ANFIS-PSO analysis on axisymmetric tetra hybrid nanofluid flow of Cu-CNT-Graphene-Tio2 with WEG-Blood under linear thermal radiation and inclined magnetic field: A bio-medicine application

Background: The development of heat transfer devices used for heat conversion and recovery in several industrial and residential applications has long focused on improving heat transfer between two parallel plates. Numerous articles have examined the relevance of enhancing thermal performance for th...

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Autores: Maddina, Dinesh Kumar, Díaz Palencia, José Luis, Dharmaiah, Gurram, Noeiaghdam, S., Fernandez-Gamiz, U., Dinarvand, S.
Tipo de documento: artigo
Data de publicação:2025
País:España
Recursos:Universidad a Distancia de Madrid (UDIMA)
Repositório:udiMundus. Repositorio Institucional de la Universidad a Distancia de Madrid
OAI Identifier:oai:udimundus.udima.es:20.500.12226/2718
Acesso em linha:http://hdl.handle.net/20.500.12226/2718
Access Level:Acceso aberto
Palavra-chave:ANFIS-PSO
Hybrid nanofluids
MHD
Porous
Forchheimer
Linear thermal radiation
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spelling ANFIS-PSO analysis on axisymmetric tetra hybrid nanofluid flow of Cu-CNT-Graphene-Tio2 with WEG-Blood under linear thermal radiation and inclined magnetic field: A bio-medicine applicationMaddina, Dinesh KumarDíaz Palencia, José LuisDharmaiah, GurramNoeiaghdam, S.Fernandez-Gamiz, U.Dinarvand, S.ANFIS-PSOHybrid nanofluidsMHDPorousForchheimerLinear thermal radiationBackground: The development of heat transfer devices used for heat conversion and recovery in several industrial and residential applications has long focused on improving heat transfer between two parallel plates. Numerous articles have examined the relevance of enhancing thermal performance for the system’s performance and economics. Heat transport is improved by increasing the Reynolds number as the turbulent effects grow. Applications: Regarding heat transfer, hybrid nanofluids are superior to mono nanofluids. The hybrid fluid of Cu-CNT + Graphene + TiO 2 /WEG-Blood, which is subject to heat transfer in a channel between two parallel plates with an angled magnetic field and linear thermal radiation, has numerous applications in engineering, industry, and biomedical research, such as electronic cooling, drug delivery, cancer treatment, optics, missiles, satellites, transformer-electronic cooling, and military solar-equipment. Objective: Examining the qualities of mass, flow, and heat transmission is the aim of the study of a hybrid Cu-CNT- Graphene-TiO2/WEG-Blood nanofluid as it moves via a tube of porous material that is exposed to linear thermal radiation, inclined magnetic, Forchheimer, and buoyancy inf luences. ANFIS-PSO model is assumed. Method: Applying the ODE45 integration technique to the given numerical solutions yields nonlinear, non-dimensionalized, and highly partial differential equations that control the momentum, energy, and concentration. Consequently, the numerical simulation shows the concentration, velocity, and temperature profiles of the hybrid Cu-CNT- Graphene-TiO2/WEG-Blood nanofluid. A strong concordance is noted between recent and past results.2024-25Facultad de Ciencias de la Educación(GI-23/11) Grupo de investigación en Matemáticas aplicadas, educación y su difusión social (GINMAED)2025info:eu-repo/semantics/articlehttp://hdl.handle.net/20.500.12226/2718reponame:udiMundus. Repositorio Institucional de la Universidad a Distancia de Madridinstname:Universidad a Distancia de Madrid (UDIMA)Españolhttp://creativecommons.org/licenses/by-nc-sa/4.0/info:eu-repo/semantics/openAccessoai:udimundus.udima.es:20.500.12226/27182026-06-02T12:44:31Z
dc.title.none.fl_str_mv ANFIS-PSO analysis on axisymmetric tetra hybrid nanofluid flow of Cu-CNT-Graphene-Tio2 with WEG-Blood under linear thermal radiation and inclined magnetic field: A bio-medicine application
title ANFIS-PSO analysis on axisymmetric tetra hybrid nanofluid flow of Cu-CNT-Graphene-Tio2 with WEG-Blood under linear thermal radiation and inclined magnetic field: A bio-medicine application
spellingShingle ANFIS-PSO analysis on axisymmetric tetra hybrid nanofluid flow of Cu-CNT-Graphene-Tio2 with WEG-Blood under linear thermal radiation and inclined magnetic field: A bio-medicine application
Maddina, Dinesh Kumar
ANFIS-PSO
Hybrid nanofluids
MHD
Porous
Forchheimer
Linear thermal radiation
title_short ANFIS-PSO analysis on axisymmetric tetra hybrid nanofluid flow of Cu-CNT-Graphene-Tio2 with WEG-Blood under linear thermal radiation and inclined magnetic field: A bio-medicine application
