SinoXiv
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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
The transition toward low-carbon transportation represents a critical strategy for mitigating climate change and reducing greenhouse gas emissions. New energy vehicles (NEVs), powered by advanced batt...
Environmental management
Sustainable supply chain
New energy vehicles
Battery production strategies
Game theory
Low-carbon manufacturin
