Litcius/Paper detail

Reinforcement learning-based control for the thermal management of the battery and occupant compartments of electric vehicles

Yan Zhang, Jianglu Huang, Liange He, Donggang Zhao, Yu Zhao

2024Sustainable Energy & Fuels25 citationsDOI

Abstract

The coupling between the direct-cooled battery thermal management system and the occupant compartment is difficult to control. Therefore, a control strategy based on reinforcement learning is designed to achieve good control results.

Topics & Concepts

Reinforcement learningBattery (electricity)Control (management)ReinforcementThermal management of electronic devices and systemsComputer scienceCoupling (piping)Compartment (ship)Automotive engineeringThermalElectric vehicleControl engineeringEngineeringArtificial intelligenceMechanical engineeringStructural engineeringOceanographyMeteorologyQuantum mechanicsGeologyPower (physics)PhysicsSmart Grid Energy ManagementAdvanced Battery Technologies ResearchRefrigeration and Air Conditioning Technologies