“…The concentrations of several heavy metals have been modelled using different air quality models such as the Hybrid Single Particle Lagrangian Integrated Trajectory Model (HYSPLIT) for Cu, As, Zn, Co, Ni, Cr (Chen et al, 2012(Chen et al, , 2013(Chen et al, , 2016a; Fine Resolution Atmospheric Multi-pollutant Exchange (FRAME) for As, Cr, Cd, Cu, Ni, Pb, Se, V, Zn (Dore et al, 2014); CHIMERE Model for Pb, Cd, Ni, As, Cr, Se (González et al, 2012); The Flexible Air Quality Regional Model (FARM) for Pb, Ni, Cd, As (Adani et al, 2015); Community Multi-scale Air Quality (CMAQ) for Hg (Zhu et al, 2015); CALPUFF Modeling System (CALPUFF) for Cd, Pb, Zn (MacIntosh et al, 2010); AERMOD/CALPUFF Modeling Systems (AERMOD/CALPUFF) for Cr (Burger, 2004). However, few air manganese modelling studies have been done.…”