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Predicting the network shift of large urban agglomerations in China using the deep-learning gravity model

A perspective of population migration

Bibliographic Data

ID11453856
AuthorsXinyue Gu (0000-0002-8166-6618, Hong Kong Polytechnic University), Xingyu Tang (0000-0001-5169-4557, Changchun Institute of Optics, Fine Mechanics and Physics), Tong Chen (0000-0003-3944-957X, South China University of Technology), Xintao Liu (0000-0002-7323-9878, Hong Kong Polytechnic University, corresponding author)
Year2024
Volume145
Pages104680
Publication date2024-02-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueCities (JOURNAL)
Journal identifiersISSN: 0264-2751 • E-ISSN: 1873-6084
PublisherElsevier BV (PUBLISHER)
DOI10.1016/j.cities.2023.104680
OpenAlexW4389279089
LanguageEN
Citations received18
References cited45

Civil engineering · Economic geography · Economic growth · Economics · Geography · Metropolitan area · Population · Regional science · Sociology · Urban agglomeration · Urban planning · Urbanization · Computer Science · Demography · Engineering · Human Mobility and Location-Based Analysis · Land Use and Ecosystem Services · Urban Transport and Accessibility

  • Evolution of urban network patterns in the Yellow River Basin based on human mobility over 1,300 years

    Open Access•Shun‐Yi Wang, Yiming Yang et al.•Applied Geography•2025

  • Context-embedded migration networks

    Open Access•LiWei Qin, Muxi Yuan et al.•Journal of Transport Geography•2026

  • Spatiotemporal distribution and underlying mechanisms of taxi energy consumption

    Open Access•Mingzhi Wang, Chunjiao Dong et al.•Journal of Transport Geography•2026

  • Recovery of economic activities in China uncovered by remotely sensed nighttime light data under the pandemic new normal

    Open Access•Yizhen Wu, Kaifang Shi et al.•Applied Geography•2025

  • Relative migration potential model for asymmetric population flows between cities

    Open Access•LiWei Qin, Muxi Yuan et al.•Applied Geography•2026

  • Theory-informed and interpretable graph learning for urban commuting flows

    Open Access•Minwei Zhao, Dailuo Zhang et al.•Sustainable Cities and Society•2026

  • Identifying subnetworks and driving factors of intercity mobility in mega-urban agglomeration areas

    Open Access•Shiqing You, Zhen You et al.•Cities•2026

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    Open Access•Lin Zhou, Xinyue Gu et al.•Annals of the American…•2026

  • Quantifying Virtual Urban Commercial Linkages Using Spatial Phone Call Data—A Comparative Study Between Guangzhou and Shenzhen

    Open Access•H B Jiang, Hongyu Sun et al.•Urban Science•2025

  • Artificial intelligence for spatial analysis in cities

    Open Access•Chuangchang Liao, Yaxing Li et al.•Cities•2025

  • City centers really lived up to the hype? Evidence from human perceptions of over 4000 communities in China

    Open Access•Xinyue Gu, Wenrui Xu et al.•Cities•2025

  • Measuring airport catchment areas via the Huff gravity model calibrated with mobile location data—Evidence from the Yangtze River Delta region

    Open Access•Yao Wang, Liushan Lin et al.•Journal of Transport Geography•2026

  • Spatial–temporal effects of industrial pollutants and economic development on depopulation in the mega urban agglomeration

    Open Access•Xinyue Gu, Zhang Miao et al.•Environment Development and…•2025

  • Crossing administrative boundaries

    Open Access•Tongbin Yang•Cities•2024

  • Using heat map data to measure population development trends and urban disparities of large-scale affordable communities in China

    Open Access•Lingling Zhang, Nannan Chen•Cities•2024

  • Towards child-friendly cities

    Open Access•Xinyue Gu•Habitat International•2026

  • How does rapid urban construction land expansion affect the spatial inequalities of ecosystem health in China? Evidence from the country, economic regions and urban agglomerations

    Open Access•Guoen Wei, Bao-Jie He et al.•Environmental Impact Assessment…•2024

  • Revealing socio-demographic heterogeneity in urban travel behavior under the influence of the built environment

    Open Access•Kunkun Fan, Xiaogang Guo et al.•Cities•2026

  • Human mobility

    Open Access•Helena Barbosa, Marc Barthélemy et al.•Physics Reports•2018

  • Uncovering the overlapping community structure of complex networks in nature and society

