The Middle East territory is experiencing significant climate change impacts. Rising temperatures, diminishing water resources, and harsh weather events pose substantial threats to the society and biodiversity of the region. To address these challenges, researchers are leveraging deep neural networks for climate modeling. These types of algorithm