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

Artificial neural network HAM Levenberg–Marquardt Scheme Nano-fluid

Journal

Arabian journal for science and engineering
ISSN: 2193-567X
Titre abrégé: Arab J Sci Eng
Pays: Germany
ID NLM: 101698714

Informations de publication

Date de publication:
2022
Historique:
received: 06 12 2021
accepted: 21 04 2022
pubmed: 1 6 2022
medline: 1 6 2022
entrez: 31 5 2022
Statut: ppublish

Résumé

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

Identifiants

pubmed: 35634515
doi: 10.1007/s13369-022-06925-z
pii: 6925
pmc: PMC9127499
doi:

Types de publication

Journal Article

Langues

eng

Pagination

16371-16391

Informations de copyright

© King Fahd University of Petroleum & Minerals 2022.

Références

PLoS One. 2015 Jun 05;10(6):e0124016
pubmed: 26046637
Eur Phys J Plus. 2020;135(11):932
pubmed: 33251082
Sci Rep. 2021 Apr 27;11(1):9072
pubmed: 33907238

Auteurs

Hakeem Ullah (H)

Department of Mathematics, Abdul Wali Khan University, Mardan, 23200 Khyber Pakhtunkhwa Pakistan.

Muhammad Shoaib (M)

Department of Mathematics, COMSATS University Islamabad, Attock Campus, Attock, 43600 Pakistan.

Ajed Akbar (A)

Department of Mathematics, Abdul Wali Khan University, Mardan, 23200 Khyber Pakhtunkhwa Pakistan.

Muhammad Asif Zahoor Raja (MAZ)

Future Technology Research Center, National Yunlin University of Science and Technology, 123 University Road, Section. 3, Douliou, Yunlin 64002 Taiwan, R.O.C.

Saeed Islam (S)

Department of Mathematics, Abdul Wali Khan University, Mardan, 23200 Khyber Pakhtunkhwa Pakistan.

Kottakkaran Sooppy Nisar (KS)

Department of Mathematics, College of Arts and Sciences, Prince Sattam Bin Abdulaziz University, Wadi Aldawaser, Saudi Arabia.

Classifications MeSH