Research Article
Novel Model Based on Stacked Autoencoders with Sample-Wise Strategy for Fault Diagnosis
Table 3
Detailed results of SAE-SWS-s for the CSTR.
| Fault Number | Training Accuracy (%) | Testing Accuracy (%) |
| Fault 1 | 97.00 | 92.50 | Fault 2 | 95.50 | 92.30 | Fault 3 | 97 | 90.33 | Fault 4 | 87.5 | 75.50 | Fault 5 | 97.33 | 85.33 | Fault 6 | 98.83 | 96.67 | Fault 7 | 99.67 | 96.50 | Fault 8 | 97.67 | 74.67 | Fault 9 | 96.5 | 78.67 | Fault 10 | 100 | 100 | Fault 11 | 87.83 | 70.50 | Normal state | 93.33 | 85.67 |
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