Table 2.
Pretreatment Method | Forecasting Method | Wavelength (nm) | Training Set | Prediction Set | ||
---|---|---|---|---|---|---|
RMSEc | Rc2 | RMSEp | Rp2 | |||
MSC | ETR | 515 | 0.3429 | 0.9905 | 1.5670 | 0.8035 |
RFR | 0.7061 | 0.9596 | 1.5826 | 0.7995 | ||
BAR | 0.8010 | 0.9480 | 1.5777 | 0.8008 | ||
SNV | ETR | 515 | 0.3429 | 0.9905 | 1.5670 | 0.8035 |
RFR | 0.7061 | 0.9596 | 1.5826 | 0.7995 | ||
BAR | 0.8010 | 0.9480 | 1.5777 | 0.8008 | ||
DWT | ETR | 555 590 555 |
0.0720 | 0.9996 | 2.3676 | 0.5513 |
RFR | 0.7567 | 0.9536 | 2.2347 | 0.6002 | ||
BAR | 1.0597 | 0.9089 | 2.2184 | 0.6061 | ||
SG | ETR | 515 | 0.3429 | 0.9905 | 1.5670 | 0.8035 |
RFR | 0.7062 | 0.9595 | 1.5798 | 0.8002 | ||
BAR | 0.8010 | 0.9480 | 1.5777 | 0.8008 | ||
MinMax | ETR | 515 | 0.3429 | 0.9905 | 1.5670 | 0.8035 |
RFR | 0.7044 | 0.9598 | 1.5798 | 0.8002 | ||
BAR | 0.7989 | 0.9482 | 1.5777 | 0.8008 | ||
OD | ETR | 590 | 0.1737 | 0.9971 | 1.8834 | 0.6074 |
RFR | 0.7179 | 0.9508 | 1.7394 | 0.6651 | ||
BAR | 0.8133 | 0.9369 | 1.7986 | 0.6419 | ||
PBOR | ETR | 515 | 0.3618 | 0.9894 | 1.5813 | 0.7998 |
RFR | 0.7106 | 0.9590 | 1.5853 | 0.7988 | ||
BAR | 0.8079 | 0.9471 | 1.5679 | 0.8032 | ||
CR | ETR | 515 | 0.3429 | 0.9905 | 1.5670 | 0.8035 |
RFR | 0.7061 | 0.9596 | 1.5826 | 0.7995 | ||
BAR | 0.8010 | 0.9480 | 1.5777 | 0.8008 |