Systolic-based hardware realisation of Hopfield neural network

Detalhes bibliográficos
Autor(a) principal: Mazurkiewicz, Jacek
Data de Publicação: 2002
Outros Autores: Zamojski, Wojciech
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://proa.ua.pt/index.php/revdeti/article/view/18048
Resumo: The paper proposed a new methodology for Hopfield neural network simulation based on ring systolic array structure. The methodology is related to training methods: Hebbian and Delta rules as well as to retrieving phase. The discussion is focused on operations which are realized during the following steps of each algorithm and the data transferred among the calculation units. The efficiency is discussed based on the modified set of parameters defined by S.Y. Kung.
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spelling Systolic-based hardware realisation of Hopfield neural networkThe paper proposed a new methodology for Hopfield neural network simulation based on ring systolic array structure. The methodology is related to training methods: Hebbian and Delta rules as well as to retrieving phase. The discussion is focused on operations which are realized during the following steps of each algorithm and the data transferred among the calculation units. The efficiency is discussed based on the modified set of parameters defined by S.Y. Kung.O artigo propõe uma nova metodologia para a simulação de redes neuronais de Hopfield apoiada numa arquitectura sistólica em anel. A metodologia relaciona-se com os métodos de aprendizagem: regra de Hebb e regra Delta, mas também com a fase de acesso aos dados. A discussão fixa-se nas operações realizadas durante os seguintes passos de cada algoritmo e nos dados transferidos entre as unidades de cálculo. A eficiência é discutida na base dos parâmetros modificados definidos por S.Y. Kung.UA Editora2002-01-01T00:00:00Zjournal articleinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://proa.ua.pt/index.php/revdeti/article/view/18048oai:proa.ua.pt:article/18048Eletrónica e Telecomunicações; Vol 3 No 5 (2002); 392-399Eletrónica e Telecomunicações; vol. 3 n.º 5 (2002); 392-3992182-97721645-0493reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAPenghttps://proa.ua.pt/index.php/revdeti/article/view/18048https://proa.ua.pt/index.php/revdeti/article/view/18048/12966https://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessMazurkiewicz, JacekZamojski, Wojciech2022-09-26T11:00:22Zoai:proa.ua.pt:article/18048Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T16:08:31.590641Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Systolic-based hardware realisation of Hopfield neural network
title Systolic-based hardware realisation of Hopfield neural network
spellingShingle Systolic-based hardware realisation of Hopfield neural network
Mazurkiewicz, Jacek
title_short Systolic-based hardware realisation of Hopfield neural network
title_full Systolic-based hardware realisation of Hopfield neural network
title_fullStr Systolic-based hardware realisation of Hopfield neural network
title_full_unstemmed Systolic-based hardware realisation of Hopfield neural network
title_sort Systolic-based hardware realisation of Hopfield neural network
author Mazurkiewicz, Jacek
author_facet Mazurkiewicz, Jacek
Zamojski, Wojciech
author_role author
author2 Zamojski, Wojciech
author2_role author
dc.contributor.author.fl_str_mv Mazurkiewicz, Jacek
Zamojski, Wojciech
description The paper proposed a new methodology for Hopfield neural network simulation based on ring systolic array structure. The methodology is related to training methods: Hebbian and Delta rules as well as to retrieving phase. The discussion is focused on operations which are realized during the following steps of each algorithm and the data transferred among the calculation units. The efficiency is discussed based on the modified set of parameters defined by S.Y. Kung.
publishDate 2002
dc.date.none.fl_str_mv 2002-01-01T00:00:00Z
dc.type.driver.fl_str_mv journal article
info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://proa.ua.pt/index.php/revdeti/article/view/18048
oai:proa.ua.pt:article/18048
url https://proa.ua.pt/index.php/revdeti/article/view/18048
identifier_str_mv oai:proa.ua.pt:article/18048
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://proa.ua.pt/index.php/revdeti/article/view/18048
https://proa.ua.pt/index.php/revdeti/article/view/18048/12966
dc.rights.driver.fl_str_mv https://creativecommons.org/licenses/by/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv UA Editora
publisher.none.fl_str_mv UA Editora
dc.source.none.fl_str_mv Eletrónica e Telecomunicações; Vol 3 No 5 (2002); 392-399
Eletrónica e Telecomunicações; vol. 3 n.º 5 (2002); 392-399
2182-9772
1645-0493
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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