A fractional calculus model for HIV dynamics: real data, parameter estimation and computational strategies

Detalhes bibliográficos
Autor(a) principal: Martinez, V. M.
Data de Publicação: 2021
Outros Autores: Barbosa, A. N. [UNESP], Mancera, P. F.A. [UNESP], Rodrigues, D. S., Camargo, R. F. [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1016/j.chaos.2021.111398
http://hdl.handle.net/11449/222574
Resumo: This work deals with mathematical modeling applied to the Human Immunodeficiency Virus. Mathematical aspects analysis is presented, discussed and reviewed. A new model based on the Fractional Calculus theory is proposed. Parameter estimations are made via two computational strategies to both classical and fractional models aiming to investigate the effects of Caputo fractional derivative. The real data are from HIV patients undergoing antiretroviral therapy in different immune responses. From a quality analysis proposal based on the intraclass correlation coefficient and mean absolute percentage error, combined with the numerical simulations, it was shown that the adopted methodology is a promising tool in the understanding of the HIV/T-CD4+ interaction.
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spelling A fractional calculus model for HIV dynamics: real data, parameter estimation and computational strategiesAntiretroviral therapyCaputo fractional derivativeFractional calculusHeat mapHuman immunodeficiency virusParameter estimationThis work deals with mathematical modeling applied to the Human Immunodeficiency Virus. Mathematical aspects analysis is presented, discussed and reviewed. A new model based on the Fractional Calculus theory is proposed. Parameter estimations are made via two computational strategies to both classical and fractional models aiming to investigate the effects of Caputo fractional derivative. The real data are from HIV patients undergoing antiretroviral therapy in different immune responses. From a quality analysis proposal based on the intraclass correlation coefficient and mean absolute percentage error, combined with the numerical simulations, it was shown that the adopted methodology is a promising tool in the understanding of the HIV/T-CD4+ interaction.Federal Institute of Education Science and Technology of Amazonas (IFAM) Rua Santos DumontSão Paulo State University (UNESP) FMB Av. Prof. Montenegro s/n, Rubião JuniorSão Paulo State University (UNESP) IBB Rua Prof. Dr. Antônio Celso Wagner Zanin, 250, Rubião JuniorUniversity of Campinas (UNICAMP), FT, Rua Paschoal Marmo, 1888São Paulo State University (UNESP), FC, Av. Eng. Luís Edmundo Carrijo Coube, 14-01São Paulo State University (UNESP) FMB Av. Prof. Montenegro s/n, Rubião JuniorSão Paulo State University (UNESP) IBB Rua Prof. Dr. Antônio Celso Wagner Zanin, 250, Rubião JuniorSão Paulo State University (UNESP), FC, Av. Eng. Luís Edmundo Carrijo Coube, 14-01Rua Santos DumontUniversidade Estadual Paulista (UNESP)Universidade Estadual de Campinas (UNICAMP)Martinez, V. M.Barbosa, A. N. [UNESP]Mancera, P. F.A. [UNESP]Rodrigues, D. S.Camargo, R. F. [UNESP]2022-04-28T19:45:28Z2022-04-28T19:45:28Z2021-11-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1016/j.chaos.2021.111398Chaos, Solitons and Fractals, v. 152.0960-0779http://hdl.handle.net/11449/22257410.1016/j.chaos.2021.1113982-s2.0-85116457142Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengChaos, Solitons and Fractalsinfo:eu-repo/semantics/openAccess2022-04-28T19:45:28Zoai:repositorio.unesp.br:11449/222574Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462022-04-28T19:45:28Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv A fractional calculus model for HIV dynamics: real data, parameter estimation and computational strategies
title A fractional calculus model for HIV dynamics: real data, parameter estimation and computational strategies
spellingShingle A fractional calculus model for HIV dynamics: real data, parameter estimation and computational strategies
Martinez, V. M.
Antiretroviral therapy
Caputo fractional derivative
Fractional calculus
Heat map
Human immunodeficiency virus
Parameter estimation
title_short A fractional calculus model for HIV dynamics: real data, parameter estimation and computational strategies
title_full A fractional calculus model for HIV dynamics: real data, parameter estimation and computational strategies
title_fullStr A fractional calculus model for HIV dynamics: real data, parameter estimation and computational strategies
title_full_unstemmed A fractional calculus model for HIV dynamics: real data, parameter estimation and computational strategies
title_sort A fractional calculus model for HIV dynamics: real data, parameter estimation and computational strategies
author Martinez, V. M.
author_facet Martinez, V. M.
Barbosa, A. N. [UNESP]
Mancera, P. F.A. [UNESP]
Rodrigues, D. S.
Camargo, R. F. [UNESP]
author_role author
author2 Barbosa, A. N. [UNESP]
Mancera, P. F.A. [UNESP]
Rodrigues, D. S.
Camargo, R. F. [UNESP]
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Rua Santos Dumont
Universidade Estadual Paulista (UNESP)
Universidade Estadual de Campinas (UNICAMP)
dc.contributor.author.fl_str_mv Martinez, V. M.
Barbosa, A. N. [UNESP]
Mancera, P. F.A. [UNESP]
Rodrigues, D. S.
Camargo, R. F. [UNESP]
dc.subject.por.fl_str_mv Antiretroviral therapy
Caputo fractional derivative
Fractional calculus
Heat map
Human immunodeficiency virus
Parameter estimation
topic Antiretroviral therapy
Caputo fractional derivative
Fractional calculus
Heat map
Human immunodeficiency virus
Parameter estimation
description This work deals with mathematical modeling applied to the Human Immunodeficiency Virus. Mathematical aspects analysis is presented, discussed and reviewed. A new model based on the Fractional Calculus theory is proposed. Parameter estimations are made via two computational strategies to both classical and fractional models aiming to investigate the effects of Caputo fractional derivative. The real data are from HIV patients undergoing antiretroviral therapy in different immune responses. From a quality analysis proposal based on the intraclass correlation coefficient and mean absolute percentage error, combined with the numerical simulations, it was shown that the adopted methodology is a promising tool in the understanding of the HIV/T-CD4+ interaction.
publishDate 2021
dc.date.none.fl_str_mv 2021-11-01
2022-04-28T19:45:28Z
2022-04-28T19:45:28Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1016/j.chaos.2021.111398
Chaos, Solitons and Fractals, v. 152.
0960-0779
http://hdl.handle.net/11449/222574
10.1016/j.chaos.2021.111398
2-s2.0-85116457142
url http://dx.doi.org/10.1016/j.chaos.2021.111398
http://hdl.handle.net/11449/222574
identifier_str_mv Chaos, Solitons and Fractals, v. 152.
0960-0779
10.1016/j.chaos.2021.111398
2-s2.0-85116457142
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Chaos, Solitons and Fractals
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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