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Subset simulation with adaptable intermediate failure probability for robust reliability analysis: an unsupervised learning-based approach

16 references·5 citing·28 second hop

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References

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2016

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Rare-event probability estimation with adaptive support vector regression surrogates

210 cited

2018ESC: an efficient error-based stopping criterion for kriging-based reliability analysis methods180 cited

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2022Bayesian updating with adaptive, uncertainty-informed subset simulations: High-fidelity updating with multiple observations38 cited
2023SS-MASVM: An advanced technique for assessing failure probability of high-dimensional complex systems using the multi-class adaptive support vector machine28 cited
2023A new active learning method for system reliability analysis with multiple failure modes25 cited
2024Incremental learning of parameter spaces in machine-learning based reliability analysis16 cited
2024A method of combined metamodel and subset simulation for reliability analysis of rare events13 cited