Bayesian inference with subset simulation in varying dimensions applied to the Karhunen–Loève expansion
Sign Up to like & getrecommendations! Published in 2021 at "International Journal for Numerical Methods in Engineering"
DOI: 10.1002/nme.6758
Abstract: Correspondence *Corresponding author. Email: [email protected] Summary Uncertainties associated with spatially varying parameters are modeled through random fields discretized into a finite number of random variables. Standard discretization methods, such as the Karhunen–Loève expansion, use series… read more here.
Keywords: bayesian inference; karhunen expansion; subset simulation; inference ... See more keywords
Bayesian inference with Subset Simulation: Strategies and improvements
Sign Up to like & getrecommendations! Published in 2018 at "Computer Methods in Applied Mechanics and Engineering"
DOI: 10.1016/j.cma.2017.11.021
Abstract: Bayesian Updating with Structural reliability methods (BUS) reinterprets the Bayesian updating problem as a structural reliability problem; i.e. a rare event estimation. The BUS approach can be considered an extension of rejection sampling, where a… read more here.
Keywords: likelihood function; subset simulation; random; bus ... See more keywords
Probability analysis of bistable composite laminates using the subset simulation method
Sign Up to like & getrecommendations! Published in 2021 at "Composite Structures"
DOI: 10.1016/j.compstruct.2021.114120
Abstract: Abstract Bistable composite laminates are advanced composite structures which are potential candidates for morphing structure applications. The geometrical dimensions, material properties, ambient temperature and moisture have significant effects on the bistable behaviour, and the effect… read more here.
Keywords: composite laminates; bistable composite; subset simulation; probability ... See more keywords
Seismic reliability analysis of building structures using subset simulation coupled with deep learning-based surrogate model
Sign Up to like & getrecommendations! Published in 2022 at "Advances in Structural Engineering"
DOI: 10.1177/13694332221092677
Abstract: The reliability of building structures subjected to ground motion is a time-consuming, complex, and iterative computation problem involving multidiscipline theories such as probability theory, reliability theory, and dynamic structural analysis. In order to address this… read more here.
Keywords: subset simulation; reliability; deep learning; simulation ... See more keywords