Urban heat islands present a concerning issue in metropolitan areas globally. These localized regions of elevated temperatures result from the abundance of impervious surfaces and reduced vegetation, intensifying the urban environment's heat. To alleviate this concern, predicting urban heat islands with finesse is crucial. A forecast-driven approac