Research Article

Nonintrusive Load Monitoring Based on Advanced Deep Learning and Novel Signature

Table 15

Parameters for UK-DALE experiment.

Parameter Method

Input
Time step 500
Num. of epochs 3000
Cost function Mean Squared Error
Optimization Adam
Preprocessing-Score
Weight init. He initialization
Regularization Dropout