Electric Vehicle Battery Thermal Management under Extreme Fast Charging with Deep Reinforcement Learning

View Full Paper

Ask AI

Bookmark

Battery thermal management system optimization improved power consumption and battery degradation.
Power consumption reduced by 43.68% with the novel RL approach compared to model predictive control.
Assessment using deep reinforcement learning compared to optimal and tracking control strategies offers significant speed advantages.
Model predictive control may match RL under perfect model conditions, highlighting RL's efficiency.

Discussion

No takes yet. Share an insight, caveat, or question.

This approach utilizes deep reinforcement learning to enhance thermal management, reducing battery degradation and power use in electric vehicles.

Arjmandzadeh et al. (2025) studied this question.

View Full Paper

Ask AI

Bookmark

This approach utilizes deep reinforcement learning to enhance thermal management, reducing battery degradation and power use in electric vehicles.