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Estimation of Response Transfer Functions of Offshore Structures Using the Time-Varying ARX Model

Yazid, Edwar and Liew, M. S. and Parman, Setyamartana and Kurian, V.J. (2013) Estimation of Response Transfer Functions of Offshore Structures Using the Time-Varying ARX Model. In: ISOPE 2014, 30 June - 5 July, 2013, Anchorage, Alaska, USA.

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Abstract

ABSTRACT The purpose of this paper is to propose and investigate a new approach for estimating response transfer function of offshore structures with wave as excitation input. The approach is based on time-varying autoregressive with exogenous input (TVARX) model. This method is virtually unexplored in offshore engineering field, as a number of works have shown that transfer functions such as response amplitude operator are estimated based on discrete Fourier transform (DFT). Here, we outline a practical algorithm for TVARX model which uses expectation-maximization (EM) algorithm based on Kalman smoother to generate the transfer function. The method is then applied to sampled discrete wave as excitation input and the motion responses of offshore structures as output data, generated from simulated field measurements. The proposed approach outlined here has shown the tremendous potential in the estimation of transfer function. The results indicate that TVARX model produces accurate, smooth and less noise TF estimates over DFT method. TVARX model also allows for the creation of time varying transfer function (TVTF). KEY WORDS: Motion responses; Kalman smoother; Time-varying ARX model; Transfer function.

Item Type:Conference or Workshop Item (Paper)
Subjects:T Technology > TA Engineering (General). Civil engineering (General)
T Technology > TC Hydraulic engineering. Ocean engineering
Academic Subject One:Academic Department - Civil Engineering - Structures, materials and construction
Departments / MOR / COE:Research Institutes > Deep Water Technology
ID Code:10118
Deposited By: Prof Dr Kurian V John
Deposited On:25 Oct 2013 01:56
Last Modified:25 Oct 2013 01:56

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