Classification of crystal structure using a convolutional neural network
Abstract
A deep-machine-learning technique based on a convolutional neural network (CNN) is introduced. It has been employed for the classification of crystal system, extinction group and space group for given powder X-ray diffraction patterns of inorganic materials.
- Publication:
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IUCrJ
- Pub Date:
- June 2017
- DOI:
- Bibcode:
- 2017IUCrJ...4..486P
- Keywords:
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- convolutional neural network (CNN);
- artificial neural network (ANN);
- powder X-ray diffraction;
- crystal system;
- inorganic materials;
- computational modelling;
- crystal structure prediction;
- properties of solids