The model workflow of automated crystal composition classification. initial, each and every crystal structure is represented by The 2-dimensional diffraction fingerprint. Then, a little subset of such buildings are applied as schooling set to produce a classification model. specifically, a convolutional neural network is applied, and optimized redu