Table 4.
SSC and acidity of the potato samples measured by NIR spectroscopy and predicted by various models.
| Variable | Smoothing | Model | R2val | R2cal | RMSEval | RMSEcal |
|---|---|---|---|---|---|---|
| SSC | Moving Average | PCR | 0.716 | 0.825 | 0.199 | 0.153 |
| PLS | 0.770 | 0.938 | 0.179 | 0.092 | ||
| SVR | 0.551 | 0.701 | 0.253 | 0.215 | ||
| Gaussian Filter | PCR | 0.781 | 0.878 | 0.174 | 0.128 | |
| PLS | 0.789 | 0.943 | 0.171 | 0.087 | ||
| SVR | 0.540 | 0.687 | 0.255 | 0.219 | ||
| Median Filter | PCR | 0.711 | 0.823 | 0.201 | 0.155 | |
| PLS | 0.801 | 0.943 | 0.168 | 0.088 | ||
| SVR | 0.526 | 0.668 | 0.259 | 0.224 | ||
| Savitzky–Golay | PCR | 0.746 | 0.869 | 0.189 | 0.133 | |
| PLS | 0.787 | 0.937 | 0.173 | 0.093 | ||
| SVR | 0.515 | 0.653 | 0.261 | 0.228 | ||
| pH | Moving Average | PCR | 0.871 | 0.927 | 0.141 | 0.105 |
| PLS | 0.906 | 0.971 | 0.121 | 0.066 | ||
| SVR | 0.496 | 0.770 | 0.308 | 0.252 | ||
| Gaussian Filter | PCR | 0.872 | 0.929 | 0.141 | 0.103 | |
| PLS | 0.914 | 0.978 | 0.116 | 0.058 | ||
| SVR | 0.569 | 0.806 | 0.292 | 0.232 | ||
| Median Filter | PCR | 0.684 | 0.803 | 0.210 | 0.163 | |
| PLS | 0.931 | 0.984 | 0.104 | 0.049 | ||
| SVR | 0.523 | 0.789 | 0.302 | 0.243 | ||
| Savitzky–Golay | PCR | 0.872 | 0.929 | 0.142 | 0.104 | |
| PLS | 0.920 | 0.981 | 0.111 | 0.053 | ||
| SVR | 0.498 | 0.770 | 0.308 | 0.252 |