Table 3.
Model | Parameter | Training phase | Testing phase | ||||||
---|---|---|---|---|---|---|---|---|---|
RMSE | R 2 | MAPE | MAE | RMSE | R 2 | MAPE | MAE | ||
ANFIS | Lycopene | 1.319 | 0.997 | 0.623 | 1.147 | 2.495 | 0.993 | 1.146 | 2.017 |
Total phenolics | 1.547 | 0.999 | 0.452 | 1.201 | 7.716 | 0.956 | 2.496 | 6.563 | |
L* | 0.313 | 0.945 | 0.914 | 0.262 | 0.434 | 0.867 | 1.269 | 0.357 | |
a* | 0.376 | 0.967 | 3.294 | 0.301 | 0.620 | 0.940 | 5.371 | 0.502 | |
Aerobic plate count | 0.033 | 0.991 | 1.120 | 0.025 | 0.078 | 0.998 | 2.648 | 0.056 | |
Yeasts and molds | 0.024 | 0.999 | 3.079 | 0.018 | 0.144 | 0.985 | 5.752 | 0.098 | |
RSM | Lycopene | 2.519 | 0.987 | 1.122 | 1.976 | 2.779 | 0.986 | 1.198 | 2.082 |
Total phenolics | 3.854 | 0.991 | 1.173 | 3.227 | 13.065 | 0.929 | 4.255 | 10.895 | |
L* | 0.703 | 0.720 | 2.012 | 0.568 | 1.275 | 0.388 | 3.094 | 0.823 | |
a* | 0.893 | 0.812 | 7.409 | 0.699 | 0.732 | 0.931 | 7.429 | 0.662 | |
Aerobic plate count | 0.347 | 0.900 | 9.510 | 0.293 | 0.341 | 0.906 | 9.189 | 0.287 | |
Yeasts and molds | 0.260 | 0.933 | 7.584 | 0.218 | 0.212 | 0.956 | 6.116 | 0.177 |