Enhanced Memetic Algorithm-Based Extreme Learning Machine Model for Smart Grid Stability Prediction

Table 1

Performance metrics of prediction models.

Prediction Models	Performance Metrics
	Precision	Recall	F1 Score	F2 Score	ROC-AUC	Accuracy
DT	0.7488	1.0	0.8871	0.702315	0.61	74.88
NB	0.6485	1.0	0.786775	0.585075	0.5	64.85
LR	0.6485	1.0	0.786775	0.585075	0.5	64.85
RF	0.946227	0.909020	0.927251	0.5795	0.906857	90.75
XGBoost	0.910437	0.995373	0.951012	0.5944	0.907359	93.35
ELM	0.972951	0.942945	0.957713	0.5986	0.947290	94.6
Proposed model	1.0	0.996144	0.998068	0.6197	0.996086	99.75