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A quantum annealing approach to ionic diffusion in solids
We have developed a framework for using quantum annealing computation to evaluate a key quantity in ionic diffusion in solids, the correlation factor. Existing methods can only calculate the correlation factor analytically in the case of physically unrealistic models, making it difficult to relate m...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8012594/ https://www.ncbi.nlm.nih.gov/pubmed/33790312 http://dx.doi.org/10.1038/s41598-021-86274-3 |
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author | Utimula, Keishu Ichibha, Tom Prayogo, Genki I. Hongo, Kenta Nakano, Kousuke Maezono, Ryo |
author_facet | Utimula, Keishu Ichibha, Tom Prayogo, Genki I. Hongo, Kenta Nakano, Kousuke Maezono, Ryo |
author_sort | Utimula, Keishu |
collection | PubMed |
description | We have developed a framework for using quantum annealing computation to evaluate a key quantity in ionic diffusion in solids, the correlation factor. Existing methods can only calculate the correlation factor analytically in the case of physically unrealistic models, making it difficult to relate microstructural information about diffusion path networks obtainable by current ab initio techniques to macroscopic quantities such as diffusion coefficients. We have mapped the problem into a quantum spin system described by the Ising Hamiltonian. By applying our framework in combination with ab initio technique, it is possible to understand how diffusion coefficients are controlled by temperatures, pressures, atomic substitutions, and other factors. We have calculated the correlation factor in a simple case with a known exact result by a variety of computational methods, including simulated quantum annealing on the spin models, the classical random walk, the matrix description, and quantum annealing on D-Wave with hybrid solver . This comparison shows that all the evaluations give consistent results with each other, but that many of the conventional approaches require infeasible computational costs. Quantum annealing is also currently infeasible because of the cost and scarcity of qubits, but we argue that when technological advances alter this situation, quantum annealing will easily outperform all existing methods. |
format | Online Article Text |
id | pubmed-8012594 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-80125942021-04-05 A quantum annealing approach to ionic diffusion in solids Utimula, Keishu Ichibha, Tom Prayogo, Genki I. Hongo, Kenta Nakano, Kousuke Maezono, Ryo Sci Rep Article We have developed a framework for using quantum annealing computation to evaluate a key quantity in ionic diffusion in solids, the correlation factor. Existing methods can only calculate the correlation factor analytically in the case of physically unrealistic models, making it difficult to relate microstructural information about diffusion path networks obtainable by current ab initio techniques to macroscopic quantities such as diffusion coefficients. We have mapped the problem into a quantum spin system described by the Ising Hamiltonian. By applying our framework in combination with ab initio technique, it is possible to understand how diffusion coefficients are controlled by temperatures, pressures, atomic substitutions, and other factors. We have calculated the correlation factor in a simple case with a known exact result by a variety of computational methods, including simulated quantum annealing on the spin models, the classical random walk, the matrix description, and quantum annealing on D-Wave with hybrid solver . This comparison shows that all the evaluations give consistent results with each other, but that many of the conventional approaches require infeasible computational costs. Quantum annealing is also currently infeasible because of the cost and scarcity of qubits, but we argue that when technological advances alter this situation, quantum annealing will easily outperform all existing methods. Nature Publishing Group UK 2021-03-31 /pmc/articles/PMC8012594/ /pubmed/33790312 http://dx.doi.org/10.1038/s41598-021-86274-3 Text en © The Author(s) 2021 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/. |
spellingShingle | Article Utimula, Keishu Ichibha, Tom Prayogo, Genki I. Hongo, Kenta Nakano, Kousuke Maezono, Ryo A quantum annealing approach to ionic diffusion in solids |
title | A quantum annealing approach to ionic diffusion in solids |
title_full | A quantum annealing approach to ionic diffusion in solids |
title_fullStr | A quantum annealing approach to ionic diffusion in solids |
title_full_unstemmed | A quantum annealing approach to ionic diffusion in solids |
title_short | A quantum annealing approach to ionic diffusion in solids |
title_sort | quantum annealing approach to ionic diffusion in solids |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8012594/ https://www.ncbi.nlm.nih.gov/pubmed/33790312 http://dx.doi.org/10.1038/s41598-021-86274-3 |
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