Table 3 Statistical parameters of core modeling for independent drilling.
Metal | Feature selection algorithms | R2 | RMSEP (%) | RPD | Metal | Feature selection algorithms | R2 | RMSEP (%) | RPD |
|---|---|---|---|---|---|---|---|---|---|
Si | CARS | 0.857 | 3.321 | 2.031 | Ca | CARS | 0.612 | 1.279 | 1.380 |
LAR-CARS | 0.851 | 2.662 | 2.392 | LAR-CARS | 0.724 | 1.158 | 1.533 | ||
Al | CARS | 0.828 | 1.542 | 1.970 | Fe | CARS | 0.914 | 0.752 | 2.234 |
LAR-CARS | 0.798 | 1.355 | 2.080 | LAR-CARS | 0.931 | 0.688 | 2.426 | ||
K | CARS | 0.627 | 0.428 | 1.352 | Ti | CARS | 0.690 | 0.230 | 1.548 |
LAR-CARS | 0.634 | 0.350 | 1.486 | LAR-CARS | 0.737 | 0.218 | 1.608 |