Systems and methods are provided for active cooling of a rechargeable energy storage system. A thermal conditioning system includes a cooling system configured to circulate a coolant to cool the RESS. A controller computes a generated heat amount of the RESS; computes a target temperature of the coolant based on the generated heat amount; and operates actuators of the thermal conditioning system to cool the coolant to the target temperature.