Publications by authors named "Alsayoud G Ibrahim"
Article Synopsis
- Predicting crystal structures from chemical formulas is a tough challenge in condensed matter physics, and this study introduces a machine learning model for determining crystal point groups of ternary materials (A,B,C).
- The model uses a small set of important features (stoichiometry, ionic radii, ionization energies, oxidation states) to achieve impressive balanced accuracies over 95% with multiple ML methods, despite the complexities of the task.
- The accuracy of the predictions is currently constrained by the amount of data available, suggesting that having more comprehensive data could lead to even more precise predictions.
