An efficient and versatile Kriging-based active learning method for structural reliability analysis

J Wang, G Xu, P Yuan, Y Li, A Kareem - Reliability Engineering & System …, 2024 - Elsevier
efficient and versatile Kriging-based active learning method to address the challenges of
structural reliability analysis in … Specifically, a novel learning function allocation (LFA) strategy is …

An Efficient and Versatile Kriging-Based Active Learning Method For Structural Reliability Analysis

J Wang, G Xu, P Yuan, Y Li… - Available at SSRN …, 2023 - papers.ssrn.com
… these methods, 85 they may not suitable for efficiently dealing … efficient and versatile
Kriging-based active learning method … inherent in the structural reliability analysis for problems …

Active Learning-Based Kriging Model with Noise Responses and Its Application to Reliability Analysis of Structures

J Chun - Applied Sciences, 2024 - mdpi.com
… used in structural reliability analysis that involve the iterative … The performance of Kriging-based
reliability analysis is … highlighting the versatility and applicability of the proposed method. …

[PDF][PDF] An efficient and versatile Kriging-based active learning method for

J Wanga, G Xua, YL Peng Yuanb, A Kareemc - researchgate.net
… In light of the aforementioned drawbacks, this work proposes an efficient and versatile
Kriging-based active learn90 ing method to address the challenges of structural reliability

Enriching IRA for nonlinear and low-probability failure problems: The active learning Kriging-based inverse reliability analyses

H Zhang, Y Wang, H Wang, D Hong… - … and Structures, 2023 - Taylor & Francis
Active learning Kriging-based Inverse reliability analyses (AK… -probability failure issues in
inverse reliability analysis (IRA). … an active learning Kriging approach with proposed learning

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
… This section presents a novel adaptive Kriging-based method that combines an active
learning function allocation scheme with a hybrid convergence criterion. Key contributions and …

Robust active learning framework for structural reliability analysis using uncertainty quantification and flexible meta-model

TT Nguyen, VH Dang, DM Hoang, XD Pham… - Structures, 2024 - Elsevier
… the Kriging-based surrogate model for forecasting structures’ … learning models, it remains
dominant in reliability analysis thanks … Our contributions: (i) A versatile SRA framework that can …

Reliability analysis of structural elements with active learning kriging using a new learning function: KO function

K Khorramian, F Oudah - Canadian Society of Civil Engineering Annual …, 2022 - Springer
… KO is a versatile learning function because multiple combinations of ST and ϵ(X), can be …
F (2022a) Active learning Kriging-based reliability for assessing the safety of structures: theory …

Efficient subset simulation with active learning Kriging model for low failure probability prediction

X Zhang, ST Quek - Probabilistic Engineering Mechanics, 2022 - Elsevier
… the MCS approach simple, versatile, and attractive in solving many structural reliability analysis
problems… For the Kriging-based methods, the regression model used is linear for the high-…

[PDF][PDF] Structural reliability assessment using an enhanced adaptive Kriging method

J Vahedi, MR Ghasemi, M Miri - Structural Engineering and …, 2018 - researchgate.net
Active learning method combining Kriging and Monte-Carlo Simulation for structural reliability
analysis… This paper proposes three modifications of the AK-MCS method to reduce the …