Table 4. Calibration and validation results for SMC estimation based on different modeling strategies.
| Model | R2cal | RMSEC | R2val | RMSEP | RPD | Abbreviations |
|---|---|---|---|---|---|---|
| PI_RF | 0.896 | 1.768 | 0.907 | 1.477 | 3.396 | PIR |
| NDI_RF | 0.856 | 2.104 | 0.872 | 1.479 | 3.245 | NDIR |
| DI_RF | 0.832 | 2.310 | 0.852 | 1.665 | 2.908 | DIR |
| RI_RF | 0.828 | 2.367 | 0.847 | 1.606 | 2.867 | RIR |
| RI_ELM | 0.823 | 2.301 | 0.820 | 1.984 | 2.322 | RIE |
| PI_ELM | 0.823 | 2.351 | 0.817 | 2.196 | 2.435 | PIE |
| NDI_ELM | 0.824 | 2.302 | 0.815 | 2.277 | 2.389 | NDIE |
| DI_ELM | 0.781 | 2.566 | 0.774 | 2.087 | 2.220 | DIE |