The thermostat of claim 1, wherein the utilization metric of the display is calculated based on a pulse-width-modulation (PWM) voltage controlling the display.ĥ. The thermostat of claim 1, wherein the utilization metric of the one or more processor of the processing unit is calculated based on a Central Processing Unit (CPU) utilization of each of the one or more processor.Ĥ. The thermostat of claim 1 further comprising a communication interface, wherein the predictive model is received from a training server via the communication interface.ģ.
A thermostat comprising: a temperature sensing module a display memory for storing a predictive model comprising weights of a neural network and a processing unit comprising one or more processor configured to: receive a plurality of consecutive temperature measurements from the temperature sensing module determine a plurality of consecutive utilization metrics of the one or more processor of the processing unit determine a plurality of consecutive utilization metrics of the display and execute a neural network inference engine using the predictive model for inferring one or more output based on inputs, the inputs comprising the plurality of consecutive temperature measurements, the plurality of consecutive utilization metrics of the one or more processor and the plurality of consecutive utilization metrics of the display, the one or more output comprising an inferred temperature.Ģ.
