A better understanding of model updating strategies in validating engineering models
From MaRDI portal
Publication:649306
DOI10.1016/j.cma.2008.11.023zbMath1227.74128OpenAlexW2103889133MaRDI QIDQ649306
Daniel W. Apley, Wei Chen, Ying Xiong, Kwok-Leung Tsui
Publication date: 30 November 2011
Published in: Computer Methods in Applied Mechanics and Engineering (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1016/j.cma.2008.11.023
maximum likelihood estimationmodel updatingmodel validationBayesian approachthermal challenge problem
Thermal effects in solid mechanics (74F05) Basic methods in thermodynamics and heat transfer (80M99) Numerical and other methods in solid mechanics (74S99)
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Cites Work
- Unnamed Item
- Unnamed Item
- Validation challenge workshop
- Formulation of the thermal problem
- Thermal problem solution using a surrogate model clustering technique
- Model validation and predictive capability for the thermal challenge problem
- A Bayesian calibration approach to the thermal problem
- Multivariate approach to the thermal challenge problem
- A Bayesian analysis of the thermal challenge problem
- Multivariate significance testing and model calibration under uncertainty
- Computational modeling issues and methods for the ``regulatory problem in engineering - solution to the thermal problem
- Thermal challenge problem: Summary
- Reliability-based decision making: a comparison of statistical approaches
- Measures of agreement between computation and experiment: validation metrics
- On the construction and analysis of stochastic models: characterization and propagation of the errors associated with limited data
- Bayesian Calibration of Computer Models
- Combining Field Data and Computer Simulations for Calibration and Prediction