of e-bikeshare on transit ridership in a medium-sized Chinese city DOI
Jingxu Chen, Xize Liu, Xuewu Chen

et al.

Transportation Research Part D Transport and Environment, Journal Year: 2024, Volume and Issue: 139, P. 104564 - 104564

Published: Dec. 20, 2024

Language: Английский

Citations

1