title_full ANFIS-PSO analysis on axisymmetric tetra hybrid nanofluid flow of Cu-CNT-Graphene-Tio2 with WEG-Blood under linear thermal radiation and inclined magnetic field: A bio-medicine application
title_fullStr ANFIS-PSO analysis on axisymmetric tetra hybrid nanofluid flow of Cu-CNT-Graphene-Tio2 with WEG-Blood under linear thermal radiation and inclined magnetic field: A bio-medicine application
title_full_unstemmed ANFIS-PSO analysis on axisymmetric tetra hybrid nanofluid flow of Cu-CNT-Graphene-Tio2 with WEG-Blood under linear thermal radiation and inclined magnetic field: A bio-medicine application
title_sort ANFIS-PSO analysis on axisymmetric tetra hybrid nanofluid flow of Cu-CNT-Graphene-Tio2 with WEG-Blood under linear thermal radiation and inclined magnetic field: A bio-medicine application
dc.creator.none.fl_str_mv Maddina, Dinesh Kumar
Díaz Palencia, José Luis
Dharmaiah, Gurram
Noeiaghdam, S.
Fernandez-Gamiz, U.
Dinarvand, S.
author Maddina, Dinesh Kumar
author_facet Maddina, Dinesh Kumar
Díaz Palencia, José Luis
Dharmaiah, Gurram
Noeiaghdam, S.
Fernandez-Gamiz, U.
Dinarvand, S.
author_role author
author2 Díaz Palencia, José Luis
Dharmaiah, Gurram
Noeiaghdam, S.
Fernandez-Gamiz, U.
Dinarvand, S.
author2_role author
author
author
author
author
dc.subject.none.fl_str_mv ANFIS-PSO
Hybrid nanofluids
MHD
Porous
Forchheimer
Linear thermal radiation
topic ANFIS-PSO
Hybrid nanofluids
MHD
Porous
Forchheimer
Linear thermal radiation
description Background: The development of heat transfer devices used for heat conversion and recovery in several industrial and residential applications has long focused on improving heat transfer between two parallel plates. Numerous articles have examined the relevance of enhancing thermal performance for the system’s performance and economics. Heat transport is improved by increasing the Reynolds number as the turbulent effects grow. Applications: Regarding heat transfer, hybrid nanofluids are superior to mono nanofluids. The hybrid fluid of Cu-CNT + Graphene + TiO 2 /WEG-Blood, which is subject to heat transfer in a channel between two parallel plates with an angled magnetic field and linear thermal radiation, has numerous applications in engineering, industry, and biomedical research, such as electronic cooling, drug delivery, cancer treatment, optics, missiles, satellites, transformer-electronic cooling, and military solar-equipment. Objective: Examining the qualities of mass, flow, and heat transmission is the aim of the study of a hybrid Cu-CNT- Graphene-TiO2/WEG-Blood nanofluid as it moves via a tube of porous material that is exposed to linear thermal radiation, inclined magnetic, Forchheimer, and buoyancy inf luences. ANFIS-PSO model is assumed. Method: Applying the ODE45 integration technique to the given numerical solutions yields nonlinear, non-dimensionalized, and highly partial differential equations that control the momentum, energy, and concentration. Consequently, the numerical simulation shows the concentration, velocity, and temperature profiles of the hybrid Cu-CNT- Graphene-TiO2/WEG-Blood nanofluid. A strong concordance is noted between recent and past results.
publishDate 2025
dc.date.none.fl_str_mv 2025
dc.type.none.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv http://hdl.handle.net/20.500.12226/2718
url http://hdl.handle.net/20.500.12226/2718
dc.language.none.fl_str_mv Español
language_invalid_str_mv Español
dc.rights.none.fl_str_mv http://creativecommons.org/licenses/by-nc-sa/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by-nc-sa/4.0/
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Facultad de Ciencias de la Educación
(GI-23/11) Grupo de investigación en Matemáticas aplicadas, educación y su difusión social (GINMAED)
publisher.none.fl_str_mv Facultad de Ciencias de la Educación
(GI-23/11) Grupo de investigación en Matemáticas aplicadas, educación y su difusión social (GINMAED)
dc.source.none.fl_str_mv reponame:udiMundus. Repositorio Institucional de la Universidad a Distancia de Madrid
instname:Universidad a Distancia de Madrid (UDIMA)
instname_str Universidad a Distancia de Madrid (UDIMA)
reponame_str udiMundus. Repositorio Institucional de la Universidad a Distancia de Madrid
collection udiMundus. Repositorio Institucional de la Universidad a Distancia de Madrid
repository.name.fl_str_mv
repository.mail.fl_str_mv
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score 15.811543

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