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Battery management systems rely on equivalent-circuit models (ECMs) that become progressively wrong as the cell ages. Classical adaptive remedies — periodic parameter re-identification, extended Kalma...
Lithium-ion battery
Battery management
Residual learning
Adaptive control
Model mismatch
Aging compensation
NASA Randomized Battery Usage dataset
Cross-cell generalization
