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Probability density evolution method for structural reliability analysis: A parallel Bayesian active learning perspective

delete2025-08-28
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PRE
AI
T
Tong Zhou
T
Tong Guo
J
Jize Zhang *
DOI:10.1016/j.compstruc.2025.107936delete
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Abstract

Abstract

En 中文
• Probability density evolution method is cast from Bayesian active learning perspective. • Bayesian inference of failure probability is conducted based on the Kriging prior. • A multi-point learning function is defined to reduce the uncertainty of failure probability. • Advantage of the goal-consistent batch enrichment strategy over others is clarified.
Keywords:
Probability density evolution method
Bayesian inference
Kriging prior
Failure probability
Multi-point learning function

Journal

C
Computers and Structures
IF:
4.8
Papers:
6.2K
Citations:
1.7W

Organization

K
Kyoto University
Scholars:
5.1W
Papers: 4.6W
Citations: 6.1W
T
The Hong Kong University of Science and Technology
Scholars:
1.6K
Papers: 826
Citations: 4
S
Southeast University
Scholars:
2.1W
Papers: 8.6K
Citations: 480
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Cited Papers

Cited Papers

Multi-point active learning probability density evolution method
err2025-07-08
err0
PREAI
errTong Zhou; Tong Guo; Xujia Zhu; Alexandros A. Taflanidis; Jize Zhang
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Multi-point Bayesian active learning reliability analysis
err2025-05-01
err2
PREAI
errZhou, Tong; Zhu, Xujia; Guo, Tong; Dong, You; Beer, Michael
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Fast Parallel Kriging-Based Stepwise Uncertainty Reduction With Application to the Identification of an Excursion Set
err2014-12-10
err0
errOAAI
errClément Chevalier; Julien Bect; David Ginsbourger; Emmanuel Vazquez; Victor Picheny; Yann Richet
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Development of methods of structural reliability
err2025-03-01
err10
PREAI
errEllingwood, Bruce; Maes, Marc; Bartlett, F. Michael; Beck, Andre T.; Caprani, Colin; Kiureghian, Armen Der; Duenas-Osorio, Leonardo; Galvao, Neryvaldo; Gilbert, Robert; Li, Jie; Matos, Jose; Mori, Yasuhiro; Papaioannou, Iason; Parades, Roger; Straub, Daniel; Sudret, Bruno
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Active learning for structural reliability: Survey, general framework and benchmark
err2022-05-01
err128
errOAAI
errMoustapha, Maliki; Marelli, Stefano; Sudret, Bruno
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