Adaptive Kriging-based method with learning function allocation scheme and hybrid convergence criterion for efficient structural reliability analysis

J Zhou, G Xu, Z Jiang, Y Li, J Wang - Engineering with Computers, 2024 - Springer
Structural reliability analysis poses significant challenges in engineering practices, leading
to the development of various state-of-the-art approximation methods. Active learning …

AKSE: A novel adaptive Kriging method combining sampling region scheme and error-based stopping criterion for structural reliability analysis

J Wang, G Xu, Y Li, A Kareem - Reliability Engineering & System Safety, 2022 - Elsevier
The reliability analysis of complex structures usually involves implicit performance function
and expensive-to-evaluate computational models, which pose a great challenge for the …

AK–TSAGL: A two-stage hybrid algorithm combining global exploration and local exploitation based on active learning for structural reliability analysis

B Li, X Jia, J Long - Reliability Engineering & System Safety, 2024 - Elsevier
The active learning Kriging methodology is widely employed in structural reliability analyses,
but there are disadvantages in existing studies concerning computational efficiency and …

Portfolio allocation strategy for active learning Kriging-based structural reliability analysis

L Hong, B Shang, S Li, H Li, J Cheng - Computer Methods in Applied …, 2023 - Elsevier
Recently, numerous studies have focused on structural reliability analysis, with the Kriging-
based active learning method being particularly popular. A variety of Kriging-based learning …

An active learning Kriging model with adaptive parameters for reliability analysis

H Xu, W Zhang, N Zhou, L Xiao, J Zhang - Engineering with Computers, 2023 - Springer
The prevalence of highly nonlinear and implicit performance functions in structural reliability
analysis has increased the computational effort significantly. To solve this problem, an …

[PDF][PDF] Portfolio allocation strategy for active learning Kriging-based structural reliability analysis [J]

H Linxiong, S Bin, L Shizheng, L Huacong… - Computer Methods in …, 2023 - researchgate.net
Recently, numerous studies have focused on structural reliability analysis, 9 with the Kriging-
based active learning method being particularly popular. A variety of 10 Kriging-based …

An efficient and robust adaptive Kriging for structural reliability analysis

J Wang, Z Sun, R Cao, Y Yan - Structural and Multidisciplinary …, 2020 - Springer
Even though extensive efforts have been made, structural reliability analysis method with
both efficiency and robustness is still infrequent in engineering especially when time …

Efficient adaptive Kriging-based reliability analysis combining new learning function and error-based stopping criterion

J Yi, Q Zhou, Y Cheng, J Liu - Structural and Multidisciplinary Optimization, 2020 - Springer
The Kriging-based reliability analysis is extensively adopted in engineering structural
reliability analysis for its capacity to achieve accurate failure probability estimation with high …

An active-learning method based on multi-fidelity Kriging model for structural reliability analysis

J Yi, F Wu, Q Zhou, Y Cheng, H Ling, J Liu - Structural and …, 2021 - Springer
Active-learning surrogate model–based reliability analysis is widely employed in
engineering structural reliability analysis to alleviate the computational burden of the Monte …

P-AK-MCS: Parallel AK-MCS method for structural reliability analysis

Z Zhao, ZH Lu, YG Zhao - Probabilistic Engineering Mechanics, 2024 - Elsevier
In recent years, the active learning reliability method that combines the Kriging model and
Monte Carlo simulation (AK-MCS) has emerged as a promising approach due to its …