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April 19, 2026Land0 citationsOpen Access

Unveiling the Spatial Non-Stationarity Between Built Environment and External Relations in Small Towns Using MGWR and Mobile Phone Data: Evidence from the Yangtze River Delta

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YLYang LiYWY WangMHMin Han

Key Points

  • The study aims to explore the spatial relationships between built environment characteristics and the external relations of small towns using mobile phone data.
  • Applied multiscale geographically weighted regression (MGWR) modeling.
  • Utilized mobile phone data to assess external flows in small towns.
  • Analyzed correlations between built environment factors and job-housing separation.
  • Investigated the role of educational and health facilities in supporting local economic flows.
  • Enterprise density in metropolitan shadow regions correlates positively with jobs–housing separation.
  • Middle schools show consistent correlations with intra-municipal flows, indicating their role in local economies.
  • Higher road network density leads to a smaller commuting radius near metropolises, affecting intertown connectivity in peripheral areas.

Abstract

The external relations of small towns are an important dimension in the regional urban system. However, the “metropolitan bias” in existing studies results in a lack of empirical verification of their characteristics, hindering effective regional policymaking. Applying Central Flow Theory (CFT), mobile phone data, and a multiscale geographically weighted regression (MGWR) model, this study investigates the spatially non-stationary associations between built environment factors and the “city-ness” and “town-ness” of small towns in the Yangtze River Delta. The results show: (1) Enterprise density in metropolitan shadow areas is positively associated with cross-city jobs–housing separation; in peripheral areas, both enterprise density and housing prices exhibit a strong correlation with intra-municipal jobs–housing separation. (2) Middle schools consistently correlate with localized intra-municipal flows, suggesting a plausible spatial anchoring role; around metropolises, medical and commercial facilities link to recreational flows and commuting town-ness, while in distal small towns, medical facilities coincide with intratown jobs–housing balance, and commercial facilities correlate with localized consumption and cross-town employment mobility. (3) Higher road network density corresponds to a shrinking commuting radius near metropolises and intra-municipal intertown interconnection in distal towns, rather than mere external relation channels. This study empirically supports CFT at the small-town scale, explores plausible mechanisms, and informs differentiated planning strategies.

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Cite This Study

Li et al. (2026) studied this question.

synapsesocial.com/papers/69e473de010ef96374d8fa33https://doi.org/10.3390/land15040659
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