Research Article
Probabilistic Neural Network and Fuzzy Cluster Analysis Methods Applied to Impedance-Based SHM for Damage Classification
Table 6
Classification of test set of probabilistic neural networks for each PZT patch of the aircraft window.
| | | Baseline | Damage 1 | Damage 2 | Error% |
| PZT1 | ✓ | 21 | 8 | 12 | 48,75% | ✗ | 19 | 12 | 8 | Total | | 40 | 20 | 20 |
| PZT2 | ✓ | 36 | 16 | 20 | 10% | ✗ | 4 | 4 | 0 | Total | | 40 | 20 | 20 |
| PZT3 | ✓ | 20 | 3 | 7 | 62,5% | ✗ | 20 | 17 | 13 | Total | | 40 | 20 | 20 |
| PZT4 | ✓ | 19 | 7 | 13 | 51,25% | ✗ | 21 | 13 | 7 | Total | | 40 | 20 | 20 |
| PZT5 | ✓ | 21 | 8 | 13 | 47,5% | ✗ | 19 | 12 | 7 | Total | | 40 | 20 | 20 |
| PZT6 | ✓ | 17 | 9 | 9 | 56,25% | ✗ | 23 | 11 | 11 | Total | | 40 | 20 | 20 |
| PZT7 | ✓ | 40 | 19 | 20 | 1,25% | ✗ | 0 | 1 | 0 | Total | | 40 | 20 | 20 |
| PZT8 | ✓ | 33 | 15 | 20 | 18,75% | ✗ | 7 | 8 | 0 | Total | | 40 | 20 | 20 |
| PZT9 | ✓ | 33 | 15 | 20 | 11,25% | ✗ | 7 | 5 | 0 | Total | | 40 | 20 | 20 |
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