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Spectral density estimation of stochastic vector processes
Yuen K.-V.2; Katafygiotis L.S.1; Beck J.L.2
2002-07-01
Source PublicationProbabilistic Engineering Mechanics
ISSN02668920
Volume17Issue:3Pages:265-272
Abstract

A spectral density matrix estimator for stationary stochastic vector processes is studied. As the duration of the analyzed data tends to infinity, the probability distribution for this estimator at each frequency approaches a complex Wishart distribution with mean equal to an aliased version of the power spectral density at that frequency. It is shown that the spectral density matrix estimators corresponding to different frequencies are asymptotically statistically independent. These properties hold for general stationary vector processes, not only Gaussian processes, and they allow efficient calculation of updated probabilities when formulating a Bayesian model updating problem in the frequency domain using response data. A three-degree-of-freedom Duffing oscillator is used to verify the results. © 2002 Elsevier Science Ltd. All rights reserved.

KeywordAliasing Fft Spectral Density Estimator Stationary Process Stochastic Vector Process
DOI10.1016/S0266-8920(02)00011-5
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaEngineering ; Mechanics ; Mathematics
WOS SubjectEngineering, Mechanical ; Mechanics ; Statistics & Probability
WOS IDWOS:000177177800006
Scopus ID2-s2.0-0036640255
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Citation statistics
Document TypeJournal article
CollectionDEPARTMENT OF CIVIL AND ENVIRONMENTAL ENGINEERING
Faculty of Science and Technology
Affiliation1.Hong Kong University of Science and Technology
2.California Institute of Technology
Recommended Citation
GB/T 7714
Yuen K.-V.,Katafygiotis L.S.,Beck J.L.. Spectral density estimation of stochastic vector processes[J]. Probabilistic Engineering Mechanics, 2002, 17(3), 265-272.
APA Yuen K.-V.., Katafygiotis L.S.., & Beck J.L. (2002). Spectral density estimation of stochastic vector processes. Probabilistic Engineering Mechanics, 17(3), 265-272.
MLA Yuen K.-V.,et al."Spectral density estimation of stochastic vector processes".Probabilistic Engineering Mechanics 17.3(2002):265-272.
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