The North China Plain (NCP) has undergone a series of high PM 2.5 concentration (fine particulate matter with diameter ≤2.5 μm) episodes, particularly in winter (Yin, Duan, et al., 2022), which are harmful to human health and economic activity . Unfortunately, PM 2.5 concentration over the NCP remains one of the highest in the world (Jeong et al., 2021), despite a comprehensive emission control (Nature Geoscience, 2019). Therefore, it is still necessary to investigate the formation mechanisms of PM 2.5 concentrations.According to previous studies, meteorological conditions play an essential role in the variations of PM 2.5 concentration (Dang & Liao, 2019;Wu et al., 2022), which are often modulated by the large-scale circulations related to atmospheric teleconnections (e.g.,