Research Article

Study on Intelligent Diagnosis of Rotor Fault Causes with the PSO-XGBoost Algorithm

Table 6

Comprehensive model evaluation indicators.

MethodAccuracy (%)Precision (%)Recall (%)F1-score (%)

PSO-XGBoost98.5298.5298.5298.52
XGBoost95.5696.1395.5695.48
RF93.3393.4593.3392.93
GBDT92.5993.4692.5992.30
DT91.8593.0291.8592.02
SVM84.4486.9084.4484.28