Table 1 Phase identification test result.

From: A deep-learning technique for phase identification in multiphase inorganic compounds using synthetic XRD powder patterns

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%

  1. 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
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