A method for cooling a heat-generating device, comprising setting a reference surface temperature of the heat-generating device, measuring a temperature of a surface of the heat-generating device, measuring a temperature gradient based on temperature measurements of two or more different locations on the heat-generating device, implementing a closed-loop control based on the reference surface temperature, the measured surface temperature, and the measured temperature gradient of the heat-generating device to compute a rate of application of a cooling material to the surface of the heat-generating device, and providing a command to apply the cooling material to the surface of the heat-generating device at the calculated rate to cool the heat-generating device.