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...
| Main Authors: | Yazid, E., Liew, M.S., Parman, S., Kurian, V.J. |
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| Format: | Article |
| Institution: | Universiti Teknologi Petronas |
| Record Id / ISBN-0: | utp-eprints.25732 / |
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Elsevier Ltd
2016
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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/25732/ |
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utp-eprints.257322021-08-27T13:04:31Z 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/25732/ |
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Universiti Teknologi Petronas |
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UTP Institutional Repository |
| 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_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/25732/ |
| _version_ |
1741197024065224704 |
| score |
11.62408 |