Abstract Air conditioning systems are widely used to provide thermal comfort in hot and humid regions. but they also consume a large amount of energy. Therefore. accurate and reliable load demand forecasting is essential for energy management and optimization in air conditioning systems. https://www.rawafricaonline.com/