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Bayesian time-domain approach for modal updating using ambient data
Yuen K.-V.2; Katafygiotis L.S.1
2001-07-01
Source PublicationProbabilistic Engineering Mechanics
ISSN02668920
Volume16Issue:3Pages:219-231
Abstract

The problem of identification of the modal parameters of a structural model using measured ambient response time histories is addressed. A Bayesian time-domain approach for modal updating is presented which is based on an approximation of a conditional probability expansion of the response. It allows one to obtain not only the optimal values of the updated modal parameters but also their associated uncertainties, calculated from their joint probability distribution. Calculation of the uncertainties of the identified modal parameters is very important if one plans to proceed in a subsequent step with the updating of a theoretical finite-element model based on modal estimates. The proposed approach requires only one set of response data. It is found that the updated PDF can be well approximated by a Gaussian distribution centered at the optimal parameters at which the updated PDF is maximized. Examples using simulated data are presented to illustrate the proposed method. © 2001 Elsevier Science Ltd.

KeywordAmbient Vibrations Bayesian Correlation Function Modal Parameters Modal Updating Model Updating System Identification Time Series Analysis
DOI10.1016/S0266-8920(01)00004-2
URLView the original
Language英語English
WOS IDWOS:000169477100003
Scopus ID2-s2.0-0035399965
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Citation statistics
Document TypeJournal article
CollectionUniversity of Macau
Affiliation1.Hong Kong University of Science and Technology
2.California Institute of Technology
Recommended Citation
GB/T 7714
Yuen K.-V.,Katafygiotis L.S.. Bayesian time-domain approach for modal updating using ambient data[J]. Probabilistic Engineering Mechanics, 2001, 16(3), 219-231.
APA Yuen K.-V.., & Katafygiotis L.S. (2001). Bayesian time-domain approach for modal updating using ambient data. Probabilistic Engineering Mechanics, 16(3), 219-231.
MLA Yuen K.-V.,et al."Bayesian time-domain approach for modal updating using ambient data".Probabilistic Engineering Mechanics 16.3(2001):219-231.
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