Residential College | false |
Status | 已發表Published |
Spectral density estimation of stochastic vector processes | |
Yuen K.-V.2; Katafygiotis L.S.1; Beck J.L.2 | |
2002-07-01 | |
Source Publication | Probabilistic Engineering Mechanics |
ISSN | 02668920 |
Volume | 17Issue: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. |
Keyword | Aliasing Fft Spectral Density Estimator Stationary Process Stochastic Vector Process |
DOI | 10.1016/S0266-8920(02)00011-5 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Engineering ; Mechanics ; Mathematics |
WOS Subject | Engineering, Mechanical ; Mechanics ; Statistics & Probability |
WOS ID | WOS:000177177800006 |
Scopus ID | 2-s2.0-0036640255 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | DEPARTMENT OF CIVIL AND ENVIRONMENTAL ENGINEERING Faculty of Science and Technology |
Affiliation | 1.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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