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Bayesian reinforcement learning reliability analysis · Study

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ArticleBayesian reinforcement learning reliability analysis

Tong Zhou2024

Article2024

Bayesian reinforcement learning reliability analysis

Tong Zhou · Tong Guo · Chao Dang · Michael Beer

29 citations·0/0 files stored·Computer Methods in Applied Mechanics and Engineering

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Probabilistic and Robust Engineering Design Reliability and Maintenance Optimization Geotechnical Engineering and Analysis

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References

1991Stochastic Finite Elements: A Spectral Approach 2017Structural Reliability Analysis and Prediction 2016Simulation and the Monte Carlo Method 2001Estimation of small failure probabilities in high dimensions by subset simulation 2011AK-MCS: An active learning reliability method combining Kriging and Monte Carlo Simulation 2008Efficient Global Reliability Analysis for Nonlinear Implicit Performance Functions 2016LIF: A new Kriging based learning function and its application to structural reliability analysis 2004Reliability of structures in high dimensions, part I: algorithms and applications

Cited by

2024Yet another Bayesian active learning reliability analysis method 2024Multi-point Bayesian active learning reliability analysis 2025A theoretically-consistent parallel enrichment strategy for Bayesian active learning reliability analysis 2025Time series clustering adaptive enhanced method for time-dependent reliability analysis and design optimization 2024Parallel active learning reliability analysis: A multi-point look-ahead paradigm

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2023Look-ahead active learning reliability analysis based on stepwise margin reductionarticle · 17 shared references 2024Parallel active learning reliability analysis: A multi-point look-ahead paradigmarticle · 16 shared references 2024Multi-point Bayesian active learning reliability analysisarticle · 15 shared references 2023Polynomial chaos Kriging-based structural reliability analysis via the expected margin volume reductionarticle · 14 shared references 2023Parallel Bayesian probabilistic integration for structural reliability analysis with small failure probabilitiesarticle · 14 shared references 2025A theoretically-consistent parallel enrichment strategy for Bayesian active learning reliability analysisarticle · 14 shared references

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Year2024

Typearticle

Published2024-03-12

VenueComputer Methods in Applied Mechanics and Engineering

ISSN-L0045-7825

Languageen

Citations29

Files0 public / 0

ShelfProbabilistic and Robust Engineering Design

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doi10.1016/j.cma.2024.116902

openalex_workW4392705484

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2025A novel multi-constraint SVR surrogate model: Interactive reliability-based design optimization and case study