Optimizing the orbital occupation in the multiple minima problem of magnetic materials from the metaheuristic firefly
Adam Payne1, Guillermo Avedaño-Franco, Xu He
1West Virginia University, Morgantown, WV 26505, USA. apayne9@mix.wvu.edu.
Physical Chemistry Chemical Physics : PCCP
|September 26, 2019
Summary
We introduce a new method using the firefly algorithm to find the ground state in complex materials. This approach efficiently scans orbital occupations for density functional theory (DFT) calculations.
Area of Science:
- Computational Materials Science
- Quantum Chemistry
- Solid State Physics
Background:
- Strongly correlated materials exhibit complex electronic structures with multiple energy minima.
- Identifying the true ground state is crucial for predicting material properties.
- Traditional methods struggle with the vast number of possible orbital occupations.
Purpose of the Study:
- To implement and validate the firefly algorithm for scanning orbital occupation minima in DFT+U.
- To efficiently identify the ground state occupations in strongly correlated systems.
- To provide a generalizable method for various computational codes.
Main Methods:
- Application of the firefly algorithm to optimize orbital occupations.
- Utilizing density functional theory (DFT) with Hubbard U correction.
- Testing the implementation on KCoF3 and UO2 crystals using the Abinit code.
Main Results:
- Successfully scanned multiple metastable minima of orbital occupations.
- Identified the ground state occupations in d and f electron systems.
- Demonstrated the method's validity and performance against previous approaches.
Conclusions:
- The firefly algorithm provides an efficient and generalizable solution for finding ground states in DFT+U.
- This method enhances the study of strongly correlated materials.
- Applicable to any computational code employing constrained occupation matrices.
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