Pair distribution function analysis for oxide defect identification through feature extraction and supervised learning

Shuyan Zhang, Jie Gong, Sharon Chu +3

Feature extraction and a neural network model are applied to predict the defect types and concentrations in experimental TiO${}_2$ samples. A dataset of TiO${}_2$ structures with vacan…