Exploring nonlinear and collective influences of regional and local built environment characteristics on travel distances by mode
The authors examined the nonlinear associations of the built environment with travel distances by driving, transit, and active travel and compared the relative contributions of local and regional built environment characteristics through applying gradient boosting decision trees to regional travel survey data in the Twin Cities, US. They identified the common thresholds of built environment characteristics associated with the three travel distances and inform planners of the efficient allocation of limited resources to planning efforts at different scales. They found prevalent threshold associations between built environment characteristics and travel distances. The thresholds suggest the common ranges of built environment characteristics that optimize the reduction of driving and the promotion of transit and active travel. For example, job accessibility should be larger than 800 thousand jobs within 20-min of driving and distance to downtown Minneapolis should be within 10 miles. The results also showed that regional characteristics collectively have a stronger influence on all three distances than local characteristics. The findings on transit and active travel differ from the common understanding in the literature. This study suggests that planners should pay more attention to metropolitan-scale planning and deploy programs that enhance regional accessibility.
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Availability:
- Find a library where document is available. Order URL: http://worldcat.org/issn/09666923
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Supplemental Notes:
- © 2023 The Authors. Published by Elsevier Ltd. Abstract reprinted with permission of Elsevier.
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Authors:
- Tao, Tao
- Cao, Jason
- Publication Date: 2023-5
Language
- English
Media Info
- Media Type: Web
- Features: Figures; References; Tables;
- Pagination: 103599
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Serial:
- Journal of Transport Geography
- Volume: 109
- Issue Number: 0
- Publisher: Elsevier
- ISSN: 0966-6923
- Serial URL: http://www.elsevier.com/locate/jtrangeo
Subject/Index Terms
- TRT Terms: Built environment; Local transportation; Regional transportation; Trip length
- Geographic Terms: Twin Cities Metropolitan Area (Minnesota)
- Subject Areas: Data and Information Technology; Highways; Pedestrians and Bicyclists; Planning and Forecasting; Public Transportation; Safety and Human Factors;
Filing Info
- Accession Number: 01883628
- Record Type: Publication
- Files: TRIS
- Created Date: May 25 2023 5:41PM