Force field development from first principles for materials design
ORAL
Abstract
The ability to perform accurate calculations efficiently is crucial for computational materials design. In this talk, we will discuss a stream-lined approach to force field development using first principles density functional theory training data and machine learning algorithms. We will also discuss the validation of this approach on precious metal nanoparticles.
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Authors
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Maria Chan
Argonne National Laboratory
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Alper Kinaci
Argonne National Laboratory
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Badri Narayanan
Argonne National Laboratory
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Fatih Sen
Argonne National Laboratory
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Stephen Gray
Argonne Natl Lab, Argonne National Laboratory
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Michael Davis
Argonne National Laboratory
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Subramanian Sankaranaryanan
Argonne National Laboratory