“…Our previous works examined the performances of the current implementation of the CMAQ and the WRF, 16,20 and therefore in this work, we focused on performance review on meteorological and chemical parameters closely related to the PM 2.5 episode, which included PM 2.5 , nitrate, NO 2 , and O 3 . Table 2 shows the model performance for predicting hourly wind speed, PM 2.5 , nitrate, NO 2 , and O 3 concentrations with statistical metrics recommended by Emery et al (2001; 2017): correlation coefficient ( R ), mean bias (MB), and root mean square error (RMSE) for wind speed, and R , normalized mean bias (NMB), and normalized mean error (NME) for PM 2.5 , nitrate, NO 2 , and O 3 .…”