Iterative closed-loop identification of MIMO systems using ARX-based Leaky Least Mean Square Algorithm

Closed-loop identification of MIMO systems is considered. An iterative Leaky Least Mean Squares (LLMS) algorithm is proposed for the development of ARX structure. The performance of the proposed algorithm with respect to the existing recursive algorithms is investigated in a simulation study. The si...

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Main Authors: Rahim, M.A., Ramasamy, M., Tufa, L.D., Faisal, A.
Format: Conference or Workshop Item
Institution: Universiti Teknologi Petronas
Record Id / ISBN-0: utp-eprints.31305 /
Published: Institute of Electrical and Electronics Engineers Inc. 2014
Online Access: https://www.scopus.com/inward/record.uri?eid=2-s2.0-84946686769&doi=10.1109%2fICCSCE.2014.7072791&partnerID=40&md5=87bb9628a7b8541754f167cc6f269d5d
http://eprints.utp.edu.my/31305/
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recordtype eprints
spelling utp-eprints.313052022-03-25T09:05:40Z Iterative closed-loop identification of MIMO systems using ARX-based Leaky Least Mean Square Algorithm Rahim, M.A. Ramasamy, M. Tufa, L.D. Faisal, A. Closed-loop identification of MIMO systems is considered. An iterative Leaky Least Mean Squares (LLMS) algorithm is proposed for the development of ARX structure. The performance of the proposed algorithm with respect to the existing recursive algorithms is investigated in a simulation study. The simulation results show that the proposed algorithm can produce more accurate parameter estimates than the conventional recursive algorithms. © 2014 IEEE. Institute of Electrical and Electronics Engineers Inc. 2014 Conference or Workshop Item NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-84946686769&doi=10.1109%2fICCSCE.2014.7072791&partnerID=40&md5=87bb9628a7b8541754f167cc6f269d5d Rahim, M.A. and Ramasamy, M. and Tufa, L.D. and Faisal, A. (2014) Iterative closed-loop identification of MIMO systems using ARX-based Leaky Least Mean Square Algorithm. In: UNSPECIFIED. http://eprints.utp.edu.my/31305/
institution Universiti Teknologi Petronas
collection UTP Institutional Repository
description Closed-loop identification of MIMO systems is considered. An iterative Leaky Least Mean Squares (LLMS) algorithm is proposed for the development of ARX structure. The performance of the proposed algorithm with respect to the existing recursive algorithms is investigated in a simulation study. The simulation results show that the proposed algorithm can produce more accurate parameter estimates than the conventional recursive algorithms. © 2014 IEEE.
format Conference or Workshop Item
author Rahim, M.A.
Ramasamy, M.
Tufa, L.D.
Faisal, A.
spellingShingle Rahim, M.A.
Ramasamy, M.
Tufa, L.D.
Faisal, A.
Iterative closed-loop identification of MIMO systems using ARX-based Leaky Least Mean Square Algorithm
author_sort Rahim, M.A.
title Iterative closed-loop identification of MIMO systems using ARX-based Leaky Least Mean Square Algorithm
title_short Iterative closed-loop identification of MIMO systems using ARX-based Leaky Least Mean Square Algorithm
title_full Iterative closed-loop identification of MIMO systems using ARX-based Leaky Least Mean Square Algorithm
title_fullStr Iterative closed-loop identification of MIMO systems using ARX-based Leaky Least Mean Square Algorithm
title_full_unstemmed Iterative closed-loop identification of MIMO systems using ARX-based Leaky Least Mean Square Algorithm
title_sort iterative closed-loop identification of mimo systems using arx-based leaky least mean square algorithm
publisher Institute of Electrical and Electronics Engineers Inc.
publishDate 2014
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-84946686769&doi=10.1109%2fICCSCE.2014.7072791&partnerID=40&md5=87bb9628a7b8541754f167cc6f269d5d
http://eprints.utp.edu.my/31305/
_version_ 1741197552011706368
score 11.62408

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