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Comparative study on probability distributions of riser responses

conference contribution
posted on 2023-05-23, 14:01 authored by Armstrong, C, Dunn, C, Christopher ChinChristopher Chin, Drobyshevski, Y
The responses of a flexible riser caused by motions of a weather-vaning FPSO subjected to two cyclonic storm events are investigated numerically. The objective was to comparatively study probability distributions of the riser responses to determine their statistical properties and the distribution types appropriate for particular responses. This will contribute to a method for the prediction of the extreme responses of the flexible riser during cyclonic events. Simulations of the riser responses in two cyclonic storm events were conducted including effects of wind, waves and current. Several types of probability distributions were fitted to the generated datasets using maximum likelihood estimates. Distributions tested included Rayleigh, Normal, Lognormal, Weibull, Generalized Extreme Value, Gamma, Burr, Birnbaum-Saunders and Beta. In addition, Hermite moment models were fitted in an attempt to use a single probabilistic model for all responses. A comparison was conducted using the goodness of fit tests to determine the distribution that best represented the generated data. Hermite moment models based on four moments produced good fits across both storm cases and for the majority of responses. The findings of this study provide foundations for development of more bespoke distributions for riser responses. The implication of using appropriate parent distributions for short and long term response analysis and the association between parent and extreme value distributions in both time and frequency domain contexts are discussed.

History

Publication title

Proceedings of the Thirteenth (2018) ISOPE Pacific-Asia Offshore Mechanics Symposium

Pagination

129-138

ISBN

9781880653869

Department/School

Australian Maritime College

Publisher

International Society of Offshore and Polar Engineers (ISOPE)

Place of publication

USA

Event title

The Thirteenth (2018) ISOPE Pacific-Asia Offshore Mechanics Symposium

Event Venue

Jeju Island, Korea

Date of Event (Start Date)

2018-10-14

Date of Event (End Date)

2018-10-17

Rights statement

Copyright 2018 International Society of Offshore and Polar Engineers

Repository Status

  • Restricted

Socio-economic Objectives

Expanding knowledge in engineering

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