Tianran Zhang

How Industry Types Shape Commuting and Non-Commuting Network Centrality: A Geographical Detector Analysis of Shanghai and Its Adjacent Areas

The polycentric spatial structure of metropolitan areas has become a frontier topic in urban studies. Yet existing research has largely remained descriptive regarding commuting networks, with limited investigation into how different industry types are associated with commuting an...