A Machine-Learning Based Nonintrusive Smart Home Appliance Status Recognition

Table 4

Training computation times of the NILM models.

Model name	Number of trainable parameters	Number of epochs	Computation time (hh:mm:ss)
MLP TL	3,503	50	0:07:38.034314
MPS-CNN	238,543	150	0:00:57.302319
LSTM	2,794,573	150	01:6:46.786972
CNN-LSTM	8,429,057	150	0:38:21.626814