Research Article
Machine Learning and Statistical Methods for Studying Voids and Photothermal Effects of a Semiconductor Rotational Medium with Thermal Relaxation Time
Table 11
The accuracy measurements for cubic spline models of the imaginary (Im) parts of the horizontal displacement components.
| | | (photothermal) | (photothermal) | (nonphotothermal) | (nonphotothermal) |
| Im (u) | SMAPE | 3.26E − 05 | 3.55E − 05 | 3.27E − 05 | 5.69E − 05 | MASE | 0.860451 | 1.075861 | 1.142913 | 4.810742 | MAPE | 1.69881 | 3.285466 | 2.821202 | 4.276973 | Im ( ) | SMAPE | 6.59E − 06 | 1.30E − 05 | 7.28E − 06 | 1.48E − 05 | MASE | 0.032646 | 0.031188 | 0.032157 | 0.030266 | MAPE | 0.011694 | 0.010957 | 0.010679 | 0.01026 | Im () | SMAPE | 0.0851 | 0.1459 | 0.1866 | 0.2026 | MASE | 0.6858 | 1.4009 | 0.5909 | 0.7221 | MAPE | 0.2210 | 0.5610 | 0.6305 | 0.8968 | Im () | SMAPE | 6.06E − 05 | 5.45E − 05 | 5.66E − 05 | 4.65E − 05 | MASE | 10.170402 | 10.02873667 | 9.334621607 | 7.56075913 | MAPE | 0.361733 | 0.221326 | 0.27026 | 1.197851 | Im () | SMAPE | 2.22222E − 05 | 3.43434E − 05 | 2.62626E − 05 | 4.0404E − 05 | MASE | 10.33146 | 10.09063324 | 10.29436269 | 4.0404E-05 | MAPE | 0.570035 | 6.393111 | 0.443825 | 0.627785 | Im (T) | SMAPE | 1.72414E − 07 | 1.19812E − 07 | 5.64606E − 08 | 5.96303E − 08 | MASE | 1.198816978 | 1.376388285 | 0.848361421 | 0.945056408 | MAPE | 0.282599 | 0.201004 | 0.263407 | 0.342063 | Im (N) | SMAPE | 1.14684E − 06 | 6.28596E − 07 | 0.000837008 | 0.00094504 | MASE | 1.219652997 | 1.813691422 | 0.150896213 | 0.076863319 | MAPE | 0.295069 | 0.242391 | 0.116725 | 0.302983 |
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