A Machine Learning-Based Model for Stability Prediction of Decentralized Power Grid Linked with Renewable Energy Resources

Table 4

Performance of ML models on imbalanced dataset.

Models	Accuracy (%)	Precision (%)	Recall (%)	-measure (%)	ROC (%)
ANN	93.4	97.7	92	94.8	98.7
Averaged perceptron	81.5	84.6	87.5	86	88.9
Bayes point machine	81.3	83.2	89.2	86.1	88.7
Decision forest	89.8	91.9	92.4	92.2	95
Decision jungle	89.5	89.7	94.8	92.2	96
GBDT	94.1	95.2	95.8	95.5	98.8
LightGBM	94.6	94.6	97	95.8	98.9
Locally deep SVM	91.9	93.6	93.9	93.8	97.4
LR	81.5	84.4	87.7	86	89
SVM	80.9	84.3	86.6	85.5	88.5
XGBoost	94.7	94.9	96.9	95.9	98.9