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Utilizing neural networks in magnetic media modeling and field computation: A review

Magnetic materials are considered as crucial components for a wide range of products and devices. Usually, complexity of such materials is defined by their permeability classification and coupling extent to non-magnetic properties. Hence, development of models that could accurately simulate the comp...

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Detalles Bibliográficos
Autores principales: Adly, Amr A., Abd-El-Hafiz, Salwa K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4293914/
https://www.ncbi.nlm.nih.gov/pubmed/25685531
http://dx.doi.org/10.1016/j.jare.2013.07.004
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author Adly, Amr A.
Abd-El-Hafiz, Salwa K.
author_facet Adly, Amr A.
Abd-El-Hafiz, Salwa K.
author_sort Adly, Amr A.
collection PubMed
description Magnetic materials are considered as crucial components for a wide range of products and devices. Usually, complexity of such materials is defined by their permeability classification and coupling extent to non-magnetic properties. Hence, development of models that could accurately simulate the complex nature of these materials becomes crucial to the multi-dimensional field-media interactions and computations. In the past few decades, artificial neural networks (ANNs) have been utilized in many applications to perform miscellaneous tasks such as identification, approximation, optimization, classification and forecasting. The purpose of this review article is to give an account of the utilization of ANNs in modeling as well as field computation involving complex magnetic materials. Mostly used ANN types in magnetics, advantages of this usage, detailed implementation methodologies as well as numerical examples are given in the paper.
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spelling pubmed-42939142015-02-14 Utilizing neural networks in magnetic media modeling and field computation: A review Adly, Amr A. Abd-El-Hafiz, Salwa K. J Adv Res Review Magnetic materials are considered as crucial components for a wide range of products and devices. Usually, complexity of such materials is defined by their permeability classification and coupling extent to non-magnetic properties. Hence, development of models that could accurately simulate the complex nature of these materials becomes crucial to the multi-dimensional field-media interactions and computations. In the past few decades, artificial neural networks (ANNs) have been utilized in many applications to perform miscellaneous tasks such as identification, approximation, optimization, classification and forecasting. The purpose of this review article is to give an account of the utilization of ANNs in modeling as well as field computation involving complex magnetic materials. Mostly used ANN types in magnetics, advantages of this usage, detailed implementation methodologies as well as numerical examples are given in the paper. Elsevier 2014-11 2013-07-16 /pmc/articles/PMC4293914/ /pubmed/25685531 http://dx.doi.org/10.1016/j.jare.2013.07.004 Text en © 2013 Production and hosting by Elsevier B.V. on behalf of Cairo University. http://creativecommons.org/licenses/by-nc-nd/3.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/3.0/).
spellingShingle Review
Adly, Amr A.
Abd-El-Hafiz, Salwa K.
Utilizing neural networks in magnetic media modeling and field computation: A review
title Utilizing neural networks in magnetic media modeling and field computation: A review
title_full Utilizing neural networks in magnetic media modeling and field computation: A review
title_fullStr Utilizing neural networks in magnetic media modeling and field computation: A review
title_full_unstemmed Utilizing neural networks in magnetic media modeling and field computation: A review
title_short Utilizing neural networks in magnetic media modeling and field computation: A review
title_sort utilizing neural networks in magnetic media modeling and field computation: a review
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4293914/
https://www.ncbi.nlm.nih.gov/pubmed/25685531
http://dx.doi.org/10.1016/j.jare.2013.07.004
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