Urban heat islands exist a significant phenomenon in metropolitan areas globally. These localized regions of elevated temperatures arise from the abundance of impervious surfaces and reduced vegetation, intensifying the metropolitan environment's heat. To alleviate this problem, predicting urban heat islands with precision is crucial. A forecast-dr