Reservoir computing using dynamic memristors for temporal information processing

Reservoir computing facilitates the projection of temporal input signals onto a high-dimensional feature space via a dynamic system, known as the reservoir. Du et al. realise this concept using metal-oxide-based memristors with short-term memory to perform digit recognition tasks and solve non-linea...

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Autores principales:	Chao Du, Fuxi Cai, Mohammed A. Zidan, Wen Ma, Seung Hwan Lee, Wei D. Lu
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2017
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/9eb08d5fe40a478494b1a18e786aece4
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id	oai:doaj.org-article:9eb08d5fe40a478494b1a18e786aece4
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spelling	oai:doaj.org-article:9eb08d5fe40a478494b1a18e786aece42021-12-02T17:01:16ZReservoir computing using dynamic memristors for temporal information processing10.1038/s41467-017-02337-y2041-1723https://doaj.org/article/9eb08d5fe40a478494b1a18e786aece42017-12-01T00:00:00Zhttps://doi.org/10.1038/s41467-017-02337-yhttps://doaj.org/toc/2041-1723Reservoir computing facilitates the projection of temporal input signals onto a high-dimensional feature space via a dynamic system, known as the reservoir. Du et al. realise this concept using metal-oxide-based memristors with short-term memory to perform digit recognition tasks and solve non-linear problems.Chao DuFuxi CaiMohammed A. ZidanWen MaSeung Hwan LeeWei D. LuNature PortfolioarticleScienceQENNature Communications, Vol 8, Iss 1, Pp 1-10 (2017)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Chao Du Fuxi Cai Mohammed A. Zidan Wen Ma Seung Hwan Lee Wei D. Lu Reservoir computing using dynamic memristors for temporal information processing
description	Reservoir computing facilitates the projection of temporal input signals onto a high-dimensional feature space via a dynamic system, known as the reservoir. Du et al. realise this concept using metal-oxide-based memristors with short-term memory to perform digit recognition tasks and solve non-linear problems.
format	article
author	Chao Du Fuxi Cai Mohammed A. Zidan Wen Ma Seung Hwan Lee Wei D. Lu
author_facet	Chao Du Fuxi Cai Mohammed A. Zidan Wen Ma Seung Hwan Lee Wei D. Lu
author_sort	Chao Du
title	Reservoir computing using dynamic memristors for temporal information processing
title_short	Reservoir computing using dynamic memristors for temporal information processing
title_full	Reservoir computing using dynamic memristors for temporal information processing
title_fullStr	Reservoir computing using dynamic memristors for temporal information processing
title_full_unstemmed	Reservoir computing using dynamic memristors for temporal information processing
title_sort	reservoir computing using dynamic memristors for temporal information processing
publisher	Nature Portfolio
publishDate	2017
url	https://doaj.org/article/9eb08d5fe40a478494b1a18e786aece4
work_keys_str_mv	AT chaodu reservoircomputingusingdynamicmemristorsfortemporalinformationprocessing AT fuxicai reservoircomputingusingdynamicmemristorsfortemporalinformationprocessing AT mohammedazidan reservoircomputingusingdynamicmemristorsfortemporalinformationprocessing AT wenma reservoircomputingusingdynamicmemristorsfortemporalinformationprocessing AT seunghwanlee reservoircomputingusingdynamicmemristorsfortemporalinformationprocessing AT weidlu reservoircomputingusingdynamicmemristorsfortemporalinformationprocessing
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Reservoir computing using dynamic memristors for temporal information processing

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