Thermophysical Properties of Molten FLiNaK: a Moment Tensor Potential Approach

Fuente: arXiv
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Main Authors: Nikita, Rybin, Maksimov, Dmitrii, Zaikov, Yuriy, Shapeev, Alexander
Format: Preprint
Published: 2024
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author Nikita, Rybin
Maksimov, Dmitrii
Zaikov, Yuriy
Shapeev, Alexander
author_facet Nikita, Rybin
Maksimov, Dmitrii
Zaikov, Yuriy
Shapeev, Alexander
contents Fluoride salts demonstrate significant potential for applications in next-generation nuclear reactors, necessitating a comprehensive understanding of their thermophysical properties for technological advancements. Experimental measurement of these properties poses challenges, due to factors such as high temperatures, impurity control, and corrosion. Consequently, precise computational modeling methods become essential for predicting the thermophysical properties of molten salts. In this work, we performed molecular dynamics (MD) simulations of several thermophysical properties of the eutectic salt mixture LiF-NaF-KF (FLiNaK) melt, including density, self-diffusion coefficients, viscosity, and thermal conductivity. We demonstrated the successful application of moment tensor potentials (MTP) as an accurate model for interatomic interactions in FLiNaK. Our results on thermophysical properties calculations exhibit strong agreement with experimental data. An important aspect of our methodology is the incorporation of an active learning scheme, which enables the generation of a robust and accurate potential, while maintaining a moderate-sized training dataset.
format Preprint
id arxiv_https___arxiv_org_abs_2402_18220
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Thermophysical Properties of Molten FLiNaK: a Moment Tensor Potential Approach
Nikita, Rybin
Maksimov, Dmitrii
Zaikov, Yuriy
Shapeev, Alexander
Materials Science
Computational Physics
Fluoride salts demonstrate significant potential for applications in next-generation nuclear reactors, necessitating a comprehensive understanding of their thermophysical properties for technological advancements. Experimental measurement of these properties poses challenges, due to factors such as high temperatures, impurity control, and corrosion. Consequently, precise computational modeling methods become essential for predicting the thermophysical properties of molten salts. In this work, we performed molecular dynamics (MD) simulations of several thermophysical properties of the eutectic salt mixture LiF-NaF-KF (FLiNaK) melt, including density, self-diffusion coefficients, viscosity, and thermal conductivity. We demonstrated the successful application of moment tensor potentials (MTP) as an accurate model for interatomic interactions in FLiNaK. Our results on thermophysical properties calculations exhibit strong agreement with experimental data. An important aspect of our methodology is the incorporation of an active learning scheme, which enables the generation of a robust and accurate potential, while maintaining a moderate-sized training dataset.
title Thermophysical Properties of Molten FLiNaK: a Moment Tensor Potential Approach
topic Materials Science
Computational Physics
url https://arxiv.org/abs/2402.18220