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A hybrid BiLSTM-MPC predictive control strategy for energy and thermal management of electric vehicles with real-time validation
Abstract Energy management efficiency in battery electric vehicles (xEVs) is vital for enhancing their driving performance, battery safety, and energy management efficiency. Traditional controllers, such as PID, Fuzzy logic, ANN, and traditional Model Predictive Control (MPC), have provided an acceptable performance level.
Digital-twin-enabled reinforcement learning for energy-efficient and reliability-aware software-defined electric vehicles
Abstract Software-defined electric vehicles (SDEVs) require intelligent control frameworks that simultaneously optimize energy efficiency and powertrain reliability. However, existing studies typically treat reinforcement learning, digital twins, and predictive health monitoring as separate problems, limiting real-time reliability-aware decision-making.
RETRACTED: Narasipuram et al. Analysis of Scalable Resonant DC-DC Converter Using GaN Switches for xEV Charging Stations. World Electr. Veh. J. 2024, 15, 218
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