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. 2022 Sep 5;13(9):808. doi: 10.3390/insects13090808

Table 3.

The metrics of ANN, SVR, and PLS model.

Group Model Training Set Validation Set Total Set
R2 RMSE MSE MAE R2 RMSE MSE MAE R2 RMSE MSE MAE
10 °C ANN 0.96 7.6 57.78 5.39 0.81 17.9 320.36 12.44 0.94 9.5 90.32 5.76
SVR 0.98 6.22 38.73 2.08 0.57 20.94 438.61 18.92 0.92 11.07 122.58 5.61
PLS 0.86 14.27 203.76 10.84 0.55 27.92 779.3 22.89 0.78 18.01 324.44 13.36
25 °C ANN 0.79 17.22 296.5 11.25 0.69 23.19 537.77 15.88 0.77 18.63 347.09 12.22
SVR 0.91 11.89 141.38 3.79 0.43 24.23 587.13 19.11 0.84 15.32 234.84 7
PLS 0.53 25.95 673.16 20.18 0.57 27.2 739.58 20.27 0.54 26.21 687.08 20.2
40 °C ANN 0.88 13.5 182.32 10.21 0.76 15.88 252.06 12.4 0.86 14.03 196.75 10.66
SVR 1 0.66 0.44 0.19 0.66 21.38 457.18 16.21 0.93 9.74 94.94 3.51
PLS 0.71 21.02 441.89 16.59 0.64 19.39 376.14 14.44 0.7 20.7 428.29 16.15