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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2022
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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). |
format | Online Article Text |
id | pubmed-9127499 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
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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