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Amoeba-inspired analog electronic computing system integrating resistance crossbar for solving the travelling salesman problem

Combinatorial optimization to search for the best solution across a vast number of legal candidates requires the development of a domain-specific computing architecture that can exploit the computational power of physical processes, as conventional general-purpose computers are not powerful enough....

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Detalles Bibliográficos
Autores principales: Saito, Kenta, Aono, Masashi, Kasai, Seiya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7695837/
https://www.ncbi.nlm.nih.gov/pubmed/33247175
http://dx.doi.org/10.1038/s41598-020-77617-7
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author Saito, Kenta
Aono, Masashi
Kasai, Seiya
author_facet Saito, Kenta
Aono, Masashi
Kasai, Seiya
author_sort Saito, Kenta
collection PubMed
description Combinatorial optimization to search for the best solution across a vast number of legal candidates requires the development of a domain-specific computing architecture that can exploit the computational power of physical processes, as conventional general-purpose computers are not powerful enough. Recently, Ising machines that execute quantum annealing or related mechanisms for rapid search have attracted attention. These machines, however, are hard to map application problems into their architecture, and often converge even at an illegal candidate. Here, we demonstrate an analogue electronic computing system for solving the travelling salesman problem, which mimics efficient foraging behaviour of an amoeboid organism by the spontaneous dynamics of an electric current in its core and enables a high problem-mapping flexibility and resilience using a resistance crossbar circuit. The system has high application potential, as it can determine a high-quality legal solution in a time that grows proportionally to the problem size without suffering from the weaknesses of Ising machines.
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spelling pubmed-76958372020-11-30 Amoeba-inspired analog electronic computing system integrating resistance crossbar for solving the travelling salesman problem Saito, Kenta Aono, Masashi Kasai, Seiya Sci Rep Article Combinatorial optimization to search for the best solution across a vast number of legal candidates requires the development of a domain-specific computing architecture that can exploit the computational power of physical processes, as conventional general-purpose computers are not powerful enough. Recently, Ising machines that execute quantum annealing or related mechanisms for rapid search have attracted attention. These machines, however, are hard to map application problems into their architecture, and often converge even at an illegal candidate. Here, we demonstrate an analogue electronic computing system for solving the travelling salesman problem, which mimics efficient foraging behaviour of an amoeboid organism by the spontaneous dynamics of an electric current in its core and enables a high problem-mapping flexibility and resilience using a resistance crossbar circuit. The system has high application potential, as it can determine a high-quality legal solution in a time that grows proportionally to the problem size without suffering from the weaknesses of Ising machines. Nature Publishing Group UK 2020-11-27 /pmc/articles/PMC7695837/ /pubmed/33247175 http://dx.doi.org/10.1038/s41598-020-77617-7 Text en © The Author(s) 2020 Open Access This 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
Saito, Kenta
Aono, Masashi
Kasai, Seiya
Amoeba-inspired analog electronic computing system integrating resistance crossbar for solving the travelling salesman problem
title Amoeba-inspired analog electronic computing system integrating resistance crossbar for solving the travelling salesman problem
title_full Amoeba-inspired analog electronic computing system integrating resistance crossbar for solving the travelling salesman problem
title_fullStr Amoeba-inspired analog electronic computing system integrating resistance crossbar for solving the travelling salesman problem
title_full_unstemmed Amoeba-inspired analog electronic computing system integrating resistance crossbar for solving the travelling salesman problem
title_short Amoeba-inspired analog electronic computing system integrating resistance crossbar for solving the travelling salesman problem
title_sort amoeba-inspired analog electronic computing system integrating resistance crossbar for solving the travelling salesman problem
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7695837/
https://www.ncbi.nlm.nih.gov/pubmed/33247175
http://dx.doi.org/10.1038/s41598-020-77617-7
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