Table 2 Prediction performance for carbonization characteristics of PLSR models in NIR spectra with 1250–2300 nm region and comparison with OLSR models.
Output variable | Spectrum pretreatment | PLSR | OLSR | |||||||
---|---|---|---|---|---|---|---|---|---|---|
PLS factors | Calibration | Prediction | Calibration | Prediction | ||||||
R2c | RMSEC | R2p | RMSEP | R2c | RMSEC | R2p | RMSEP | |||
C (wt%) | Original | 8 | 0.987 | 0.1840 | 0.973 | 0.2590 | 0.999 | 0.0003 | 0.953 | 0.3440 |
2nd derivative | 7 | 0.991 | 0.1486 | 0.976 | 0.2461 | 0.999 | 0.0003 | 0.940 | 0.3885 | |
O/C | Original | 6 | 0.974 | 0.0048 | 0.963 | 0.0057 | 0.999 | 0.0003 | 0.907 | 0.0091 |
2nd derivative | 5 | 0.981 | 0.0041 | 0.964 | 0.0056 | 0.999 | 0.0003 | 0.874 | 0.0106 | |
H/C | Original | 7 | 0.990 | 0.0003 | 0.984 | 0.0004 | 0.992 | 0.0003 | 0.966 | 0.0006 |
2nd derivative | 6 | 0.994 | 0.0003 | 0.984 | 0.0004 | 0.992 | 0.0003 | 0.912 | 0.0010 |