    Open Access•Gergely Palla, Imre Derényi et al.•Nature•2005

  • A Deep Gravity model for mobility flows generation

    Open Access•Filippo Simini, Gianni Barlacchi et al.•Nature Communications•2021

  • A universal model for mobility and migration patterns

    Open Access•Filippo Simini, M Christina Gonzalez et al.•Nature•2012

  • The Size, Scale, and Shape of Cities

    Open Access•Michael Batty•Science•2008

  • Detecting the dynamics of urban structure through spatial network analysis

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

  • Urban Fine-Grained Spatial Structure Detection Based on a New Traffic Flow Interaction Analysis Framework

    Open Access•Yan Zhang, Xiang Zheng et al.•ISPRS International Journal of…•2021

  • A machine learning approach to the simulation of intercity corporate networks in mainland China

    Open Access•Luqi Li, Ben Derudder et al.•Computers Environment and Urban…•2021

  • Investigating the spatiotemporal pattern between the built environment and urban vibrancy using big data in Shenzhen, China

    Open Access•Long Chen, Lingyu Zhao et al.•Computers Environment and Urban…•2022

  • Simulating large-scale urban land-use patterns and dynamics using the U-Net deep learning architecture

    Open Access•Jinzhu Wang, Michalis Hadjikakou et al.•Computers Environment and Urban…•2022

  • Delineating functional urban areas in Chinese mega city regions using fine-grained population data and cellphone location data

    Open Access•Zifeng Chen, Anthony G O Yeh et al.•Computers Environment and Urban…•2022

  • Spatial structure of urban agglomeration under the impact of high-speed railway construction

    Open Access•Peifeng Zhang, Yaoyang Zhao et al.•Sustainable Cities and Society•2020

  • City2vec

    Open Access•Yan Zhang, Xiang Zheng et al.•Sustainable Cities and Society•2022

  • Exploring the relationship between functional urban polycentricity and the regional characteristics of human mobility

    Open Access•Kai Liu, Yumi Murayama et al.•Cities•2021

  • A gravity model analysis of international migration to North America

    David Karemera, Victor Iwuagwu Oguledo et al.•Applied Economics•2000

  • Networking urban science, policy and practice for sustainability

    Open Access•Xuemei Bai, M’Lisa Colbert et al.•Current Opinion in Environmental…•2019

  • Urban networks

    Open Access•Edward L Glaeser, Giacomo A M Ponzetto et al.•Papers of the Regional Science…•2016

  • Agglomerations and the rise of urban network externalities

    Open Access•Martijn Burger, Evert J Meijers et al.•Papers of the Regional Science…•2016

  • Systematic comparison of trip distribution laws and models

    Open Access•Maxime Lenormand, Aleix Bassolas et al.•Journal of Transport Geography•2016

  • Exploring the impact of high speed railways on the spatial redistribution of economic activities - Yangtze River Delta urban agglomeration as a case study

    Open Access•Xijing Li, Bo Huang et al.•Journal of Transport Geography•2016

  • The Geometry of Central Place Theory

    Michael F Dacey•Geografiska Annaler Series B…•1965

  • Ranking World Cities

    Brian J Godfrey, Yu Zhou•Urban Geography•1999

  • Understanding population movement and the evolution of urban spatial patterns

    Open Access•Yu Cao, Zesu Hua et al.•Land Use Policy•2023

  • Understanding urban networks

    Open Access•Jianquan Cheng, Luca Bertolini et al.•Cities•2013

  • Measuring megaregional structure in the Pearl River Delta by mobile phone signaling data

    Open Access•Wenjia Zhang, Chenyu Fang et al.•Cities•2020

  • Transportation and Metropolitan Development in China’s Pearl River Delta

    Open Access•George C S Lin•Habitat International•1999

  • Taste heterogeneity and urban spatial structure

    Open Access•Alex Anas•Journal of Urban Economics•1990

  • From cities to super mega city regions in China in a new wave of urbanisation and economic transition

    Open Access•Anthony G O Yeh, Anthony Gar‐on Yeh et al.•Urban Studies•2020

  • External Urban Relational Process

    Open Access•Paul J Taylor, Peter J Taylor et al.•Urban Studies•2010

  • Central flow theory

    Ben Derudder, Paul J Taylor•Regional Studies•2017

Unique citing works18
Citations per year9
Citation span2024 - 2026 (3)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 18

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