Table 6.
Results obtained using Random forest enhanced model—second step.
| FEM Scenarios | Refined Random Forest Output | |||||||
|---|---|---|---|---|---|---|---|---|
| Scen. | Position (mm) |
Severity γ2 (a2) |
Position (mm) |
Severity γ2 (a2) |
Position Error (%) |
Severity Error (%) |
Weak Clamping | |
| 1 | 100 | 0.0033459 | 97.7 | 0.0030 | 0.23 | 0.03 | Detected | False |
| 2 | 150 | 0.0033459 | 148.3 | 0.0029 | 0.17 | 0.04 | Detected | False |
| 3 | 400 | 0.0033459 | 400.0 | 0.0025 | 0 | 0.08 | Not detected | True |
| 4 | 550 | 0.0033459 | 539.6 | 0.0028 | 1.04 | 0.05 | Detected | False |
| 5 | 613 | 0.0033459 | 615.3 | 0.0026 | 0.23 | 0.07 | Not detected | True |
| 6 | 133 | 0.0033459 | 136.3 | 0.0024 | 0.33 | 0.09 | Not detected | False |
| 7 | 280 | 0.0051239 | 303.4 | 0.0087 | 2.34 | 0.36 | Detected | True |
| 8 | 410 | 0.0033459 | 410.1 | 0.0046 | 0.01 | 0.13 | Detected | True |
| 9 | 570 | 0.0033459 | 570.1 | 0.0058 | 0.01 | 0.25 | Detected | True |
| 10 | 962 | 0.0011911 | 976.3 | 0.010 | 1.43 | 0.88 | Detected | True |