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A 16-bit Coherent Ising Machine for One-Dimensional Ring and Cubic Graph Problems

Many tasks in our modern life, such as planning an efficient travel, image processing and optimizing integrated circuit design, are modeled as complex combinatorial optimization problems with binary variables. Such problems can be mapped to finding a ground state of the Ising Hamiltonian, thus vario...

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Autores principales: Takata, Kenta, Marandi, Alireza, Hamerly, Ryan, Haribara, Yoshitaka, Maruo, Daiki, Tamate, Shuhei, Sakaguchi, Hiromasa, Utsunomiya, Shoko, Yamamoto, Yoshihisa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5034318/
https://www.ncbi.nlm.nih.gov/pubmed/27659312
http://dx.doi.org/10.1038/srep34089
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author Takata, Kenta
Marandi, Alireza
Hamerly, Ryan
Haribara, Yoshitaka
Maruo, Daiki
Tamate, Shuhei
Sakaguchi, Hiromasa
Utsunomiya, Shoko
Yamamoto, Yoshihisa
author_facet Takata, Kenta
Marandi, Alireza
Hamerly, Ryan
Haribara, Yoshitaka
Maruo, Daiki
Tamate, Shuhei
Sakaguchi, Hiromasa
Utsunomiya, Shoko
Yamamoto, Yoshihisa
author_sort Takata, Kenta
collection PubMed
description Many tasks in our modern life, such as planning an efficient travel, image processing and optimizing integrated circuit design, are modeled as complex combinatorial optimization problems with binary variables. Such problems can be mapped to finding a ground state of the Ising Hamiltonian, thus various physical systems have been studied to emulate and solve this Ising problem. Recently, networks of mutually injected optical oscillators, called coherent Ising machines, have been developed as promising solvers for the problem, benefiting from programmability, scalability and room temperature operation. Here, we report a 16-bit coherent Ising machine based on a network of time-division-multiplexed femtosecond degenerate optical parametric oscillators. The system experimentally gives more than 99.6% of success rates for one-dimensional Ising ring and nondeterministic polynomial-time (NP) hard instances. The experimental and numerical results indicate that gradual pumping of the network combined with multiple spectral and temporal modes of the femtosecond pulses can improve the computational performance of the Ising machine, offering a new path for tackling larger and more complex instances.
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spelling pubmed-50343182016-09-29 A 16-bit Coherent Ising Machine for One-Dimensional Ring and Cubic Graph Problems Takata, Kenta Marandi, Alireza Hamerly, Ryan Haribara, Yoshitaka Maruo, Daiki Tamate, Shuhei Sakaguchi, Hiromasa Utsunomiya, Shoko Yamamoto, Yoshihisa Sci Rep Article Many tasks in our modern life, such as planning an efficient travel, image processing and optimizing integrated circuit design, are modeled as complex combinatorial optimization problems with binary variables. Such problems can be mapped to finding a ground state of the Ising Hamiltonian, thus various physical systems have been studied to emulate and solve this Ising problem. Recently, networks of mutually injected optical oscillators, called coherent Ising machines, have been developed as promising solvers for the problem, benefiting from programmability, scalability and room temperature operation. Here, we report a 16-bit coherent Ising machine based on a network of time-division-multiplexed femtosecond degenerate optical parametric oscillators. The system experimentally gives more than 99.6% of success rates for one-dimensional Ising ring and nondeterministic polynomial-time (NP) hard instances. The experimental and numerical results indicate that gradual pumping of the network combined with multiple spectral and temporal modes of the femtosecond pulses can improve the computational performance of the Ising machine, offering a new path for tackling larger and more complex instances. Nature Publishing Group 2016-09-23 /pmc/articles/PMC5034318/ /pubmed/27659312 http://dx.doi.org/10.1038/srep34089 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Takata, Kenta
Marandi, Alireza
Hamerly, Ryan
Haribara, Yoshitaka
Maruo, Daiki
Tamate, Shuhei
Sakaguchi, Hiromasa
Utsunomiya, Shoko
Yamamoto, Yoshihisa
A 16-bit Coherent Ising Machine for One-Dimensional Ring and Cubic Graph Problems
title A 16-bit Coherent Ising Machine for One-Dimensional Ring and Cubic Graph Problems
title_full A 16-bit Coherent Ising Machine for One-Dimensional Ring and Cubic Graph Problems
title_fullStr A 16-bit Coherent Ising Machine for One-Dimensional Ring and Cubic Graph Problems
title_full_unstemmed A 16-bit Coherent Ising Machine for One-Dimensional Ring and Cubic Graph Problems
title_short A 16-bit Coherent Ising Machine for One-Dimensional Ring and Cubic Graph Problems
title_sort 16-bit coherent ising machine for one-dimensional ring and cubic graph problems
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5034318/
https://www.ncbi.nlm.nih.gov/pubmed/27659312
http://dx.doi.org/10.1038/srep34089
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