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Neuro-Computing for Hall Current and MHD Effects on the Flow of Micro-Polar Nano-Fluid Between Two Parallel Rotating Plates

The present works focus on the effects of electric and magnetic fields on the flow of micro-polar nano-fluid between two parallel plates with rotation under the impact of Hall current (EMMN-PPRH) has considered by using Artificial Neural Networks with the scheme of Levenberg–Marquardt backpropagatio...

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Autores principales: Ullah, Hakeem, Shoaib, Muhammad, Akbar, Ajed, Raja, Muhammad Asif Zahoor, Islam, Saeed, Nisar, Kottakkaran Sooppy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9127499/
https://www.ncbi.nlm.nih.gov/pubmed/35634515
http://dx.doi.org/10.1007/s13369-022-06925-z
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author Ullah, Hakeem
Shoaib, Muhammad
Akbar, Ajed
Raja, Muhammad Asif Zahoor
Islam, Saeed
Nisar, Kottakkaran Sooppy
author_facet Ullah, Hakeem
Shoaib, Muhammad
Akbar, Ajed
Raja, Muhammad Asif Zahoor
Islam, Saeed
Nisar, Kottakkaran Sooppy
author_sort Ullah, Hakeem
collection PubMed
description The present works focus on the effects of electric and magnetic fields on the flow of micro-polar nano-fluid between two parallel plates with rotation under the impact of Hall current (EMMN-PPRH) has considered by using Artificial Neural Networks with the scheme of Levenberg–Marquardt backpropagation (ANN-SLMB). The nonlinear PDEs are transformed into nonlinear ODEs by employing similarity variables. By varying different parameters such as coupling parameter, electric parameter, rotation parameter, viscosity parameter, Prandtl number and the Brownian motion parameter, a dataset for recommended ANN-SLMB is produced for numerous scenarios through utilizing homotopy analysis method (HAM). The ANN-SLMB training, testing and validation technique have been used to analyze the approximate solution of individual cases, and the recommended model has matched for confirmation. After that, regression analysis, MSE, and histogram investigations were utilized to validate the proposed ANN-SLMB. The recommended technique is distinguished nearest of the suggested and reference findings, with an accuracy level ranging from 10(−09) to 10(−11).
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spelling pubmed-91274992022-05-24 Neuro-Computing for Hall Current and MHD Effects on the Flow of Micro-Polar Nano-Fluid Between Two Parallel Rotating Plates Ullah, Hakeem Shoaib, Muhammad Akbar, Ajed Raja, Muhammad Asif Zahoor Islam, Saeed Nisar, Kottakkaran Sooppy Arab J Sci Eng Research Article-Mechanical Engineering The present works focus on the effects of electric and magnetic fields on the flow of micro-polar nano-fluid between two parallel plates with rotation under the impact of Hall current (EMMN-PPRH) has considered by using Artificial Neural Networks with the scheme of Levenberg–Marquardt backpropagation (ANN-SLMB). The nonlinear PDEs are transformed into nonlinear ODEs by employing similarity variables. By varying different parameters such as coupling parameter, electric parameter, rotation parameter, viscosity parameter, Prandtl number and the Brownian motion parameter, a dataset for recommended ANN-SLMB is produced for numerous scenarios through utilizing homotopy analysis method (HAM). The ANN-SLMB training, testing and validation technique have been used to analyze the approximate solution of individual cases, and the recommended model has matched for confirmation. After that, regression analysis, MSE, and histogram investigations were utilized to validate the proposed ANN-SLMB. The recommended technique is distinguished nearest of the suggested and reference findings, with an accuracy level ranging from 10(−09) to 10(−11). Springer Berlin Heidelberg 2022-05-24 2022 /pmc/articles/PMC9127499/ /pubmed/35634515 http://dx.doi.org/10.1007/s13369-022-06925-z Text en © King Fahd University of Petroleum & Minerals 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Research Article-Mechanical Engineering
Ullah, Hakeem
Shoaib, Muhammad
Akbar, Ajed
Raja, Muhammad Asif Zahoor
Islam, Saeed
Nisar, Kottakkaran Sooppy
Neuro-Computing for Hall Current and MHD Effects on the Flow of Micro-Polar Nano-Fluid Between Two Parallel Rotating Plates
title Neuro-Computing for Hall Current and MHD Effects on the Flow of Micro-Polar Nano-Fluid Between Two Parallel Rotating Plates
title_full Neuro-Computing for Hall Current and MHD Effects on the Flow of Micro-Polar Nano-Fluid Between Two Parallel Rotating Plates
title_fullStr Neuro-Computing for Hall Current and MHD Effects on the Flow of Micro-Polar Nano-Fluid Between Two Parallel Rotating Plates
title_full_unstemmed Neuro-Computing for Hall Current and MHD Effects on the Flow of Micro-Polar Nano-Fluid Between Two Parallel Rotating Plates
title_short Neuro-Computing for Hall Current and MHD Effects on the Flow of Micro-Polar Nano-Fluid Between Two Parallel Rotating Plates
title_sort neuro-computing for hall current and mhd effects on the flow of micro-polar nano-fluid between two parallel rotating plates
topic Research Article-Mechanical Engineering
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9127499/
https://www.ncbi.nlm.nih.gov/pubmed/35634515
http://dx.doi.org/10.1007/s13369-022-06925-z
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