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Updated: May 2, 2026

Curation of Computational Chemical Libraries Demonstrated with Alpha-Amino Acids
Published on: April 13, 2022
Exploring the structural complexity of intermetallic compounds by an adaptive genetic algorithm.
X Zhao1, M C Nguyen1, W Y Zhang2
1Ames Laboratory-US Department of Energy, Ames, Iowa 50011, USA and Department of Physics and Astronomy, Iowa State University, Ames, Iowa 50011, USA.
Predicting crystal structures of novel nanoscale materials is now possible with advanced algorithms. This aids in developing high-performance permanent magnets without rare-earth elements, solving puzzles in complex intermetallic compounds.
Area of Science:
- Materials Science
- Crystallography
- Computational Materials Science
Background:
- Solving crystal structures of novel nanoscale phases is challenging due to disorder and competing polymorphs.
- Rapid quenching techniques often result in complex materials with nanoscale grains.
Purpose of the Study:
- To present a novel computational approach for predicting crystal structures of unknown phases without prior assumptions.
- To apply this method to solve complex crystal structures of Zr2Co11 polymorphs.
- To identify the hard magnetic phase and understand the origin of high coercivity in Zr2Co11.
Main Methods:
- Utilizing advances in computer speed and sophisticated algorithms for ab initio structure prediction.
- Employing a method that does not assume Bravais lattice type, atom basis, or unit cell dimensions.
- Applying the approach to analyze the orthorhombic, rhombohedral, and hexagonal polymorphs of Zr2Co11.
Main Results:
- Successfully predicted and solved the complex crystal structures of Zr2Co11 polymorphs.
- Identified the specific hard magnetic phase responsible for high coercivity.
- Provided insights into the origin of high coercivity in this intermetallic compound.
Conclusions:
- The developed computational approach is effective for exploring complex materials with nanoscale grains.
- This work resolves a long-standing puzzle regarding the crystal structures of Zr2Co11.
- The findings guide the development of high-performance permanent magnets without rare-earth elements.
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