Identification of transfer functions from surge motion response of a semisubmersible platform using time-varying NARX model

Identification of transfer functions from surge motion response of a semisubmersible platform from model test data is presented in this paper. The identification is carried out by estimating the time-varying model coefficients of a time-varying NARX (TVNARX) model. The coefficients are estimated usi...

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Main Authors: Yazid, E., Liew, M.S., Parman, S., Kurian, V.J.
Format: Article
Published: Elsevier Ltd 2016
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-84947997349&doi=10.1016%2fj.apor.2015.11.001&partnerID=40&md5=9814100203056d741055879a2de0b658
http://eprints.utp.edu.my/25559/
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spelling my.utp.eprints.255592021-08-27T09:58:58Z Identification of transfer functions from surge motion response of a semisubmersible platform using time-varying NARX model Yazid, E. Liew, M.S. Parman, S. Kurian, V.J. Identification of transfer functions from surge motion response of a semisubmersible platform from model test data is presented in this paper. The identification is carried out by estimating the time-varying model coefficients of a time-varying NARX (TVNARX) model. The coefficients are estimated using proposed method, named artificial bee colony-based Kalman smoother (ABC-KS). System input-output data for identification process are wave height and surge motion from a scaled 1:100 model of a prototype semisubmersible. The applicability of proposed method is assessed numerically and experimentally under unidirectional long-crested random waves. The results show that the linear and quadratic frequency response functions as well as the wave and low frequency responses of a semisubmersible platform can be well identified either in time or frequency domains. The evolution of the nonlinear wave-structure interactions also can be revealed with respect to measured time duration. © 2015 Elsevier Ltd. Elsevier Ltd 2016 Article NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-84947997349&doi=10.1016%2fj.apor.2015.11.001&partnerID=40&md5=9814100203056d741055879a2de0b658 Yazid, E. and Liew, M.S. and Parman, S. and Kurian, V.J. (2016) Identification of transfer functions from surge motion response of a semisubmersible platform using time-varying NARX model. Applied Ocean Research, 54 . pp. 53-66. http://eprints.utp.edu.my/25559/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
description Identification of transfer functions from surge motion response of a semisubmersible platform from model test data is presented in this paper. The identification is carried out by estimating the time-varying model coefficients of a time-varying NARX (TVNARX) model. The coefficients are estimated using proposed method, named artificial bee colony-based Kalman smoother (ABC-KS). System input-output data for identification process are wave height and surge motion from a scaled 1:100 model of a prototype semisubmersible. The applicability of proposed method is assessed numerically and experimentally under unidirectional long-crested random waves. The results show that the linear and quadratic frequency response functions as well as the wave and low frequency responses of a semisubmersible platform can be well identified either in time or frequency domains. The evolution of the nonlinear wave-structure interactions also can be revealed with respect to measured time duration. © 2015 Elsevier Ltd.
format Article
author Yazid, E.
Liew, M.S.
Parman, S.
Kurian, V.J.
spellingShingle Yazid, E.
Liew, M.S.
Parman, S.
Kurian, V.J.
Identification of transfer functions from surge motion response of a semisubmersible platform using time-varying NARX model
author_facet Yazid, E.
Liew, M.S.
Parman, S.
Kurian, V.J.
author_sort Yazid, E.
title Identification of transfer functions from surge motion response of a semisubmersible platform using time-varying NARX model
title_short Identification of transfer functions from surge motion response of a semisubmersible platform using time-varying NARX model
title_full Identification of transfer functions from surge motion response of a semisubmersible platform using time-varying NARX model
title_fullStr Identification of transfer functions from surge motion response of a semisubmersible platform using time-varying NARX model
title_full_unstemmed Identification of transfer functions from surge motion response of a semisubmersible platform using time-varying NARX model
title_sort identification of transfer functions from surge motion response of a semisubmersible platform using time-varying narx model
publisher Elsevier Ltd
publishDate 2016
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-84947997349&doi=10.1016%2fj.apor.2015.11.001&partnerID=40&md5=9814100203056d741055879a2de0b658
http://eprints.utp.edu.my/25559/
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