Urban heat islands present a grave challenge in metropolitan areas globally. These localized regions of elevated temperatures stem from the abundance of impervious surfaces and reduced vegetation, intensifying the metropolitan environment's heat. To mitigate this concern, predicting urban heat islands with precision is crucial. A forecast-driven ap