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Atomicrex—a general purpose tool for the construction of atomic interaction models

Stukowski, Alexander ; Fransson, Erik ; Mock, Markus ; Erhart, Paul (2017)
Atomicrex—a general purpose tool for the construction of atomic interaction models.
In: Modelling and Simulation in Materials Science and Engineering, 25 (5)
doi: 10.1088/1361-651X/aa6ecf
Artikel, Bibliographie

Kurzbeschreibung (Abstract)

We introduce ATOMICREX, an open-source code for constructing interatomic potentials as well as more general types of atomic-scale models. Such effective models are required to simulate extended materials structures comprising many thousands of atoms or more, because electronic structure methods become computationally too expensive at this scale. ATOMICREX covers a wide range of interatomic potential types and fulfills many needs in atomistic model development. As inputs, it supports experimental property values as well as ab initio energies and forces, to which models can be fitted using various optimization algorithms. The open architecture of ATOMICREX allows it to be used in custom model development scenarios beyond classical interatomic potentials while thanks to its Python interface it can be readily integrated e.g., with electronic structure calculations or machine learning algorithms.

Typ des Eintrags: Artikel
Erschienen: 2017
Autor(en): Stukowski, Alexander ; Fransson, Erik ; Mock, Markus ; Erhart, Paul
Art des Eintrags: Bibliographie
Titel: Atomicrex—a general purpose tool for the construction of atomic interaction models
Sprache: Englisch
Publikationsjahr: 10 Mai 2017
Titel der Zeitschrift, Zeitung oder Schriftenreihe: Modelling and Simulation in Materials Science and Engineering
Jahrgang/Volume einer Zeitschrift: 25
(Heft-)Nummer: 5
DOI: 10.1088/1361-651X/aa6ecf
Kurzbeschreibung (Abstract):

We introduce ATOMICREX, an open-source code for constructing interatomic potentials as well as more general types of atomic-scale models. Such effective models are required to simulate extended materials structures comprising many thousands of atoms or more, because electronic structure methods become computationally too expensive at this scale. ATOMICREX covers a wide range of interatomic potential types and fulfills many needs in atomistic model development. As inputs, it supports experimental property values as well as ab initio energies and forces, to which models can be fitted using various optimization algorithms. The open architecture of ATOMICREX allows it to be used in custom model development scenarios beyond classical interatomic potentials while thanks to its Python interface it can be readily integrated e.g., with electronic structure calculations or machine learning algorithms.

Freie Schlagworte: interatomic potentials, scientific software, model development, atomic scale simulations
Fachbereich(e)/-gebiet(e): 11 Fachbereich Material- und Geowissenschaften > Materialwissenschaft > Fachgebiet Materialmodellierung
11 Fachbereich Material- und Geowissenschaften > Materialwissenschaft
11 Fachbereich Material- und Geowissenschaften
Hinterlegungsdatum: 22 Mai 2017 08:31
Letzte Änderung: 22 Mai 2017 08:31
PPN:
Sponsoren: Funding by the Knut and Alice Wallenberg Foundation, the Deutsche Forschungsgemeinschaft (DFG) through Grant No. STU 611/1-1, the Swedish Research Council, and the Helmholtz Joint Research Group 411 (ODS-HiTs) is gratefully acknowledged.
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