“…information such as meteorological data (Pelletier et al, 2007;Emili et al, 2010;Wu et al, 2012;Kanabkaew, 2013) and boundary layer height (Engel-Cox et al, 2006;Tsai et al, 2011;Estellés et al, 2012), and also employs light detection and ranging (lidar) instruments to capture the vertical aerosol distribution at specific locations (Schaap et al, 2009;Barnaba et al, 2010). These recently developed approaches use various statistical methods, from linear regression models (Wang and Christopher, 2003;Tian and Chen, 2010) to more complex multiple regression and neural network techniques (Gupta and Christopher, 2009a, b), generalized additive mixed models (GAMs) (Liu et al, 2009;Paciorek et al, 2008;Paciorek and Liu, 2012), and mixed effects models Chudnovsky et al, 2012).…”