A stochastic computational scheme for the computer epidemic virus with delay effects.

Descripción del Articulo

This work aims to provide the numerical performances of the computer epidemic virus model with the time delay effects using the stochastic Levenberg-Marquardt backpropagation neural networks (LMBP-NNs). The computer epidemic virus model with the time delay effects is categorized into four dynamics,...

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Detalles Bibliográficos
Autores: Weera, Wajaree, Botmart, Thongchai, La-Inchua, Teerapong, Sabir, Zulqurnain, Sandoval Núñez, Rafaél Artidoro, Abukhaled, Marwan I., Guirao, Juan Luis García
Formato: artículo
Fecha de Publicación:2022
Institución:Universidad Nacional Autónoma de Chota
Repositorio:UNACH-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorio.unach.edu.pe:20.500.14142/868
Enlace del recurso:https://repositorio.unach.edu.pe/handle/20.500.14142/868
https://doi.org/ 10.3934/math.2023007
Nivel de acceso:acceso abierto
Materia:Numerical performances
https://purl.org/pe-repo/ocde/ford#1.01.01
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dc.title.none.fl_str_mv A stochastic computational scheme for the computer epidemic virus with delay effects.
title A stochastic computational scheme for the computer epidemic virus with delay effects.
spellingShingle A stochastic computational scheme for the computer epidemic virus with delay effects.
Weera, Wajaree
Numerical performances
https://purl.org/pe-repo/ocde/ford#1.01.01
title_short A stochastic computational scheme for the computer epidemic virus with delay effects.
title_full A stochastic computational scheme for the computer epidemic virus with delay effects.
title_fullStr A stochastic computational scheme for the computer epidemic virus with delay effects.
title_full_unstemmed A stochastic computational scheme for the computer epidemic virus with delay effects.
title_sort A stochastic computational scheme for the computer epidemic virus with delay effects.
author Weera, Wajaree
author_facet Weera, Wajaree
Botmart, Thongchai
La-Inchua, Teerapong
Sabir, Zulqurnain
Sandoval Núñez, Rafaél Artidoro
Abukhaled, Marwan I.
Guirao, Juan Luis García
author_role author
author2 Botmart, Thongchai
La-Inchua, Teerapong
Sabir, Zulqurnain
Sandoval Núñez, Rafaél Artidoro
Abukhaled, Marwan I.
Guirao, Juan Luis García
author2_role author
author
author
author
author
author
dc.contributor.author.fl_str_mv Weera, Wajaree
Botmart, Thongchai
La-Inchua, Teerapong
Sabir, Zulqurnain
Sandoval Núñez, Rafaél Artidoro
Abukhaled, Marwan I.
Guirao, Juan Luis García
dc.subject.none.fl_str_mv Numerical performances
topic Numerical performances
https://purl.org/pe-repo/ocde/ford#1.01.01
dc.subject.ocde.none.fl_str_mv https://purl.org/pe-repo/ocde/ford#1.01.01
description This work aims to provide the numerical performances of the computer epidemic virus model with the time delay effects using the stochastic Levenberg-Marquardt backpropagation neural networks (LMBP-NNs). The computer epidemic virus model with the time delay effects is categorized into four dynamics, the uninfected S(x) computers, the latently infected L(x) computers, the breakingout B(x) computers, and the antivirus PC’s aptitude R(x). The LMBP-NNs approach has been used to numerically simulate three cases of the computer virus epidemic system with delay effects. The stochastic framework for the computer epidemic virus system with the time delay effects is provided using the selection of data with 11%, 13%, and 76% for testing, training, and verification together with 15 neurons. The proposed and data-based Adam technique is overlapped to execute the LMBP-NNs method’s exactness. The constancy, authentication, precision, and capability of the LMBP-NNs scheme are perceived with the analysis of the state transition measures, regression actions, correlation performances, error histograms, and mean square error measures.
publishDate 2022
dc.date.accessioned.none.fl_str_mv 2025-10-20T17:15:21Z
dc.date.available.none.fl_str_mv 2025-10-20T17:15:21Z
dc.date.issued.fl_str_mv 2022-09
dc.type.none.fl_str_mv info:eu-repo/semantics/article
dc.type.version.none.fl_str_mv info:eu-repo/semantics/publishedVersion
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dc.identifier.uri.none.fl_str_mv https://repositorio.unach.edu.pe/handle/20.500.14142/868
dc.identifier.doi.none.fl_str_mv https://doi.org/ 10.3934/math.2023007
url https://repositorio.unach.edu.pe/handle/20.500.14142/868
https://doi.org/ 10.3934/math.2023007
dc.language.iso.none.fl_str_mv eng
language eng
dc.relation.ispartof.none.fl_str_mv Mathematics
dc.relation.isPartOf.none.fl_str_mv urn:issn: 24736988
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
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rights_invalid_str_mv https://creativecommons.org/licenses/by-nc-nd/4.0/
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dc.publisher.none.fl_str_mv American Institute of Mathematical Sciences
dc.publisher.country.none.fl_str_mv US
publisher.none.fl_str_mv American Institute of Mathematical Sciences
dc.source.none.fl_str_mv reponame:UNACH-Institucional
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spelling Weera, WajareeBotmart, ThongchaiLa-Inchua, TeerapongSabir, ZulqurnainSandoval Núñez, Rafaél ArtidoroAbukhaled, Marwan I.Guirao, Juan Luis García2025-10-20T17:15:21Z2025-10-20T17:15:21Z2022-09https://repositorio.unach.edu.pe/handle/20.500.14142/868https://doi.org/ 10.3934/math.2023007This work aims to provide the numerical performances of the computer epidemic virus model with the time delay effects using the stochastic Levenberg-Marquardt backpropagation neural networks (LMBP-NNs). The computer epidemic virus model with the time delay effects is categorized into four dynamics, the uninfected S(x) computers, the latently infected L(x) computers, the breakingout B(x) computers, and the antivirus PC’s aptitude R(x). The LMBP-NNs approach has been used to numerically simulate three cases of the computer virus epidemic system with delay effects. The stochastic framework for the computer epidemic virus system with the time delay effects is provided using the selection of data with 11%, 13%, and 76% for testing, training, and verification together with 15 neurons. The proposed and data-based Adam technique is overlapped to execute the LMBP-NNs method’s exactness. The constancy, authentication, precision, and capability of the LMBP-NNs scheme are perceived with the analysis of the state transition measures, regression actions, correlation performances, error histograms, and mean square error measures.This research project was supported by the Thailand science research and innovation fund and the University of Phayao (Grant N°. 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