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This article focuses on the sustainable development of electric vehicle equipment to ensure the safety of people and property. It contributes to improving the thermal management of lithium-ion batteri...
Temperature
thermal resistance
batteries
lithium-ion
neural network
finite difference
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
SinoXiv