Research Article
Machine Learning and Statistical Methods for Studying Voids and Photothermal Effects of a Semiconductor Rotational Medium with Thermal Relaxation Time
Table 9
The accuracy measurements for ANN models of the imaginary (Im) parts of the horizontal displacement components.
| | | (photothermal) | (photothermal) | (nonphotothermal) | (nonphotothermal) |
| Im (u) | SMAPE | 0.1814 | 0.1641 | 0.1509 | 0.2530 | MSE | 1.1728 | 0.8792 | 0.6575 | 1.2108 | MAPE | 0.5330 | 0.4374 | 0.3121 | 0.3833 | Im ( ) | SMAPE | 0.12312 | 0.152 | 0.16672 | 0.10719 | MASE | 1.92028225 | 1.91250976 | 1.99700485 | 1.84391622 | MAPE | 0.345878506 | 0.420277345 | 0.595457178 | 0.265812308 | 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 | 7.58E − 05 | 5.45E − 05 | 5.66E − 05 | 4.65E − 05 | MASE | 0.4092 | 0.366666667 | 0.424285714 | 0.365869565 | MAPE | 0.361733 | 0.221326 | 0.27026 | 1.197851 | Im () | SMAPE | 2.22E − 05 | 3.43E − 05 | 2.63E − 05 | 4.04E − 05 | MASE | 1.485 | 1.339411 | 1.446923077 | 1.485 | MAPE | 2.839228 | 0.988999 | 1.223858 | 1.917065 | Im (T) | SMAPE | 1.72414E − 07 | 1.19812E − 07 | 5.64606E − 08 | 5.96303E − 08 | MASE | 0.691406975 | 0.987060231 | 0.361210611 | 0.446970393 | MAPE | 0.345878506 | 0.420277345 | 0.595457178 | 0.265812308 | Im (N) | SMAPE | 1.14684E − 06 | 6.28596E − 07 | 0.000837008 | 0.00094504 | MASE | 0.721911609 | 1.003318364 | 0.406617291 | 0.520677279 | MAPE | 0.090821 | 0.06533 | 0.423038 | 4.207863 |
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