Table 5 Performance evaluation of proposed model.
From: An intelligent fault detection (IFD) system for lithium-ion battery using machine learning approach
Model | Accuracy | Precision | Recall | F1-score |
|---|---|---|---|---|
SVM | 0.72 | 0.69 | 0.74 | 0.71 |
DT | 0.82 | 0.83 | 0.83 | 0.80 |
RF | 0.89 | 0.91 | 0.91 | 0.90 |
Ensemble (IFD) | 0.94 | 0.93 | 0.95 | 0.94 |
