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◆ Nature Communications2026-02-16· Urbanization

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

Z. Li, Linxin Li, Ting Hu, Mofan Cheng, Wei He, Tong Qiu, Liangpei Zhang, Hongyan Zhang

原始摘要(英文原文)· Original 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.
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Satellite mapping of every building’s function in urban China reveals deep built environment disparities — 科研速览 Science Skim