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,...
| Autores: | , , , , , , |
|---|---|
| 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 |
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info:eu-repo/semantics/publishedVersion |
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article |
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publishedVersion |
| 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 |
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urn:issn: 24736988 |
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info:eu-repo/semantics/openAccess |
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https://creativecommons.org/licenses/by-nc-nd/4.0/ |
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openAccess |
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https://creativecommons.org/licenses/by-nc-nd/4.0/ |
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application/pdf |
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American Institute of Mathematical Sciences |
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US |
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American Institute of Mathematical Sciences |
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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°. FF65-RIM049).application/pdfengAmerican Institute of Mathematical SciencesUSMathematicsurn:issn: 24736988info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-nd/4.0/Numerical performanceshttps://purl.org/pe-repo/ocde/ford#1.01.01A stochastic computational scheme for the computer epidemic virus with delay effects.info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionreponame:UNACH-Institucionalinstname:Universidad Nacional Autónoma de Chotainstacron:UNACHLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorio.unach.edu.pe/bitstreams/69f00fa3-1639-4bf2-82ea-b11c6e8b24f8/downloadbb9bdc0b3349e4284e09149f943790b4MD51ORIGINAL10.3934_math.2023007.pdf10.3934_math.2023007.pdfapplication/pdf1296705https://repositorio.unach.edu.pe/bitstreams/ae03b0c2-56be-405d-a14e-8294f747aefd/download896f1c47424becbb2d5197e114e7db00MD51THUMBNAIL72.jpgimage/jpeg183223https://repositorio.unach.edu.pe/bitstreams/e236f96a-9084-46f5-ba7f-0e14de7c8550/downloadc03d2250decf415d0e92b3869871497bMD5220.500.14142/868oai:repositorio.unach.edu.pe:20.500.14142/8682025-10-20 19:18:24.391https://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessopen.accesshttps://repositorio.unach.edu.peRepositorio UNACHdspace-help@myu.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 |
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La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).