Use two networks: one outputs boolean for if the appliance is on or off

[JackKelly]

Use two networks: one outputs boolean for if the appliance is on or off. The other takes two inputs: the aggregate power demand; and whether the appliance is on or off; and outputs the disag power demand. Try doing this as two separate networks (trained separately) and also try as a single network (where we have a hidden layer which gives the boolean on/off signal)