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AARON: An Automated Reaction Optimizer for New Catalysts
Yanfei Guan1, Victoria M Ingman2, Benjamin J Rooks1
1Department of Chemistry , Texas A&M University , College Station , Texas 77842 , United States.
An Automated Reaction Optimizer for New catalysts (AARON) streamlines catalyst discovery by automating complex quantum mechanical calculations. This open-source toolkit accelerates the prediction of asymmetric catalytic reaction outcomes, aiding in catalyst selection.
Area of Science:
- Computational Chemistry
- Catalysis
- Organic Chemistry
Background:
- Computational quantum chemistry is vital for understanding asymmetric catalyst performance.
- Predicting reaction selectivity necessitates extensive geometry optimization of transition states and intermediates.
- Manual optimization is time-consuming and limits computational screening of catalysts.
Purpose of the Study:
- To introduce AARON (An Automated Reaction Optimizer for New catalysts), an open-source toolkit.
- To automate quantum mechanical geometry optimization and characterization for asymmetric catalysis.
- To accelerate computational workflows for catalyst screening.
Main Methods:
- Developed AARON, an automated workflow integrating quantum mechanical calculations.
- Utilized object-oriented Perl modules (AaronTools) for molecular structure manipulation.
- Interface with electronic structure packages to perform geometry optimizations and characterizations.
Main Results:
- AARON successfully automates the optimization and characterization of transition states and intermediates.
- Demonstrated accelerated quantum chemical workflows for catalyst screening.
- Presented applications in both organocatalyzed and transition-metal-catalyzed reactions.
Conclusions:
- AARON significantly reduces the manual effort required for computational catalyst design.
- The toolkit enables efficient prediction of catalyst activity and selectivity.
- AARON facilitates broader exploration of potential catalysts for asymmetric reactions.
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