Explainable AI models for short-term renewable energy forecasting under uncertainty
Udit Mamodiya; Indra Kishor; Pankaj Mudholkar; Amer Alqutaesh; Hussein Edrees; Ghada Alradwan · DOAJ Open Access Articles
Reliable short-term PV forecasting is essential to ensure the reliability of energy management based on renewable sources, but the lack of interpretability of deep learning models and the environmental uncertainty still prevent their operation. In this research, an uncertainty-aware transformer framework is proposed which is explainable when forecasting the …