A multivariate model to estimate environmental load on an offshore structure. (15th April 2023)
- Record Type:
- Journal Article
- Title:
- A multivariate model to estimate environmental load on an offshore structure. (15th April 2023)
- Main Title:
- A multivariate model to estimate environmental load on an offshore structure
- Authors:
- Ramadhani, Adhitya
Khan, Faisal
Colbourne, Bruce
Ahmed, Salim
Taleb-Berrouane, Mohammed - Abstract:
- Abstract: Offshore structures such as oil platforms are subjected to significant environmental loads caused by wind, waves, and current. The complexity of offshore environment requires robust and reliable models to capture dependencies among environmental variables. A vine copula is a powerful tool that can be used to construct multivariate models by decomposing the complex structure into a series of simple pair copulas. Previous studies have shown that simple and symmetric copulas can be used as building blocks to construct vine copula models. In this study, symmetric and asymmetric copula functions are considered building blocks to capture all possible dependency structures. The c-vine model is then used to estimate the total environmental load on an offshore structure. Estimated loads are compared with those using the traditional independent variable approach and a multi-Gaussian distribution function-based method. The results reveal that both symmetric and asymmetric copula functions can be fitted to build c-vine copula models for the trivariate case. C-vine copulas, constructed using asymmetric copulas, provide a better estimation of the total environmental load than the independent and multivariate Gaussian methods. The result of this study is useful in probabilistic structural analysis of offshore structures for design and resilience analysis. Highlights: Study investigates offshore structure response to multivariate load using C-vine Copula. Dependence between windAbstract: Offshore structures such as oil platforms are subjected to significant environmental loads caused by wind, waves, and current. The complexity of offshore environment requires robust and reliable models to capture dependencies among environmental variables. A vine copula is a powerful tool that can be used to construct multivariate models by decomposing the complex structure into a series of simple pair copulas. Previous studies have shown that simple and symmetric copulas can be used as building blocks to construct vine copula models. In this study, symmetric and asymmetric copula functions are considered building blocks to capture all possible dependency structures. The c-vine model is then used to estimate the total environmental load on an offshore structure. Estimated loads are compared with those using the traditional independent variable approach and a multi-Gaussian distribution function-based method. The results reveal that both symmetric and asymmetric copula functions can be fitted to build c-vine copula models for the trivariate case. C-vine copulas, constructed using asymmetric copulas, provide a better estimation of the total environmental load than the independent and multivariate Gaussian methods. The result of this study is useful in probabilistic structural analysis of offshore structures for design and resilience analysis. Highlights: Study investigates offshore structure response to multivariate load using C-vine Copula. Dependence between wind velocity, current and wave height is considered for load modelling. Offshore structure to be designed considering asymmetrically dependent loads. … (more)
- Is Part Of:
- Ocean engineering. Volume 274(2023)
- Journal:
- Ocean engineering
- Issue:
- Volume 274(2023)
- Issue Display:
- Volume 274, Issue 2023 (2023)
- Year:
- 2023
- Volume:
- 274
- Issue:
- 2023
- Issue Sort Value:
- 2023-0274-2023-0000
- Page Start:
- Page End:
- Publication Date:
- 2023-04-15
- Subjects:
- Vine copula -- Environmental load -- Complex dependency structure -- Multivariate analysis
Ocean engineering -- Periodicals
Ocean engineering
Periodicals
620.4162 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00298018 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.oceaneng.2023.114067 ↗
- Languages:
- English
- ISSNs:
- 0029-8018
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6231.280000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 26132.xml