Understanding the Spatial Variation of Integrated Use of Ride-Hailing Services With the Metro

This study aims to explore the spatial heterogeneity of influential factors of integrated use of ride-hailing service with the metro. Using the operation data of ride-hailing services in Chengdu, China, first, an identification method of integrated ride-hailing trips is proposed. Then, the ordinary...

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Main Authors: Mingyang Du, Zhicheng Li, Xuefeng Li, Jiacong Xu, Dong Liu, Mei-Po Kwan
Format: Article
Language:English
Published: Wiley 2024-01-01
Series:Journal of Advanced Transportation
Online Access:http://dx.doi.org/10.1155/atr/9210901
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author Mingyang Du
Zhicheng Li
Xuefeng Li
Jiacong Xu
Dong Liu
Mei-Po Kwan
author_facet Mingyang Du
Zhicheng Li
Xuefeng Li
Jiacong Xu
Dong Liu
Mei-Po Kwan
author_sort Mingyang Du
collection DOAJ
description This study aims to explore the spatial heterogeneity of influential factors of integrated use of ride-hailing service with the metro. Using the operation data of ride-hailing services in Chengdu, China, first, an identification method of integrated ride-hailing trips is proposed. Then, the ordinary least squares (OLS) and geographically weighted regression (GWR) models are established to discern the factors that affect access-integrated ride-hailing use and egress-integrated ride-hailing use on weekdays and weekends. The model results demonstrate that the fitting effect of GWR models is superior to that of OLS models, and the coefficient estimates of each explanatory variable vary across regions. Accommodation facilities promote the access-integrated trips in the eastern area, and this positive impact for egress-integrated trips extends to the northeastern area. Tourist attractions have a positive impact on the integrated trips in the central and western regions, while they have a negative impact in the northwest and southeast regions. The research results can provide the theoretical support for the seamless connection and coordinated development of these two services.
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institution Kabale University
issn 2042-3195
language English
publishDate 2024-01-01
publisher Wiley
record_format Article
series Journal of Advanced Transportation
spelling doaj-art-6f90f3f34a504364b170effef4573adf2025-01-10T00:00:02ZengWileyJournal of Advanced Transportation2042-31952024-01-01202410.1155/atr/9210901Understanding the Spatial Variation of Integrated Use of Ride-Hailing Services With the MetroMingyang Du0Zhicheng Li1Xuefeng Li2Jiacong Xu3Dong Liu4Mei-Po Kwan5College of Automobile and Traffic EngineeringCollege of Automobile and Traffic EngineeringCollege of Automobile and Traffic EngineeringCollege of Automobile and Traffic EngineeringInstitute of Future CitiesInstitute of Space and Earth Information ScienceThis study aims to explore the spatial heterogeneity of influential factors of integrated use of ride-hailing service with the metro. Using the operation data of ride-hailing services in Chengdu, China, first, an identification method of integrated ride-hailing trips is proposed. Then, the ordinary least squares (OLS) and geographically weighted regression (GWR) models are established to discern the factors that affect access-integrated ride-hailing use and egress-integrated ride-hailing use on weekdays and weekends. The model results demonstrate that the fitting effect of GWR models is superior to that of OLS models, and the coefficient estimates of each explanatory variable vary across regions. Accommodation facilities promote the access-integrated trips in the eastern area, and this positive impact for egress-integrated trips extends to the northeastern area. Tourist attractions have a positive impact on the integrated trips in the central and western regions, while they have a negative impact in the northwest and southeast regions. The research results can provide the theoretical support for the seamless connection and coordinated development of these two services.http://dx.doi.org/10.1155/atr/9210901
spellingShingle Mingyang Du
Zhicheng Li
Xuefeng Li
Jiacong Xu
Dong Liu
Mei-Po Kwan
Understanding the Spatial Variation of Integrated Use of Ride-Hailing Services With the Metro
Journal of Advanced Transportation
title Understanding the Spatial Variation of Integrated Use of Ride-Hailing Services With the Metro
title_full Understanding the Spatial Variation of Integrated Use of Ride-Hailing Services With the Metro
title_fullStr Understanding the Spatial Variation of Integrated Use of Ride-Hailing Services With the Metro
title_full_unstemmed Understanding the Spatial Variation of Integrated Use of Ride-Hailing Services With the Metro
title_short Understanding the Spatial Variation of Integrated Use of Ride-Hailing Services With the Metro
title_sort understanding the spatial variation of integrated use of ride hailing services with the metro
url http://dx.doi.org/10.1155/atr/9210901
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