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 Author: ., Edwar Yazid, Mohd Shahir Liew, Setyamartana Parman, Velluruzhati
Format: Article
Published: 2016
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Online Access:http://www.sciencedirect.com/science/article/pii/S0141118715001352
http://eprints.utp.edu.my/12096/
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spelling my.utp.eprints.120962017-04-06T02:29:16Z Identification of transfer functions from surge motion response of a semisubmersible platform using time-varying NARX model ., Edwar Yazid, Mohd Shahir Liew, Setyamartana Parman, Velluruzhati TA Engineering (General). Civil engineering (General) 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. 2016-01 Article PeerReviewed http://www.sciencedirect.com/science/article/pii/S0141118715001352 ., Edwar Yazid, Mohd Shahir Liew, Setyamartana Parman, Velluruzhati (2016) 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 using time-varying NARX model . (Submitted) http://eprints.utp.edu.my/12096/
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/
topic TA Engineering (General). Civil engineering (General)
spellingShingle TA Engineering (General). Civil engineering (General)
., Edwar Yazid, Mohd Shahir Liew, Setyamartana Parman, Velluruzhati
Identification of transfer functions from surge motion response of a semisubmersible platform using time-varying NARX model
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.
format Article
author ., Edwar Yazid, Mohd Shahir Liew, Setyamartana Parman, Velluruzhati
author_facet ., Edwar Yazid, Mohd Shahir Liew, Setyamartana Parman, Velluruzhati
author_sort ., Edwar Yazid, Mohd Shahir Liew, Setyamartana Parman, Velluruzhati
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
publishDate 2016
url http://www.sciencedirect.com/science/article/pii/S0141118715001352
http://eprints.utp.edu.my/12096/
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