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Bayesian spectral density approach for modal updating using ambient data
Katafygiotis L.S.; Yuen K.-V.
2001
Source PublicationEarthquake Engineering and Structural Dynamics
ISSN00988847
Volume30Issue:8Pages:1103-1123
Abstract

The problem of identification of the modal parameters of a structural model using measured ambient response time histories is addressed. A Bayesian spectral density approach (BSDA) for modal updating is presented which uses the statistical properties of a spectral density estimator to obtain not only the optimal values of the updated modal parameters but also their associated uncertainties by calculating the posterior joint probability distribution of these parameters. Calculation of the uncertainties of the identified modal parameters is very important if one plans to proceed with the updating of a theoretical finite element model based on modal estimates. It is found that the updated PDF of the modal parameters can be well approximated by a Gaussian distribution centred at the optimal parameters at which the posterior PDF is maximized. Examples using simulated data are presented to illustrate the proposed method. Copyright © 2001 John Wiley and Sons, Ltd.

KeywordAmbient Vibrations Bayesian Model Updating Spectral Density Structural Health Monitoring System Identification
DOI10.1002/eqe.53
URLView the original
Language英語English
WOS IDWOS:000170107000001
Scopus ID2-s2.0-0035425017
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Citation statistics
Document TypeJournal article
CollectionUniversity of Macau
AffiliationHong Kong University of Science and Technology
Recommended Citation
GB/T 7714
Katafygiotis L.S.,Yuen K.-V.. Bayesian spectral density approach for modal updating using ambient data[J]. Earthquake Engineering and Structural Dynamics, 2001, 30(8), 1103-1123.
APA Katafygiotis L.S.., & Yuen K.-V. (2001). Bayesian spectral density approach for modal updating using ambient data. Earthquake Engineering and Structural Dynamics, 30(8), 1103-1123.
MLA Katafygiotis L.S.,et al."Bayesian spectral density approach for modal updating using ambient data".Earthquake Engineering and Structural Dynamics 30.8(2001):1103-1123.
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