Transformer Dynaformer, A Deep Learning Model for Ageing-aware Battery Discharge Prediction Transformer-based Battery EoD Prediction Model DRL A DRL Approach for Sensor-driven Decision Making and RUL Prediction Frameworks for decision making and RUL prediction are suggested BNN Uncertainty Quantification for Deep Learning Prognostics Assessment of the latest uncertainty quantification (UQ) methods for prognostics in DL