Using machine-learning models to understand nonlinear relationships between land use and travel

J Cao, T Tao - Transportation Research Part D: Transport and …, 2023 - Elsevier
The number of machine learning applications to explore the complex relationship between
land use and travel behavior has proliferated during the past several years. This discussion …

Mobility resilience: Transit-oriented development, ride-hailing, and car ownership

F Bian, S Qiao, AGO Yeh - Transportation Research Part D: Transport and …, 2023 - Elsevier
Transit-oriented development (TOD) is often seen as a way to reduce car dependence and
promote public transit ridership. However, the decrease in car dependence may lead to two …

Built environment's nonlinear effects on mode shares around BRT and rail stations

SS Abdollahpour, R Buehler, HTK Le, A Nasri… - … Research Part D …, 2024 - Elsevier
This study investigates nonlinear associations between built environment (BE) attributes and
commuting mode share within rail and bus rapid transit (BRT) catchment areas. Data from …

Nonlinear Hierarchical Effects of Housing Prices and Built Environment Based on Multiscale Life Circle—A Case Study of Chengdu

Y Song, S Zhang, W Deng - ISPRS International Journal of Geo …, 2023 - mdpi.com
Determining the optimal planning scale for urban life circles and analyzing the associated
built environment factors are crucial for comprehending and regulating residential …

Efficiency and equality of the multimodal travel between public transit and bike-sharing accounting for multiscale

Z Liu, C Fang, H Li, J Wu, L Zhou, M Werner - Sustainable Cities and …, 2024 - Elsevier
As a supplement to the existing public transit system, bike-sharing is considered an effective
solution to the “first mile” and “last mile” of travel. While many stakeholders believe that …

Non-linear effects of children's daily travel distance on their travel mode choice considering different destinations

Y Long, Y Ao, H Li, H Bahmani, M Li - Journal of Transport Geography, 2024 - Elsevier
The scientific layout of child-friendly facilities in the community is of great significance to
children's daily activities and healthy growth, which is also a vital concern of the United …

Exploring the contributions of Ebike ownership, transit access, and the built environment to car ownership in a developing city

S Sun, L Guo, S Yang, J Cao - Journal of Transport Geography, 2024 - Elsevier
While many studies examine the correlates of car ownership, only a few have quantified the
relative contributions of individuals' socio-economic characteristics, alternative …

How does the built environment affect the usage efficiency of dockless-shared bicycle? An exploration of time-varying nonlinear relationships

Y Zhang, X Hu, H Wang, S An - Journal of Transport Geography, 2024 - Elsevier
Abstract The imbalance in Dockless Bike Sharing (DBS) systems is a major concern for
planners, causing a significant drop in utilization efficiency. However, limited research …

Multiple reference points of commute time in commute satisfaction

F Wang, Y Zheng, C Cai, S Hao, W Wu - Transportation research part D …, 2024 - Elsevier
Commute time is an important determinant of commute satisfaction. However, commuters
may perceive the same length of commute differently and adopt different standards …

Why choose active travel over driving? Investigating the impact of the streetscape and land use on active travel in short journeys

H He, L Zhou, S Yang, L Guo - Journal of Transport Geography, 2024 - Elsevier
The increase in the share of motorization in short-distance trips is a significant contributor to
the decline in the share of active travel (AT) and will further pose a challenge to sustainable …