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Updated: Feb 2, 2026

Methods of Ex Situ and In Situ Investigations of Structural Transformations: The Case of Crystallization of Metallic Glasses
Published on: June 7, 2018
Crystal Structure Prediction of Magnetic Transition-Metal Oxides by Using Evolutionary Algorithm and Hybrid DFT
Mikhail S Kuklin1, Antti J Karttunen1
1Department of Chemistry and Materials Science, Aalto University, P.O. Box 16100, FI-00076 Aalto, Finland.
Predicting crystal structures of challenging transition-metal oxides is now possible. Combining the USPEX method with CRYSTAL code and hybrid density functional theory (DFT) accurately determines magnetic structures.
Area of Science:
- Computational Materials Science
- Solid-State Chemistry
- Quantum Mechanics
Background:
- Predicting crystal structures computationally is established, but strongly correlated systems like transition-metal oxides remain difficult.
- Accurate prediction requires advanced methods capable of handling complex electronic structures and magnetic properties.
Purpose of the Study:
- To develop and validate a computational approach for accurately predicting crystal structures of transition-metal oxides.
- To overcome limitations of existing methods for strongly correlated materials.
Main Methods:
- Interfacing the evolutionary algorithm USPEX (Universal Structure Predictor: Evolutionary X + Crystallography) with the CRYSTAL code.
- Utilizing Gaussian-type localized atomic basis sets and hybrid density functional theory (DFT) methods, specifically Perdew-Burke-Ernzerhof (PBE0).
- Application to predict crystal structures and magnetic properties of NiO, CoO, α-Fe2O3, V2O3, and CuO.
Main Results:
- Successful prediction of crystal structures for several transition-metal oxides.
- Accurate determination of atomic magnetic moments, spin configurations, and overall structures.
- Demonstrated reliability of the USPEX + hybrid DFT approach for magnetic structure prediction.
Conclusions:
- The combination of USPEX and CRYSTAL with hybrid DFT (PBE0) effectively predicts crystal structures of strongly correlated materials.
- This approach reliably determines the magnetic properties crucial for understanding transition-metal oxides.
- USPEX + hybrid DFT offers a robust solution for computational materials design in challenging systems.
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