Machine learning scheme for fast extraction of chemically interpretable interatomic potentials

We present a new method for a fast, unbiased and accurate representation of interatomic interactions. It is a combination of an artificial neural network and our new approach for pair potential reconstruction. The potential reconstruction method is simple and computationally cheap and gives rich inf...

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Bibliographic Details
Main Authors: Pavel E. Dolgirev, Ivan A. Kruglov, Artem R. Oganov
Format: Article
Language:English
Published: AIP Publishing LLC 2016-08-01
Series:AIP Advances
Online Access:http://dx.doi.org/10.1063/1.4961886