J. Valladolid

Physics-Guided Residual Learning for Battery Modeling Across Held-Out Routes of a Single Electric Vehicle Using BMS Signals

Accurate battery models must generalize to unseen operating routes while supporting terminal-voltage prediction and recursive state-of-charge (SOC) estimation. This study evaluates whether physics-guided residual learning improves complete-route generalization compared with increasing equivalent-circuit-model (ECM) ord...