Table 6 Sensitivity analysis of dropout rate and removal ratio on the second air compressor. The overall best performance at dropout \(=0.3\), \(p=0.75\) (Accuracy=95.54%, F1-score=80.10%).
Dropout | 0.35 | 0.55 | 0.75 | 0.90 | 0.95 | |||||
|---|---|---|---|---|---|---|---|---|---|---|
Accuracy (%) | F1-score (%) | Accuracy (%) | F1-score (%) | Accuracy (%) | F1-score (%) | Accuracy (%) | F1-score (%) | Accuracy (%) | F1-score (%) | |
0.1 | 95.46 | 79.02 | 95.41 | 78.55 | 95.26 | 79.25 | 94.82 | 74.60 | 94.03 | 71.06 |
0.2 | 95.45 | 79.90 | 95.39 | 78.95 | 95.49 | 79.94 | 95.15 | 77.33 | 94.84 | 76.26 |
0.3 | 95.33 | 80.01 | 95.50 | 79.97 | 95.54 | 80.10 | 95.33 | 78.46 | 95.07 | 76.89 |
0.4 | 95.34 | 79.79 | 95.38 | 79.79 | 95.23 | 79.86 | 95.37 | 79.07 | 94.97 | 77.07 |
0.5 | 95.30 | 79.81 | 95.37 | 79.84 | 95.26 | 79.46 | 95.25 | 79.34 | 94.45 | 77.65 |
0.6 | 95.40 | 79.28 | 95.41 | 79.41 | 95.42 | 79.80 | 93.99 | 76.61 | 94.80 | 77.86 |
