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