Urban heat islands exist a significant issue 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 concern, predicting urban heat islands with finesse is crucial. A forecast-driven ap