A De-Nesting Hybrid Reliability Analysis Method and Its Application in Marine Structure

In recent years, marine structures have been widely used in the world, making significant contributions to the utilization of marine resources. In the design of marine structures, there is a hybrid reliability problem arising from aleatory uncertainty and epistemic uncertainty. In many cases, epistemic uncertainty is estimated by interval parameters. Traditional methods for hybrid reliability analysis usually require a nested optimization framework, which will lead to too many calls to the limit state function (LSF) and result in poor computational efficiency. In response to this problem, this paper proposes a de-nesting hybrid reliability analysis method creatively. Firstly, it uses the p-box model to describe the epistemic uncertainty variables, and then the linear approximation (LA) model and the two-point adaptive nonlinear approximation (TANA) model are combined to approximate the upper and lower bounds of LSF with epistemic uncertainty. Based on the first-order reliability method (FORM), an iterative operation is used to obtain the interval of the non-probability hybrid reliability index. The traditional nested optimization structure is effectively eliminated by the above approximation method, which efficiently reduces the times of LSF calls and increases the calculation speed while preserving sufficient accuracy. Finally, one numerical example and two engineering examples are provided to show the greater effectiveness of this method than the traditional nested optimization method.

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Publication Details

Journal
Journal of Marine Science and Engineering
Published
2024-12-04
DOI
https://doi.org/10.3390/jmse12122221
Citations
2
Primary Topic
Probabilistic and Robust Engineering Design
Type
article
Field-Weighted Citation Impact
0.92

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article

A De-Nesting Hybrid Reliability Analysis Method and Its Application in Marine Structure

Tongdan Jin, Chenfeng Li, Zequan Chen, Guo-Wei Wei
2 citations
Journal of Marine Science and Engineering
Probabilistic and Robust Engineering Design
0.92
article

A De-Nesting Hybrid Reliability Analysis Method and Its Application in Marine Structure

Tongdan Jin, Chenfeng Li, Zequan Chen, Guo-Wei Wei
article en
2 citations

Abstract

In recent years, marine structures have been widely used in the world, making significant contributions to the utilization of marine resources. In the design of marine structures, there is a hybrid reliability problem arising from aleatory uncertainty and epistemic uncertainty. In many cases, epistemic uncertainty is estimated by interval parameters. Traditional methods for hybrid reliability analysis usually require a nested optimization framework, which will lead to too many calls to the limit state function (LSF) and result in poor computational efficiency. In response to this problem, this paper proposes a de-nesting hybrid reliability analysis method creatively. Firstly, it uses the p-box model to describe the epistemic uncertainty variables, and then the linear approximation (LA) model and the two-point adaptive nonlinear approximation (TANA) model are combined to approximate the upper and lower bounds of LSF with epistemic uncertainty. Based on the first-order reliability method (FORM), an iterative operation is used to obtain the interval of the non-probability hybrid reliability index. The traditional nested optimization structure is effectively eliminated by the above approximation method, which efficiently reduces the times of LSF calls and increases the calculation speed while preserving sufficient accuracy. Finally, one numerical example and two engineering examples are provided to show the greater effectiveness of this method than the traditional nested optimization method.

Journal of Marine Science and EngineeringVol. 12(12)
Harbin Engineering University (CN)
National Natural Science Foundation of China, National Key Research and Development Program of China, Fundamental Research Funds for the Central Universities
Life below water
Openalex Percentile: Top 20%
Probabilistic and Robust Engineering Design
0.92
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A De-Nesting Hybrid Reliability Analysis Method and Its Application in Marine Structure — Tongdan Jin, Chenfeng Li, et al. · Journal of Marine Science and Engineering (2024) | TGRS Research Map | TGRS