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On frequency weighting in autoregressive spectral estimation

Blomqvist, Anders (author)
KTH,Optimeringslära och systemteori
Wahlberg, Bo, 1959- (author)
KTH,Reglerteknik,System Identification Group
 (creator_code:org_t)
2005
2005
English.
In: IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. - 0780388747 ; , s. 245-248
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • This paper treats the problem of approximating a complex stochastic process in a given frequency region by an estimated autoregressive (AR) model. Two frequency domain approaches are discussed: a weighted frequency domain maximum likelihood method and a prefiltered covariance extension method based on the theory of Lindquist and co-workers. It is shown that these two approaches are very closely related and can both be formulated as convex optimization problems. An examples illustrating the methods and the effect of prefiltering/weighting is provided. The results show that these methods are capable of tuning the AR model fit to a specified frequency region.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Signalbehandling (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Signal Processing (hsv//eng)
TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Reglerteknik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Control Engineering (hsv//eng)

Keyword

Signal processing
Signalbehandling

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