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Jian-Xin Lin

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Nov 2026

Spatial Heterogeneity and Scale-Dependent Determinants of Public EV Charging Station Utilization: An Integrated Semantic-Spatial Approach

The growing gap between the rapid expansion of public electric vehicle (EV) charging infrastructure and its realized utilization efficiency poses a critical challenge to sustainable urban mobility. Existing studies’ reliance on macrolevel aggregates or single-dimensional metrics fails to capture fine-grained spatia...

Peng-Fei Zhao, Xu-Yang Li, Jian-Xin Lin et al. · 0 citations

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