Performance Analysis of an Optimized ANN Model to Predict the Stability of Smart Grid

Table 4

Performance parameters for prediction models.

S. no.	Model	Accuracy	Precision	Recall	F1 score
1	Logistic regression	81.2	75.8	69.7	72.6
2	KNN	81.61	76.3	70.7	73.4
3	Naïve Bayes	83.04	82.9	66.2	73.6
4	SVM	92.77	92.1	87.1	89.5
5	Decision tree	83.28	86.5	84.5	85.5
6	Random forest	90.88	90.6	82.4	86.3
7	XGBoost	92.98	91.2	88.5	89.8
8	Proposed ANN	97.27	96.79	95.67	96.22

Bold face represents the best model among all other models.