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Algorithms for Bayesian Model Class Selection of Higher-dimensional Dynamic Systems

Cheung, Sai Hung and Beck, James L. (2007) Algorithms for Bayesian Model Class Selection of Higher-dimensional Dynamic Systems. In: Proceedings of the ASME International Design Engineering Technical Conference. Vol.1. ASME , pp. 1549-1558. ISBN 0-7918-4802-7. https://resolver.caltech.edu/CaltechAUTHORS:20120831-150649699

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Abstract

n recent years, Bayesian model updating techniques based on measured data have been applied in structural health monitoring. Often we are faced with the problem of how to select the `best' model from a set of competing candidate model classes for the system based on data. To tackle this problem, Bayesian model class selection is used, which provides a rigorous Bayesian updating procedure to give the probability of different candidate classes for a system, based on the data from the system. There may be cases where more than one model class has significant probability and each of these will give different predictions. Bayesian model class averaging provides a coherent mechanism to incorporate all the considered model classes in the probabilistic predictions for the system. However, both Bayesian model class selection and Bayesian model class averaging require the calculation of the evidence of the model class which requires the nontrivial computation of a multi-dimensional integral. In this paper, several methods for solving this computationally challenging problem of model class selection are presented, proposed and compared. The efficiency of the proposed methods is illustrated by an example involving a structural dynamic system.


Item Type:Book Section
Related URLs:
URLURL TypeDescription
http://dx.doi.org/10.1115/DETC2007-35858DOIUNSPECIFIED
Additional Information:©2007 ASME
DOI:10.1115/DETC2007-35858
Record Number:CaltechAUTHORS:20120831-150649699
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20120831-150649699
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:33803
Collection:CaltechAUTHORS
Deposited By: Carmen Nemer-Sirois
Deposited On:02 Oct 2012 18:36
Last Modified:09 Nov 2021 23:04

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