A. Wardana

Data-Driven Prognostics of LiFePO4 Battery Remaining Useful Life in Residential Microgrids: A Hybrid Approach Integrating Recursive Least Squares and Long Short-Term Memory

The growing use of residential photovoltaic systems is increasing the deployment of Lithium Iron Phosphate (LiFePO₄) battery energy storage systems. However, dynamic load demands and frequent cycling accelerate battery degradation. Accurate state-of-health estimation and remaining useful life prediction are critical fo...