DocumentCode
1849936
Title
A Welch method approximation of the Thomson multitaper spectrum estimator
Author
Hansson-Sandsten, Maria
Author_Institution
Math. Stat., Lund Univ., Lund, Sweden
fYear
2012
fDate
27-31 Aug. 2012
Firstpage
440
Lastpage
444
Abstract
The Thomson multitaper estimator has become successful for spectrum analysis in many application areas. From the aspect of efficient implementation, the so called Welch or WOSA-Weighted Overlap Segment Averaging, has advantages. In the Welch estimator, the same, time-shifted, window is applied to the data-sequence. In this submission, the aim is to find a Welch estimator structure which has a similar performance as the Thomson multitaper estimator. Such a estimator might be more advantageous from real-time computation aspects as the spectra can be estimated when data samples are available and a running average will produce the subsequent averaged spectra. The approach is to restructure the corresponding co-variance matrix of the Thomson estimator to the structure of a Welch estimator and to find a mean square error approximation of the covariance matrix. The resulting window of the Welch estimator should however fulfill the usual properties of a spectrum estimator, such as low-pass structure and well suppressed sidelobes.
Keywords
approximation theory; covariance matrices; estimation theory; mean square error methods; spectral analysis; Thomson multitaper spectrum estimator; WOSA; Welch method approximation; covariance matrix; data sampling; data-sequence; low-pass structure; mean square error approximation; sidelobe suppression; spectrum analysis; subsequent averaged spectra; weighted overlap segment averaging; Approximation methods; Covariance matrix; Estimation; Real-time systems; Spectral analysis; Vectors; Multiple windows; Multitaper; Spectrum; Thomson; WOSA; Welch;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Conference (EUSIPCO), 2012 Proceedings of the 20th European
Conference_Location
Bucharest
ISSN
2219-5491
Print_ISBN
978-1-4673-1068-0
Type
conf
Filename
6333976
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