Table 8 General performance for the different ML models for both single and multi-output targets.
| Â | MR | LR | RG | RF | GB | SMR-ML | SMR-NN |
|---|---|---|---|---|---|---|---|
Single-output (porosity) | |||||||
 R2 | 0.52 | 0.52 | 0.48 | 0.99 | 0.99 | 0.99 | 0.99 |
 MAE | 0.08 | 0.08 | 0.09 | 0.0003 | 0.0004 | 0.0012 | 0.0015 |
 C. Time (min) | 0.1 | 0.01 | 0.001 | 2.1 | 9.6 | 55.6 | 4.8 |
Single-output (permeability [mD]) | |||||||
 R2 | 0.28 | 0.28 | 0.25 | 0.99 | 0.99 | 0.99 | 0.95 |
 MAE | 1.13 | 1.14 | 1.20 | 0.0023 | 0.0003 | 0.0002 | 0.012 |
 C. Time (min) | 0.4 | 0.05 | 0.001 | 2.3 | 95.7 | 229.4 | 4.5 |
Multi-output (porosity and permeability [mD]) | |||||||
 R2 | 0.39 | 0.39 | 0.39 | 0.93 | 0.92 | 0.93 | 0.96 |
 Test_MAE | 0.61 | 0.61 | 0.61 | 0.11 | 0.09 | 0.11 | 0.02 |
 C. Time (min) | 0.3 | 0.6 | 0.001 | 0.2 | 8.5 | 10.0 | 12.1 |