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Crystal structure prediction of flexible molecules using parallel genetic algorithms with a standard force field
Seonah Kim1, Anita M Orendt, Marta B Ferraro
1Center for High Performance Computing, University of Utah, 155 South 1452 East Room 405, Salt Lake City, Utah 84112-0190, USA.
Journal of Computational Chemistry
|January 9, 2009
Summary
This study presents a computational framework, modified genetic algorithms for crystal and cluster prediction (MGAC), for predicting flexible molecule crystal structures. While successful for known structures, further potential improvements are needed.
Area of Science:
- Computational chemistry
- Crystallography
- Materials science
Background:
- Crystal structure prediction (CSP) is crucial for understanding material properties.
- Predicting structures of flexible molecules presents unique challenges.
- Accurate force fields and efficient sampling methods are essential for CSP.
Purpose of the Study:
- To apply the modified genetic algorithms for crystal and cluster prediction (MGAC) framework for flexible molecule CSP.
- To evaluate the performance of MGAC using the general Amber force field (GAFF) and CHARMM.
- To identify areas for improvement in the CSP methodology.
Main Methods:
- Utilized a distributed computing framework integrating multiple programs.
- Employed a parallel genetic algorithm for crystal structure sampling.
- Incorporated local energy minimization and structure classification.
Main Results:
- The MGAC framework successfully predicted experimentally known crystal structures for flexible molecules.
- Some instances showed missing structures and suboptimal ranking, indicating limitations.
- The general Amber force field (GAFF) and CHARMM were used in conjunction with the framework.
Conclusions:
- The MGAC framework demonstrates capability in predicting flexible molecule crystal structures.
- Further refinement of the underlying potential is necessary for enhanced accuracy and ranking.
- The study highlights the ongoing need for robust computational tools in crystallography.
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