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)SMAPE0.18140.16410.15090.2530
MSE1.17280.87920.65751.2108
MAPE0.53300.43740.31210.3833
Im ( )SMAPE0.123120.1520.166720.10719
MASE1.920282251.912509761.997004851.84391622
MAPE0.3458785060.4202773450.5954571780.265812308
Im ()SMAPE0.08510.14590.18660.2026
MASE0.68581.40090.59090.7221
MAPE0.22100.56100.63050.8968
Im ()SMAPE7.58E − 055.45E − 055.66E − 054.65E − 05
MASE0.40920.3666666670.4242857140.365869565
MAPE0.3617330.2213260.270261.197851
Im ()SMAPE2.22E − 053.43E − 052.63E − 054.04E − 05
MASE1.4851.3394111.4469230771.485
MAPE2.8392280.9889991.2238581.917065
Im (T)SMAPE1.72414E − 071.19812E − 075.64606E − 085.96303E − 08
MASE0.6914069750.9870602310.3612106110.446970393
MAPE0.3458785060.4202773450.5954571780.265812308
Im (N)SMAPE1.14684E − 066.28596E − 070.0008370080.00094504
MASE0.7219116091.0033183640.4066172910.520677279
MAPE0.0908210.065330.4230384.207863