Simulation system is considered in the paper, which includes models of the atmosphere and impurity transport. The system is intended for simulation of the dynamics of cloudy fields and anthropogenic aerosol in order to provide the opto-electronic systems for Earth observation from space with meteorological data. The system under consideration has been used for forecasting the optical thickness and horizontal size of smoke aerosol clouds. Some results obtained using this system are presented.