activity
20122023
most citedBayesian Network Enhanced with Structural Reliability Methods: Methodology

182 citations · 902 across the 17 of their papers we have counts for

collaborators
Showing 2021Show all

6 papers · 1 filter

cs.LG2021★ 19 cited

Rare event estimation using stochastic spectral embedding

P. -R. Wagner, S. Marelli, I. Papaioannou +2

Estimating the probability of rare failure events is an essential step in the reliability assessment of engineering systems. Computing this failure probability for complex non-line…

stat.CO2021

Sequential active learning of low-dimensional model representations for reliability analysis

Max Ehre, Iason Papaioannou, Bruno Sudret +1

To date, the analysis of high-dimensional, computationally expensive engineering models remains a difficult challenge in risk and reliability engineering. We use a combination of d…

math.OC2021

Decision-theoretic reliability sensitivity

Daniel Straub, Max Ehre, Iason Papaioannou

We propose and discuss sensitivity metrics for reliability analysis, which are based on the value of information. These metrics are easier to interpret than other existing sensitiv…

stat.AP2021★ 131 cited

Value of information from vibration-based structural health monitoring extracted via Bayesian model updating

Antonios Kamariotis, Eleni Chatzi, Daniel Straub

Quantifying the value of the information extracted from a structural health monitoring (SHM) system is an important step towards convincing decision makers to implement these syste…

stat.AP2021★ 13 cited

A unifying review of NDE models towards optimal decision support

Elizabeth Bismut, Daniel Straub

Non-destructive evaluation (NDE) inspections are an integral part of asset integrity management. The relationship between the condition of interest and the quantity measured by NDE…

eess.SY2021★ 61 cited

Optimal adaptive inspection and maintenance planning for deteriorating structural systems

Elizabeth Bismut, Daniel Straub

Optimizing inspection and maintenance (I&M) plans for a large deteriorating structure is a computationally challenging task, in particular if one considers interdependences among i…