Research Article
Application of a Recurrent Neural Network and Simplified Semianalytical Method for Continuous Strain Histories Estimation
Table 3
Quality of the estimated strain histories.
| Point no. | Point 1 | Point 2 | Point 3 | Point 4 | Point 5 | Point 6 | Point 7 | Experimental life cycles | 3.22E10 | 2.25E11 | 1.76E11 | 3.77E9 | 6.22E11 | 1.35E9 | 4.91E8 |
| Proposed approach | | 29.75 | 40 | 59 | 13.22 | 36.06 | 44 | 46.24 | | 32.14 | 32.59 | 40.83 | 21.11 | 38.40 | 45.33 | 21.39 | | 7.02 | 2.88 | 0.02 | 3.51 | 13.54 | 10.15 | 2.80 |
| Semianalytical | | 64.96 | 60.33 | 69.34 | 51.28 | 64.33 | 51.33 | 70.75 | | 58.29 | 67.87 | 64.17 | 46.67 | 58.45 | 54.57 | 58.33 | | 21.05 | 22.77 | 26.14 | 9.88 | 27.19 | 28.58 | 19.18 |
|
|