期刊论文

Jiao, LM

英文

Habitat International

0197-3975

2025

156

103290

10.1016/j.habitatint.2025.103290

CRediT authorship contribution statement Xianzeng Yang: Writing – review & editing, Writing – original draft, Visualization, Software, Methodology, Formal analysis, Data curation, Conceptualization. Limin Jiao: Writing – review & editing, acquisition, Conceptualization. Weilin Wang: Writing – review & editing, Software. Yunqi Guo: Writing – review & editing, Methodology. Kusee Leopolue Armstrong: Writing – review & editing. agency All the authors would like to express their gratitude for the support provided by the National Natural Science Foundation of China (Grant No. 42371423 )and National Natural Science Foundation of China ( 42201470 ).

本校为其他机构

Urban expansion has a significant impact on sustainable development in rapidly urbanizing areas. The changes in population density and spatial compactness during rapid urban expansion significantly impact sustainable development. However, current regional-scale urban simulation models are rarely incorporated into population density and spatial compactness. This study proposes an ANN-based method for predicting future population density in a region. A spatial simulation model for urban expansion that takes into account the population density and urban spatial compactness (UECS model) is propose...