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
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.
Authors
- Yuli Xia
- Y Wang
- Yan Ma (ORCID: https://orcid.org/0000-0002-1134-2634)
- Min Han
Institutions
- Xi'an University of Architecture and Technology (CN)
- Suzhou University of Science and Technology (CN)
- Guangdong Urban & Rural Planning and Design Institute (CN)
- Xi'an City Planning&Design Institute (China) (CN)
- Green Chemistry (PL)
Publication Details
- Journal
- Land
- Published
- 2026-04-16
- DOI
- https://doi.org/10.3390/land15040659
- Primary Topic
- Human Mobility and Location-Based Analysis
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Ministry of Education of the People's Republic of China
- Humanities and Social Sciences Youth Foundation, Ministry of Education of the People's Republic of China