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A Mathematical Model for Storage and Recall of Images using Targeted Synchronization of Coupled Maps

We propose a mathematical model for storage and recall of images using coupled maps. We start by theoretically investigating targeted synchronization in coupled map systems wherein only a desired (partial) subset of the maps is made to synchronize. A simple method is introduced to specify coupling c...

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Detalles Bibliográficos
Autores principales: Palaniyandi, P., Rangarajan, Govindan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5566478/
https://www.ncbi.nlm.nih.gov/pubmed/28827555
http://dx.doi.org/10.1038/s41598-017-09440-6
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author Palaniyandi, P.
Rangarajan, Govindan
author_facet Palaniyandi, P.
Rangarajan, Govindan
author_sort Palaniyandi, P.
collection PubMed
description We propose a mathematical model for storage and recall of images using coupled maps. We start by theoretically investigating targeted synchronization in coupled map systems wherein only a desired (partial) subset of the maps is made to synchronize. A simple method is introduced to specify coupling coefficients such that targeted synchronization is ensured. The principle of this method is extended to storage/recall of images using coupled Rulkov maps. The process of adjusting coupling coefficients between Rulkov maps (often used to model neurons) for the purpose of storing a desired image mimics the process of adjusting synaptic strengths between neurons to store memories. Our method uses both synchronisation and synaptic weight modification, as the human brain is thought to do. The stored image can be recalled by providing an initial random pattern to the dynamical system. The storage and recall of the standard image of Lena is explicitly demonstrated.
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spelling pubmed-55664782017-08-23 A Mathematical Model for Storage and Recall of Images using Targeted Synchronization of Coupled Maps Palaniyandi, P. Rangarajan, Govindan Sci Rep Article We propose a mathematical model for storage and recall of images using coupled maps. We start by theoretically investigating targeted synchronization in coupled map systems wherein only a desired (partial) subset of the maps is made to synchronize. A simple method is introduced to specify coupling coefficients such that targeted synchronization is ensured. The principle of this method is extended to storage/recall of images using coupled Rulkov maps. The process of adjusting coupling coefficients between Rulkov maps (often used to model neurons) for the purpose of storing a desired image mimics the process of adjusting synaptic strengths between neurons to store memories. Our method uses both synchronisation and synaptic weight modification, as the human brain is thought to do. The stored image can be recalled by providing an initial random pattern to the dynamical system. The storage and recall of the standard image of Lena is explicitly demonstrated. Nature Publishing Group UK 2017-08-21 /pmc/articles/PMC5566478/ /pubmed/28827555 http://dx.doi.org/10.1038/s41598-017-09440-6 Text en © The Author(s) 2017 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
Palaniyandi, P.
Rangarajan, Govindan
A Mathematical Model for Storage and Recall of Images using Targeted Synchronization of Coupled Maps
title A Mathematical Model for Storage and Recall of Images using Targeted Synchronization of Coupled Maps
title_full A Mathematical Model for Storage and Recall of Images using Targeted Synchronization of Coupled Maps
title_fullStr A Mathematical Model for Storage and Recall of Images using Targeted Synchronization of Coupled Maps
title_full_unstemmed A Mathematical Model for Storage and Recall of Images using Targeted Synchronization of Coupled Maps
title_short A Mathematical Model for Storage and Recall of Images using Targeted Synchronization of Coupled Maps
title_sort mathematical model for storage and recall of images using targeted synchronization of coupled maps
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5566478/
https://www.ncbi.nlm.nih.gov/pubmed/28827555
http://dx.doi.org/10.1038/s41598-017-09440-6
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