A Nonintrusive Load Monitoring Method for Microgrid EMS Using Bi-LSTM Algorithm

Table 3

Average accuracy, precision, recall, and f1 of the neural network.

Neural network	Average accuracy (A) (%)	Average precision (P) (%)	Average recall (R) (%)	Average F1
RNN	98.70	94.11	91.28	0.93
LSTM	99.29	96.65	95.38	0.96
Bi-LSTM	99.61	97.81	97.44	0.98