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Quantum annealing for microstructure equilibration with long-range elastic interactions

We demonstrate the use and benefits of quantum annealing approaches for the determination of equilibrated microstructures in shape memory alloys and other materials with long-range elastic interaction between coherent grains and their different martensite variants and phases. After a one dimensional...

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Autores principales: Sandt, Roland, Le Bouar, Yann, Spatschek, Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10102158/
https://www.ncbi.nlm.nih.gov/pubmed/37055543
http://dx.doi.org/10.1038/s41598-023-33232-w
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author Sandt, Roland
Le Bouar, Yann
Spatschek, Robert
author_facet Sandt, Roland
Le Bouar, Yann
Spatschek, Robert
author_sort Sandt, Roland
collection PubMed
description We demonstrate the use and benefits of quantum annealing approaches for the determination of equilibrated microstructures in shape memory alloys and other materials with long-range elastic interaction between coherent grains and their different martensite variants and phases. After a one dimensional illustration of the general approach, which requires to formulate the energy of the system in terms of an Ising Hamiltonian, we use distant dependent elastic interactions between grains to predict the variant selection for different transformation eigenstrains. The results and performance of the computations are compared to classical algorithms, demonstrating that the new approach can lead to a significant acceleration of the simulations. Beyond a discretization using simple cuboidal elements, also a direct representation of arbitrary microstructures is possible, allowing fast simulations with currently up to several thousand grains.
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spelling pubmed-101021582023-04-15 Quantum annealing for microstructure equilibration with long-range elastic interactions Sandt, Roland Le Bouar, Yann Spatschek, Robert Sci Rep Article We demonstrate the use and benefits of quantum annealing approaches for the determination of equilibrated microstructures in shape memory alloys and other materials with long-range elastic interaction between coherent grains and their different martensite variants and phases. After a one dimensional illustration of the general approach, which requires to formulate the energy of the system in terms of an Ising Hamiltonian, we use distant dependent elastic interactions between grains to predict the variant selection for different transformation eigenstrains. The results and performance of the computations are compared to classical algorithms, demonstrating that the new approach can lead to a significant acceleration of the simulations. Beyond a discretization using simple cuboidal elements, also a direct representation of arbitrary microstructures is possible, allowing fast simulations with currently up to several thousand grains. Nature Publishing Group UK 2023-04-13 /pmc/articles/PMC10102158/ /pubmed/37055543 http://dx.doi.org/10.1038/s41598-023-33232-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Sandt, Roland
Le Bouar, Yann
Spatschek, Robert
Quantum annealing for microstructure equilibration with long-range elastic interactions
title Quantum annealing for microstructure equilibration with long-range elastic interactions
title_full Quantum annealing for microstructure equilibration with long-range elastic interactions
title_fullStr Quantum annealing for microstructure equilibration with long-range elastic interactions
title_full_unstemmed Quantum annealing for microstructure equilibration with long-range elastic interactions
title_short Quantum annealing for microstructure equilibration with long-range elastic interactions
title_sort quantum annealing for microstructure equilibration with long-range elastic interactions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10102158/
https://www.ncbi.nlm.nih.gov/pubmed/37055543
http://dx.doi.org/10.1038/s41598-023-33232-w
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