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A poor man’s coherent Ising machine based on opto-electronic feedback systems for solving optimization problems
Coherent Ising machines (CIMs) constitute a promising approach to solve computationally hard optimization problems by mapping them to ground state searches of the Ising model and implementing them with optical artificial spin-networks. However, while CIMs promise speed-ups over conventional digital...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6687753/ https://www.ncbi.nlm.nih.gov/pubmed/31395872 http://dx.doi.org/10.1038/s41467-019-11484-3 |
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author | Böhm, Fabian Verschaffelt, Guy Van der Sande, Guy |
author_facet | Böhm, Fabian Verschaffelt, Guy Van der Sande, Guy |
author_sort | Böhm, Fabian |
collection | PubMed |
description | Coherent Ising machines (CIMs) constitute a promising approach to solve computationally hard optimization problems by mapping them to ground state searches of the Ising model and implementing them with optical artificial spin-networks. However, while CIMs promise speed-ups over conventional digital computers, they are still challenging to build and operate. Here, we propose and test a concept for a fully programmable CIM, which is based on opto-electronic oscillators subjected to self-feedback. Contrary to current CIM designs, the artificial spins are generated in a feedback induced bifurcation and encoded in the intensity of coherent states. This removes the necessity for nonlinear optical processes or large external cavities and offers significant advantages regarding stability, size and cost. We demonstrate a compact setup for solving MAXCUT optimization problems on regular and frustrated graphs with 100 spins and can report similar or better performance compared to CIMs based on degenerate optical parametric oscillators. |
format | Online Article Text |
id | pubmed-6687753 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-66877532019-08-12 A poor man’s coherent Ising machine based on opto-electronic feedback systems for solving optimization problems Böhm, Fabian Verschaffelt, Guy Van der Sande, Guy Nat Commun Article Coherent Ising machines (CIMs) constitute a promising approach to solve computationally hard optimization problems by mapping them to ground state searches of the Ising model and implementing them with optical artificial spin-networks. However, while CIMs promise speed-ups over conventional digital computers, they are still challenging to build and operate. Here, we propose and test a concept for a fully programmable CIM, which is based on opto-electronic oscillators subjected to self-feedback. Contrary to current CIM designs, the artificial spins are generated in a feedback induced bifurcation and encoded in the intensity of coherent states. This removes the necessity for nonlinear optical processes or large external cavities and offers significant advantages regarding stability, size and cost. We demonstrate a compact setup for solving MAXCUT optimization problems on regular and frustrated graphs with 100 spins and can report similar or better performance compared to CIMs based on degenerate optical parametric oscillators. Nature Publishing Group UK 2019-08-08 /pmc/articles/PMC6687753/ /pubmed/31395872 http://dx.doi.org/10.1038/s41467-019-11484-3 Text en © The Author(s) 2019 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Böhm, Fabian Verschaffelt, Guy Van der Sande, Guy A poor man’s coherent Ising machine based on opto-electronic feedback systems for solving optimization problems |
title | A poor man’s coherent Ising machine based on opto-electronic feedback systems for solving optimization problems |
title_full | A poor man’s coherent Ising machine based on opto-electronic feedback systems for solving optimization problems |
title_fullStr | A poor man’s coherent Ising machine based on opto-electronic feedback systems for solving optimization problems |
title_full_unstemmed | A poor man’s coherent Ising machine based on opto-electronic feedback systems for solving optimization problems |
title_short | A poor man’s coherent Ising machine based on opto-electronic feedback systems for solving optimization problems |
title_sort | poor man’s coherent ising machine based on opto-electronic feedback systems for solving optimization problems |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6687753/ https://www.ncbi.nlm.nih.gov/pubmed/31395872 http://dx.doi.org/10.1038/s41467-019-11484-3 |
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