Table 1.
Phase identification test result.
| Dataset | Dataset_800k_Org | Dataset_800k_Rand | Dataset_180k_Rand | |
|---|---|---|---|---|
| CNN architecture | CNN_2 | CNN_3 | CNN_3 | CNN_3 |
| Simulated XRD test dataset | (23,000 patterns) | |||
| 100,000 Patterns | 99.60% | 100% | 100% | 99.76% |
| Real XRD test dataset | ||||
| Li2O_SrO_Al2O3 (50 patterns) | 100% | 100% | 100% | 98.67% |
| SrAl2O4_SrO_Al2O3 (50 patterns) | 97.33% | 98.67% | 98% | 97.33% |
The phase identification test results from both the simulated (hold-out) and real test datasets for CNN_2 and CNN_3 trained with Dataset_800k_org, Dataset_800k_rand, and Dataset_180k_rand. The CNNs were trained for two epochs