Research on Optimization Strategy of Commercial Street Spatial Vitality Based on Pedestrian Trajectories
Jinjiang Zhang,
Wenyu Zhou,
Haitao Lian
et al.
Abstract:Commercial pedestrian streets significantly enhance urban life. Previous research often depends on limited survey data or subjective evaluations, which fail to fully capture the impact of street elements on spatial vitality under diverse spatiotemporal conditions. This study, conducted in Beijing’s Sanlitun commercial district, analyzes pedestrian data from six branch roads collected via WiFi detection to determine how various spatial elements influence the vibrancy of commercial pedestrian streets. The result… Show more
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