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Integrating multilayer transport networks into location-based accessibility modelling for urban land use analysis

Bibliographic Data

ID17832606
AuthorsYanyan Gu (0000-0001-8765-1639, Ningbo University of Technology), Mingxuan Dou (0000-0001-6459-1661, Wuhan University, corresponding author)
Year2026
Publication date2026-04-17
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueHumanities and Social Sciences Communications (JOURNAL)
Journal identifiersISSN: 2662-9992 • E-ISSN: 2662-9992
PublisherPalgrave Macmillan (PUBLISHER • GB)
DOI10.1057/s41599-026-07301-0
OpenAlexW7154696843
LanguageEN
References cited41

The accessibility of transport networks is a fundamental concept for understanding the intricate relationship between urban land use patterns and public transport systems. Previous studies have largely assessed accessibility within single transport modes, with limited attention to the integrated functioning of multimodal systems. To address this problem, this study proposed a method for calculating the enhanced location-based accessibility of urban grids using a multilayer network model. We constructed a multiscale geographically weighted regression (MGWR) model to evaluate the spatial heterogeneity of land use patterns. The model leveraged the multilayer network accessibility of 7826 urban grids in Shanghai, incorporating land use derived from six types of points of interest (POIs). Results demonstrated that accessibility was substantially higher and more consistent within the inner ring road, reflecting dense service integration and concentrated land use intensity, whereas peripheral zones exhibited pronounced disparities and fragmented connectivity. MGWR coefficients further delineated distinct spatial influence zones across urban functions, offering a scale-sensitive lens to diagnose mismatches between transport provision and land use demand. The findings highlighted that evaluating land use through the improved location-based accessibility of urban grids provides valuable insights into the sustainable development between urban form and transportation planning

Grid · Land use · Land-use planning · Public transport · Ring road · Transport Network · Urban planning · Human Mobility and Location-Based Analysis · Urban Design and Spatial Analysis · Urban Transport and Accessibility

  • Measurements of POI-based mixed use and their relationships with neighbourhood vibrancy

    Open Access•Yang Yue, Yan Zhuang et al.•International Journal of…•2017

  • Accessibility

    Open Access•Michael Batty•Environment and Planning B…•2009

  • MGWR

    Open Access•Taylor M Oshan, Taylor Oshan et al.•ISPRS International Journal of…•2019

  • Detecting the dynamics of urban structure through spatial network analysis

    Chen Zhong, Stefan Müller Arisona et al.•International Journal of…•2014

  • Gephi

    Open Access•Mathieu Bastian, Sébastien Heymann et al.•Proceedings of the International…•2009

  • Counterfactual mobility network embedding reveals prevalent accessibility gaps in U.S. cities

    Open Access•Yunke Zhang, Fengli Xu et al.•Humanities and Social Sciences…•2024

  • Supply risk propagation in international trade networks of the tungsten industry chain

    Open Access•Xinxin Zheng, Huajiao Li et al.•Humanities and Social Sciences…•2025

  • Urban Green Accessibility Index

    Open Access•Kee Moon Jang, Jaeman Kim et al.•ISPRS International Journal of…•2020

  • The influence of the impedance function on gravity-based pedestrian accessibility measures

    Open Access•David Vale, David S Vale et al.•Environment and Planning B Urban…•2017

  • Multimodal urban mobility and multilayer transport networks

    Open Access•Laura Alessandretti, Luis Guillermo Natera Orozco et al.•Environment and Planning B Urban…•2023

  • Evaluating the urban land use plan with transit accessibility

    Open Access•Wangtu Xu, Linchuan Yang•Sustainable Cities and Society•2019

  • Transport Accessibility of Urban Districts in Megapolis

    Open Access•Т А Петрова, Andrey Grunin•Urban Science•2024

  • Addressing spatial heterogeneity and Maup in urban transport geography

    Open Access•Carlos David Pedrosa Pinheiro, Carlos Eduardo Pinheiro et al.•Journal of Transport Geography•2024

  • Integrating network science and public transport accessibility analysis for comparative assessment

    Open Access•Ding Luo, Oded Cats et al.•Journal of Transport Geography•2019

  • Advance transit oriented development typology

    Open Access•Md Kamruzzaman, Douglas Baker et al.•Journal of Transport Geography•2013

  • Measuring accessibility

    Open Access•Antonio Páez, Darren M Scott et al.•Journal of Transport Geography•2012

  • Network geometry and the urban railway system

    Open Access•Gabriel Dupuy•Journal of Transport Geography•2013

  • Understanding interurban networks from a multiplexity perspective

    Open Access•Xiaoqian Hu, Chao Wang et al.•Cities•2020

  • Accessibility and Land Use

    Kiril Stanilov•Regional Studies•2003

  • Multiscale Geographically Weighted Regression (MGWR)

    A Stewart Fotheringham, Wenbai Yang et al.•Annals of the American…•2017

  • Measuring Accessibility

    Open Access•L Handy, Susan Handy et al.•Environment and Planning A…•1997

  • A Bayesian Implementation of the Multiscale Geographically Weighted Regression Model with Inla

    Zhihua Ma, Zhelin Huang•Annals of the American…•2023

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Highly citedNo

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