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REIN: Reliability Estimation via Importance sampling with Normalizing flows · Study

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ArticleREIN: Reliability Estimation via Importance sampling with Normalizing flows

Agnimitra Dasgupta2023

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Articlebronze2023

REIN: Reliability Estimation via Importance sampling with Normalizing flows

Agnimitra Dasgupta · E. A. Johnson

25 citations·0/0 files stored·Reliability Engineering & System Safety

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

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References

2001Estimation of small failure probabilities in high dimensions by subset simulation 2016Handbook of Uncertainty Quantification 1993A benchmark study on importance sampling techniques in structural reliability 2022A review and assessment of importance sampling methods for reliability analysis 2016Sequential importance sampling for structural reliability analysis 2013Cross-entropy-based adaptive importance sampling using Gaussian mixture 2018Cross entropy-based importance sampling using Gaussian densities revisited 2015Cross-entropy-based adaptive importance sampling using von Mises-Fisher mixture for high dimensional reliability analysis

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2024A physics-informed neural network enhanced importance sampling (PINN-IS) for data-free reliability analysis 2024Adaptive optimization deep neural network framework of reliability estimation for engineering structures

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Details

Year2023

Typearticle

Published2023-10-11

VenueReliability Engineering & System Safety

ISSN-L0951-8320

Languageen

Citations25

Files0 public / 0

ShelfProbabilistic and Robust Engineering Design

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doi10.1016/j.ress.2023.109729

openalex_workW4387541904

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