Abstract Solar chimneys have been intensively studied as an effective method for natural ventilation of buildings. Though numerical methods, such Computational Fluid Dynamics (CFD), widely utilized in studies, they usually require extensive computational resources. Moreover, experimental study is quite complicated and costly. In recent years, machine learning has started to be used a tool the t...