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...