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A single shot coherent Ising machine based on a network of injection-locked multicore fiber lasers

Combinatorial optimization problems over large and complex systems have many applications in social networks, image processing, artificial intelligence, computational biology and a variety of other areas. Finding the optimized solution for such problems in general are usually in non-deterministic po...

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Autores principales: Babaeian, Masoud, Nguyen, Dan T., Demir, Veysi, Akbulut, Mehmetcan, Blanche, Pierre-A, Kaneda, Yushi, Guha, Saikat, Neifeld, Mark A., Peyghambarian, N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6684570/
https://www.ncbi.nlm.nih.gov/pubmed/31388011
http://dx.doi.org/10.1038/s41467-019-11548-4
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author Babaeian, Masoud
Nguyen, Dan T.
Demir, Veysi
Akbulut, Mehmetcan
Blanche, Pierre-A
Kaneda, Yushi
Guha, Saikat
Neifeld, Mark A.
Peyghambarian, N.
author_facet Babaeian, Masoud
Nguyen, Dan T.
Demir, Veysi
Akbulut, Mehmetcan
Blanche, Pierre-A
Kaneda, Yushi
Guha, Saikat
Neifeld, Mark A.
Peyghambarian, N.
author_sort Babaeian, Masoud
collection PubMed
description Combinatorial optimization problems over large and complex systems have many applications in social networks, image processing, artificial intelligence, computational biology and a variety of other areas. Finding the optimized solution for such problems in general are usually in non-deterministic polynomial time (NP)-hard complexity class. Some NP-hard problems can be easily mapped to minimizing an Ising energy function. Here, we present an analog all-optical implementation of a coherent Ising machine (CIM) based on a network of injection-locked multicore fiber (MCF) lasers. The Zeeman terms and the mutual couplings appearing in the Ising Hamiltonians are implemented using spatial light modulators (SLMs). As a proof-of-principle, we demonstrate the use of optics to solve several Ising Hamiltonians for up to thirteen nodes. Overall, the average accuracy of the CIM to find the ground state energy was ~90% for 120 trials. The fundamental bottlenecks for the scalability and programmability of the presented CIM are discussed as well.
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spelling pubmed-66845702019-08-08 A single shot coherent Ising machine based on a network of injection-locked multicore fiber lasers Babaeian, Masoud Nguyen, Dan T. Demir, Veysi Akbulut, Mehmetcan Blanche, Pierre-A Kaneda, Yushi Guha, Saikat Neifeld, Mark A. Peyghambarian, N. Nat Commun Article Combinatorial optimization problems over large and complex systems have many applications in social networks, image processing, artificial intelligence, computational biology and a variety of other areas. Finding the optimized solution for such problems in general are usually in non-deterministic polynomial time (NP)-hard complexity class. Some NP-hard problems can be easily mapped to minimizing an Ising energy function. Here, we present an analog all-optical implementation of a coherent Ising machine (CIM) based on a network of injection-locked multicore fiber (MCF) lasers. The Zeeman terms and the mutual couplings appearing in the Ising Hamiltonians are implemented using spatial light modulators (SLMs). As a proof-of-principle, we demonstrate the use of optics to solve several Ising Hamiltonians for up to thirteen nodes. Overall, the average accuracy of the CIM to find the ground state energy was ~90% for 120 trials. The fundamental bottlenecks for the scalability and programmability of the presented CIM are discussed as well. Nature Publishing Group UK 2019-08-06 /pmc/articles/PMC6684570/ /pubmed/31388011 http://dx.doi.org/10.1038/s41467-019-11548-4 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
Babaeian, Masoud
Nguyen, Dan T.
Demir, Veysi
Akbulut, Mehmetcan
Blanche, Pierre-A
Kaneda, Yushi
Guha, Saikat
Neifeld, Mark A.
Peyghambarian, N.
A single shot coherent Ising machine based on a network of injection-locked multicore fiber lasers
title A single shot coherent Ising machine based on a network of injection-locked multicore fiber lasers
title_full A single shot coherent Ising machine based on a network of injection-locked multicore fiber lasers
title_fullStr A single shot coherent Ising machine based on a network of injection-locked multicore fiber lasers
title_full_unstemmed A single shot coherent Ising machine based on a network of injection-locked multicore fiber lasers
title_short A single shot coherent Ising machine based on a network of injection-locked multicore fiber lasers
title_sort single shot coherent ising machine based on a network of injection-locked multicore fiber lasers
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6684570/
https://www.ncbi.nlm.nih.gov/pubmed/31388011
http://dx.doi.org/10.1038/s41467-019-11548-4
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