Fig. 2: Visualization of the perovskite c/a in the train/test dataset and the structure-property relationship between perovskites c/a and features. | npj Computational Materials

Fig. 2: Visualization of the perovskite c/a in the train/test dataset and the structure-property relationship between perovskites c/a and features.

From: Accelerated discovery of supertetragonal perovskites with giant polarization via machine learning

Fig. 2: Visualization of the perovskite c/a in the train/test dataset and the structure-property relationship between perovskites c/a and features.

a Visualization of train/test dataset, where green and blue dots represent c/a less and greater than 1.2, respectively; b Number of samples in binary classification, where 0 and 1 represent c/a less and greater than 1.2, respectively; c The relationship between c/a and electronegativity of X atom; d The relationship between and c/a and tolerance factor; e The relationship between c/a and boiling point of single substance for B-site element; f The relationship between c/a and Ion radius of X-site element. The dotted box represents the most appropriate range for each feature in the train/test dataset.

Back to article page