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Neuromorphic Functions of Light in Parity‐Time‐Symmetric Systems

As an elementary processor of neural networks, a neuron performs exotic dynamic functions, such as bifurcation, repetitive firing, and oscillation quenching. To achieve ultrafast neuromorphic signal processing, the realization of photonic equivalents to neuronal dynamic functions has attracted consi...

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Detalles Bibliográficos
Autores principales: Yu, Sunkyu, Piao, Xianji, Park, Namkyoo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6685464/
https://www.ncbi.nlm.nih.gov/pubmed/31406676
http://dx.doi.org/10.1002/advs.201900771
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author Yu, Sunkyu
Piao, Xianji
Park, Namkyoo
author_facet Yu, Sunkyu
Piao, Xianji
Park, Namkyoo
author_sort Yu, Sunkyu
collection PubMed
description As an elementary processor of neural networks, a neuron performs exotic dynamic functions, such as bifurcation, repetitive firing, and oscillation quenching. To achieve ultrafast neuromorphic signal processing, the realization of photonic equivalents to neuronal dynamic functions has attracted considerable attention. However, despite the nonconservative nature of neurons due to energy exchange between intra‐ and extra‐cellular regions through ion channels, the critical role of non‐Hermitian physics in the photonic analogy of a neuron has been neglected. Here, a neuromorphic non‐Hermitian photonic system ruled by parity‐time symmetry is presented. For a photonic platform that induces the competition between saturable gain and loss channels, dynamical phases are classified with respect to parity‐time symmetry and stability. In each phase, unique oscillation quenching functions and nonreciprocal oscillations of light fields are revealed as photonic equivalents of neuronal dynamic functions. The proposed photonic system for neuronal functionalities will become a fundamental building block for light‐based neural signal processing.
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spelling pubmed-66854642019-08-12 Neuromorphic Functions of Light in Parity‐Time‐Symmetric Systems Yu, Sunkyu Piao, Xianji Park, Namkyoo Adv Sci (Weinh) Full Papers As an elementary processor of neural networks, a neuron performs exotic dynamic functions, such as bifurcation, repetitive firing, and oscillation quenching. To achieve ultrafast neuromorphic signal processing, the realization of photonic equivalents to neuronal dynamic functions has attracted considerable attention. However, despite the nonconservative nature of neurons due to energy exchange between intra‐ and extra‐cellular regions through ion channels, the critical role of non‐Hermitian physics in the photonic analogy of a neuron has been neglected. Here, a neuromorphic non‐Hermitian photonic system ruled by parity‐time symmetry is presented. For a photonic platform that induces the competition between saturable gain and loss channels, dynamical phases are classified with respect to parity‐time symmetry and stability. In each phase, unique oscillation quenching functions and nonreciprocal oscillations of light fields are revealed as photonic equivalents of neuronal dynamic functions. The proposed photonic system for neuronal functionalities will become a fundamental building block for light‐based neural signal processing. John Wiley and Sons Inc. 2019-06-03 /pmc/articles/PMC6685464/ /pubmed/31406676 http://dx.doi.org/10.1002/advs.201900771 Text en © 2019 The Authors. Published by WILEY‐VCH Verlag GmbH & Co. KGaA, Weinheim This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Full Papers
Yu, Sunkyu
Piao, Xianji
Park, Namkyoo
Neuromorphic Functions of Light in Parity‐Time‐Symmetric Systems
title Neuromorphic Functions of Light in Parity‐Time‐Symmetric Systems
title_full Neuromorphic Functions of Light in Parity‐Time‐Symmetric Systems
title_fullStr Neuromorphic Functions of Light in Parity‐Time‐Symmetric Systems
title_full_unstemmed Neuromorphic Functions of Light in Parity‐Time‐Symmetric Systems
title_short Neuromorphic Functions of Light in Parity‐Time‐Symmetric Systems
title_sort neuromorphic functions of light in parity‐time‐symmetric systems
topic Full Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6685464/
https://www.ncbi.nlm.nih.gov/pubmed/31406676
http://dx.doi.org/10.1002/advs.201900771
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