METHOD AND APPARATUS FOR A SELF DRIVING SILENT COOLING CONTROL SYSTEM

An information handling system (IHS) includes a hardware processor, memory device, and a power management unit (PMU) to provide power to the processor and memory device. The IHS further includes a fan and fan motor operatively coupled to a motor driver hardware operated by the hardware processor and an ion emitter/collector blower cooling system including an ion emitter/collector blower, the ion emitter/collector blower including an ion emitter and an ion collector placed in fluidic series with the fan and an ionic driving circuit operatively coupled to the ion emitter via a high voltage to ionize gases at the ion emitter/collector blower to create charged ions that generate an airflow along a voltage field to and through the ion collector. The IHS further includes a hardware embedded controller to execute code instructions of a self-driving cooling system reinforcement learning agent of an ion emitter/controller blower and fan control system, the execution of the self-driving cooling system reinforcement learning agent to adjust and initiate operation of the ion emitter/collector blower and fan based on metrics including operating characteristics of the information handling system from user workload, and based on operational states of the information handling system as determined in a learned policy to operate the ion emitter/collector blower and fan.