A Machine-Learning Based Nonintrusive Smart Home Appliance Status Recognition

Figure 8

I_rms waveforms for the LED lamps (LED1-1, LED1-2, LED2-1, and LED3-1), showing the close tolerance of the parameter magnitude. For the first 300 seconds, LED1-1 and LED1-2 are hardly discernable from each other.