Research Article
Study on Intelligent Diagnosis of Rotor Fault Causes with the PSO-XGBoost Algorithm
Table 6
Comprehensive model evaluation indicators.
| | Method | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) |
| | PSO-XGBoost | 98.52 | 98.52 | 98.52 | 98.52 | | XGBoost | 95.56 | 96.13 | 95.56 | 95.48 | | RF | 93.33 | 93.45 | 93.33 | 92.93 | | GBDT | 92.59 | 93.46 | 92.59 | 92.30 | | DT | 91.85 | 93.02 | 91.85 | 92.02 | | SVM | 84.44 | 86.90 | 84.44 | 84.28 |
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