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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2014
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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. |
format | Online Article Text |
id | pubmed-4293914 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT adlyamra utilizingneuralnetworksinmagneticmediamodelingandfieldcomputationareview AT abdelhafizsalwak utilizingneuralnetworksinmagneticmediamodelingandfieldcomputationareview |