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RISState-of-Health Estimation for Sustainable Electric Vehicle Batteries Using Temporal-Enhanced Self-Attention Graph Neural Networks
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Electric vehicles (EVs) have emerged as an environmentally friendly alternative to conventional fuel vehicles. Lithium-ion batteries are the major energy source for EVs, but they degrade under dynamic operating conditions. ...
State of Health Estimation of Electric Vehicle Batteries Using Transformer-Based Neural Network
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Electric vehicles (EVs) are considered an environmentally friendly option compared to conventional vehicles. As the most critical module in EVs, batteries are complex electrochemical components with nonlinear behavior. ...