Probabilistic model updating via variational Bayesian inference and adaptive Gaussian process modeling

Bayesian identification and model comparison for random property fields derived from material microstructure

(2020) Dimitrios Savvas et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Gaussian process models for mitigation of operational variability in the structural health monitoring of wind turbines

(2020) Luis David Avendaño-Valencia et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Sparse Bayesian learning for structural damage identification

(2020) Zhao Chen et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Reliability analysis and design optimization of nonlinear structures

(2020) Pinghe Ni et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Data-driven surrogates for high dimensional models using Gaussian process regression on the Grassmann manifold

(2020) D.G. Giovanis et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Accelerating MCMC via Kriging-based adaptive independent proposals and delayed rejection

(2019) Jize Zhang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Stochastic dynamic analysis of marine risers considering fluid-structure interaction and system uncertainties

(2019) Pinghe Ni et al.   ENGINEERING STRUCTURES

Structural damage identification using improved Jaya algorithm based on sparse regularization and Bayesian inference

(2019) Zhenghao Ding et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A Bayesian model calibration framework to evaluate brain tissue characterization experiments

(2019) Kirubel Teferra et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Bayesian calibration and sensitivity analysis of heat transfer models for fire insulation panels

(2019) P.-R. Wagner et al.   ENGINEERING STRUCTURES

Bayesian inference for damage identification based on analytical probabilistic model of scattering coefficient estimators and ultrafast wave scattering simulation scheme

(2019) Wang-Ji Yan et al.   JOURNAL OF SOUND AND VIBRATION

Least squares polynomial chaos expansion: A review of sampling strategies

(2018) Mohammad Hadigol et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Stochastic dynamic analysis of marine risers considering Gaussian system uncertainties

(2018) Pinghe Ni et al.   JOURNAL OF SOUND AND VIBRATION

Improved decentralized structural identification with output-only measurements

(2018) Pinghe Ni et al.   MEASUREMENT

Bayesian model updating of nonlinear systems using nonlinear normal modes

(2018) Mingming Song et al.   Structural Control & Health Monitoring

State-of-the-art review on Bayesian inference in structural system identification and damage assessment

(2018) Yong Huang et al.   ADVANCES IN STRUCTURAL ENGINEERING

Using polynomial chaos expansion for uncertainty and sensitivity analysis of bridge structures

(2018) Pinghe Ni et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Nonlinear finite element model updating for damage identification of civil structures using batch Bayesian estimation

(2017) Hamed Ebrahimian et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Bayesian structural model updating using ambient vibration data collected by multiple setups

(2017) Feng-Liang Zhang et al.   Structural Control & Health Monitoring

Hierarchical sparse Bayesian learning for structural damage detection: Theory, computation and application

(2017) Yong Huang et al.   STRUCTURAL SAFETY

Dealing with uncertainty in model updating for damage assessment: A review

(2015) Ellen Simoen et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Hierarchical Bayesian model updating for structural identification

(2015) Iman Behmanesh et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Probabilistic identification of simulated damage on the Dowling Hall footbridge through Bayesian finite element model updating

(2014) Iman Behmanesh et al.   Structural Control & Health Monitoring

Efficient Bayesian inference of subsurface flow models using nested sampling and sparse polynomial chaos surrogates

(2013) Ahmed H. Elsheikh et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Reliability-based design optimization using kriging surrogates and subset simulation

(2011) Vincent Dubourg et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

AK-MCS: An active learning reliability method combining Kriging and Monte Carlo Simulation

(2011) B. Echard et al.   STRUCTURAL SAFETY

Dynamic analysis of bridge–vehicle system with uncertainties based on the finite element model

(2010) S.Q. Wu et al.   PROBABILISTIC ENGINEERING MECHANICS

Global sensitivity analysis using polynomial chaos expansions

(2007) Bruno Sudret   RELIABILITY ENGINEERING & SYSTEM SAFETY