Table 2. Comprehensive evaluation metrics for CNN versus conventional Rietveld refinement.
| Material | Method | R wp | R p | R exp |
|
|---|---|---|---|---|---|
| CeO2 | Rietveld | 16.70 | 12.60 | 4.10 | 16.47 |
| CNN | 17.30 | 12.70 | 4.12 | 17.56 | |
| PbSO4 | Rietveld | 7.16 | 7.37 | 3.54 | 4.09 |
| CNN | 7.18 | 7.38 | 3.54 | 4.11 | |
| Tb2BaCoO5 | Rietveld | 20.10 | 17.20 | 7.39 | 7.39 |
| CNN | 20.50 | 17.60 | 7.39 | 7.71 | |
| BaLu6(Ge2O7)2(Ge3O10) | Rietveld | 7.57 | 6.11 | 2.90 | 6.80 |
| CNN | 7.62 | 6.17 | 2.90 | 6.90 | |