Satellite mapping of every building’s function in urban China reveals deep built environment disparities

Decades of rapid urbanization have reshaped China's cities, yet fine-scale built environment disparities remain unclear due to scarce building-level data. Here, we present SinoBF-1, a national building functional map of China that delineates 110 million buildings across 109 major cities using 1-meter multi-modal satellite data. Using nine indicators spanning urbanization intensity, facility accessibility, and infrastructure sufficiency, we quantify disparities across city tiers, geographic regions, and intra-city zones. Analyses reveal that: (1) Across city tiers, accessibility and amenity diversity decline sharply from top- to low-tier cities, while mid tiers show more equitable housing allocation; (2) Geographically, southern cities exhibit the highest access to healthcare, education, and public services but suffer from infrastructure overcrowding; and (3) Within cities, later-expanding zones exhibit greater disparities than early-established urban cores. This study reflects legacies of national development policies over the past half-century and offers a framework for evaluating urban inequality in rapidly urbanizing regions.

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Publication Details

Journal
Nature Communications
Published
2026-02-16
DOI
https://doi.org/10.1038/s41467-026-69589-5
Primary Topic
Urban Transport and Accessibility
Type
article
Field-Weighted Citation Impact
0.00

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article

Satellite mapping of every building’s function in urban China reveals deep built environment disparities

Mofan Cheng, Linxin Li, Heng Zhang, Z. Li et al.
Nature Communications
Urban Transport and Accessibility
article

Satellite mapping of every building’s function in urban China reveals deep built environment disparities

Mofan Cheng, Linxin Li, Heng Zhang, Z. Li, Wei He, Tong Qiu, Liangpei Zhang, Ting Hu
article en

Abstract

Decades of rapid urbanization have reshaped China's cities, yet fine-scale built environment disparities remain unclear due to scarce building-level data. Here, we present SinoBF-1, a national building functional map of China that delineates 110 million buildings across 109 major cities using 1-meter multi-modal satellite data. Using nine indicators spanning urbanization intensity, facility accessibility, and infrastructure sufficiency, we quantify disparities across city tiers, geographic regions, and intra-city zones. Analyses reveal that: (1) Across city tiers, accessibility and amenity diversity decline sharply from top- to low-tier cities, while mid tiers show more equitable housing allocation; (2) Geographically, southern cities exhibit the highest access to healthcare, education, and public services but suffer from infrastructure overcrowding; and (3) Within cities, later-expanding zones exhibit greater disparities than early-established urban cores. This study reflects legacies of national development policies over the past half-century and offers a framework for evaluating urban inequality in rapidly urbanizing regions.

Nature CommunicationsVol. 17(1)
Duke University (US), Nanjing University of Information Science and Technology (CN), China University of Geosciences (CN), Nanjing University of Science and Technology (CN), Henan Academy of Sciences (CN), Henan Academy of Agricultural Sciences (CN), State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing (CN)
National Natural Science Foundation of China, Wuhan University, State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing
Sustainable cities and communities
Openalex Percentile: Top 56%
Urban Transport and Accessibility
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