First-order reliability method based on Harris Hawks Optimization for high-dimensional reliability analysis
Sign Up to like & getrecommendations! Published in 2020 at "Structural and Multidisciplinary Optimization"
DOI: 10.1007/s00158-020-02587-3
Abstract: The first-order reliability method (FORM) is a prevalent method in the structural reliability community. However, when solving the high-dimensional problem with a highly nonlinear limit state function, FORM usually encounters non-convergence or divergence. In this… read more here.
Keywords: high dimensional; dimensional reliability; harris hawks; reliability ... See more keywords
An efficient approach for high-dimensional structural reliability analysis
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DOI: 10.1016/j.ymssp.2018.12.007
Abstract: Abstract This paper presents a new method to address the challenge of high-dimensional reliability analysis based on a small number of samples. The method is established based on the maximum entropy method (MEM) with the… read more here.
Keywords: method; high dimensional; dimensional reliability; reliability analysis ... See more keywords
Deep learning for high-dimensional reliability analysis
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DOI: 10.1016/j.ymssp.2019.106399
Abstract: Abstract High-dimensional reliability analysis remains a grand challenge since most of the existing methods suffer from the curse of dimensionality. This paper introduces a novel high-dimensional data abstraction (HDDA) framework for dimension reduction in reliability… read more here.
Keywords: high dimensional; reliability analysis; deep learning; dimensional reliability ... See more keywords