“…The results show that the air environment vulnerability of 13 cities in the Beijing-Tianjin-Hebei region shows obvious spatial heterogeneity. Liang and Wang systematically summarized the Beijing-Tianjin-Hebei urban agglomeration implemented air pollution control mode, which is multilevel, cross regional, and multidirectional [ 8 ]. This includes a state-agglomeration-city linkage structure, multiprovincial, and cross-regional linkage governance, and multidirectional linkage mechanisms involving industrial access, energy structure, green transportation, cross-regional assistance, monitoring and early warning, consultation, and accountability to analyze the temporal and spatial characteristics by using the concentration data of six kinds of air pollutants.…”