Nonintrusive Load Monitoring Based on Advanced Deep Learning and Novel Signature

Table 10

Control parameters for experiment.

Control parameter	Method
Input
Num. of training samples	1,500,000
Num. of test samples	500,000
Time step	500
Num. of epochs	1000
Cost function	Mean Squared Error
Optimization	Adam
Preprocessing	-Score
Weight init.	He initialization
Regularization	Dropout