“Adaptive Control Technique Using Multilayer Feedforward Neural Networks”

This paper presents a new method for implementing adaptive controllers using multilayer feedforward neural networks (MFNN). The controlled process is approximated at each sampling time by a linear time-invariant (LTI) model. The proposed adaptive controller is a combination of a parameter estimation...

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محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Al-Duwaish, H. (author)
مؤلفون آخرون: unknown (author)
التنسيق: article
منشور في: 2005
الموضوعات:
الوصول للمادة أونلاين:https://eprints.kfupm.edu.sa/id/eprint/700/1/Adaptive_Control_Technique_Using_Multilayer_Feedforward_Neural_Networks.pdf
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author Al-Duwaish, H.
author2 unknown
author2_role author
author_facet Al-Duwaish, H.
unknown
author_role author
dc.creator.none.fl_str_mv Al-Duwaish, H.
unknown
dc.date.none.fl_str_mv 2005-04
2020
dc.format.none.fl_str_mv application/pdf
dc.identifier.none.fl_str_mv https://eprints.kfupm.edu.sa/id/eprint/700/1/Adaptive_Control_Technique_Using_Multilayer_Feedforward_Neural_Networks.pdf
(2005) “Adaptive Control Technique Using Multilayer Feedforward Neural Networks”. The Mediterranean Journal of Measurement and Control. pp. 74-80.
dc.language.none.fl_str_mv en
dc.relation.none.fl_str_mv https://eprints.kfupm.edu.sa/id/eprint/700/
dc.rights.*.fl_str_mv info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Electrical
dc.title.none.fl_str_mv “Adaptive Control Technique Using Multilayer Feedforward Neural Networks”
dc.type.none.fl_str_mv Article
NonPeerReviewed
info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/article
description This paper presents a new method for implementing adaptive controllers using multilayer feedforward neural networks (MFNN). The controlled process is approximated at each sampling time by a linear time-invariant (LTI) model. The proposed adaptive controller is a combination of a parameter estimation algorithm to estimate the parameters of the process and an adaptation algorithm for the connection weights of the neural network. An adaptation algorithm to adjust the connection weights of the neural network has been derived. Simulation results are included to demonstrate the feasibility and the adaptive properties of the proposed controller.
eu_rights_str_mv openAccess
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id KFUPM_1859ff8d4d85c40bead3ea48277cdfcd
identifier_str_mv (2005) “Adaptive Control Technique Using Multilayer Feedforward Neural Networks”. The Mediterranean Journal of Measurement and Control. pp. 74-80.
language_invalid_str_mv en
network_acronym_str KFUPM
network_name_str King Fahd University of Petroleum and Minerals
oai_identifier_str oai::700
publishDate 2005
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
spelling “Adaptive Control Technique Using Multilayer Feedforward Neural Networks”Al-Duwaish, H.unknownElectricalThis paper presents a new method for implementing adaptive controllers using multilayer feedforward neural networks (MFNN). The controlled process is approximated at each sampling time by a linear time-invariant (LTI) model. The proposed adaptive controller is a combination of a parameter estimation algorithm to estimate the parameters of the process and an adaptation algorithm for the connection weights of the neural network. An adaptation algorithm to adjust the connection weights of the neural network has been derived. Simulation results are included to demonstrate the feasibility and the adaptive properties of the proposed controller.2005-042020ArticleNonPeerReviewedinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://eprints.kfupm.edu.sa/id/eprint/700/1/Adaptive_Control_Technique_Using_Multilayer_Feedforward_Neural_Networks.pdf (2005) “Adaptive Control Technique Using Multilayer Feedforward Neural Networks”. The Mediterranean Journal of Measurement and Control. pp. 74-80. enhttps://eprints.kfupm.edu.sa/id/eprint/700/info:eu-repo/semantics/openAccessoai::7002019-11-01T13:24:58Z
spellingShingle “Adaptive Control Technique Using Multilayer Feedforward Neural Networks”
Al-Duwaish, H.
Electrical
status_str publishedVersion
title “Adaptive Control Technique Using Multilayer Feedforward Neural Networks”
title_full “Adaptive Control Technique Using Multilayer Feedforward Neural Networks”
title_fullStr “Adaptive Control Technique Using Multilayer Feedforward Neural Networks”
title_full_unstemmed “Adaptive Control Technique Using Multilayer Feedforward Neural Networks”
title_short “Adaptive Control Technique Using Multilayer Feedforward Neural Networks”
title_sort “Adaptive Control Technique Using Multilayer Feedforward Neural Networks”
topic Electrical
url https://eprints.kfupm.edu.sa/id/eprint/700/1/Adaptive_Control_Technique_Using_Multilayer_Feedforward_Neural_Networks.pdf