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Highly reconfigurable oscillator-based Ising Machine through quasiperiodic modulation of coupling strength

Ising Machines (IMs) have the potential to outperform conventional Von-Neuman architectures in notoriously difficult optimization problems. Various IM implementations have been proposed based on quantum, optical, digital and analog CMOS, as well as emerging technologies. Networks of coupled electron...

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Autores principales: Albertsson, Dagur I., Rusu, Ana
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10006240/
https://www.ncbi.nlm.nih.gov/pubmed/36899045
http://dx.doi.org/10.1038/s41598-023-31155-0
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author Albertsson, Dagur I.
Rusu, Ana
author_facet Albertsson, Dagur I.
Rusu, Ana
author_sort Albertsson, Dagur I.
collection PubMed
description Ising Machines (IMs) have the potential to outperform conventional Von-Neuman architectures in notoriously difficult optimization problems. Various IM implementations have been proposed based on quantum, optical, digital and analog CMOS, as well as emerging technologies. Networks of coupled electronic oscillators have recently been shown to exhibit characteristics required for implementing IMs. However, for this approach to successfully solve complex optimization problems, a highly reconfigurable implementation is needed. In this work, the possibility of implementing highly reconfigurable oscillator-based IMs is explored. An implementation based on quasiperiodically modulated coupling strength through a common medium is proposed and its potential is demonstrated through numerical simulations. Moreover, a proof-of-concept implementation based on CMOS coupled ring oscillators is proposed and its functionality is demonstrated. Simulation results show that our proposed architecture can consistently find the Max-Cut solution and demonstrate the potential to greatly simplify the physical implementation of highly reconfigurable oscillator-based IMs.
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spelling pubmed-100062402023-03-12 Highly reconfigurable oscillator-based Ising Machine through quasiperiodic modulation of coupling strength Albertsson, Dagur I. Rusu, Ana Sci Rep Article Ising Machines (IMs) have the potential to outperform conventional Von-Neuman architectures in notoriously difficult optimization problems. Various IM implementations have been proposed based on quantum, optical, digital and analog CMOS, as well as emerging technologies. Networks of coupled electronic oscillators have recently been shown to exhibit characteristics required for implementing IMs. However, for this approach to successfully solve complex optimization problems, a highly reconfigurable implementation is needed. In this work, the possibility of implementing highly reconfigurable oscillator-based IMs is explored. An implementation based on quasiperiodically modulated coupling strength through a common medium is proposed and its potential is demonstrated through numerical simulations. Moreover, a proof-of-concept implementation based on CMOS coupled ring oscillators is proposed and its functionality is demonstrated. Simulation results show that our proposed architecture can consistently find the Max-Cut solution and demonstrate the potential to greatly simplify the physical implementation of highly reconfigurable oscillator-based IMs. Nature Publishing Group UK 2023-03-10 /pmc/articles/PMC10006240/ /pubmed/36899045 http://dx.doi.org/10.1038/s41598-023-31155-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Albertsson, Dagur I.
Rusu, Ana
Highly reconfigurable oscillator-based Ising Machine through quasiperiodic modulation of coupling strength
title Highly reconfigurable oscillator-based Ising Machine through quasiperiodic modulation of coupling strength
title_full Highly reconfigurable oscillator-based Ising Machine through quasiperiodic modulation of coupling strength
title_fullStr Highly reconfigurable oscillator-based Ising Machine through quasiperiodic modulation of coupling strength
title_full_unstemmed Highly reconfigurable oscillator-based Ising Machine through quasiperiodic modulation of coupling strength
title_short Highly reconfigurable oscillator-based Ising Machine through quasiperiodic modulation of coupling strength
title_sort highly reconfigurable oscillator-based ising machine through quasiperiodic modulation of coupling strength
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10006240/
https://www.ncbi.nlm.nih.gov/pubmed/36899045
http://dx.doi.org/10.1038/s41598-023-31155-0
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