Improved active learning probabilistic approach for the computation of failure probability
نویسندگان
چکیده
This paper presents a cost-effective probabilistic approach to be used in engineering applications. The proposed consists of an improved Kriging-based method aiming at reducing minimum the number evaluations true performance function when computing failure probability. It is kind variant classical Active learning combining Kriging and Monte Carlo Simulation (AK-MCS) developed by Echard et al. (2011) [1], where some improvements are introduced enhance process. Some illustrative practical examples presented discussed. has shown great efficiency as compared AK-MCS approach.
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ژورنال
عنوان ژورنال: Structural Safety
سال: 2021
ISSN: ['0167-4730', '1879-3355']
DOI: https://doi.org/10.1016/j.strusafe.2020.102011