Table 5.
Parameters and prediction differences of water models.
| Parameter | Water Model 1 | Water Model 2 | Water Model 3 | Water Model 4 | ||||
|---|---|---|---|---|---|---|---|---|
| Training set | Test set | Training set | Test set | Training set | Test set | Training set | Test set | |
| Number of samples | 47 | 19 | 46 | 16 | 30 | 10 | 32 | 11 |
| Content range (%, mg/mg) | 1.39–9.29 | 1.50–7.17 | 0.41–8.98 | 1.29–7.67 | 1.42–8.73 | 1.89–7.08 | 0.50–2.60 | 1.30–2.28 |
| Wavenumber range (cm−1) | 9403.5–7498.1 | 10502.8–9951.2, 7752.7–5546.4 | 10502.8–8848.1, 8304.2–7197.3 | 8851.9–7748.8, 6101.9–5546.4 | ||||
| Pre-processing method | 1st derivative + vector normalization | 1st derivative + vector normalization | 1st derivative + vector normalization | 1st derivative + vector normalization | ||||
| Rank | 3 | 5 | 6 | 2 | ||||
| R2 (%) | 99.33 | 99.67 | 99.23 | 93.59 | ||||
| RMSEP (%) | 0.174 | 0.117 | 0.13 | 0.0737 | ||||
| Samples whose prediction difference is >5% | 0% (0/377) | 0% (0/377) | 0% (0/78) | 0% (0/96) | ||||
| Samples whose prediction difference is <1% | 87.0% (328/377) | 80.9% (305/377) | 47.4% (37/78) | 96.9% (93/96) | ||||
| Average prediction difference | 0.4% | 0.5% | 1.0% | 0.4% | ||||