DocumentCode
2211972
Title
Generalized adaptive notch filters with frequency debiasing
Author
Niedzwiecki, Maciej ; Sobocinski, Adam
Author_Institution
Dept. of Autom. Control, Gdansk Univ. of Technol., Gdansk, Poland
fYear
2006
fDate
4-8 Sept. 2006
Firstpage
1
Lastpage
5
Abstract
Generalized adaptive notch filters are used for identification/tracking of quasi-periodically varying dynamic systems and can be considered an extension, to the system case, of classical adaptive notch filters. Belonging to the class of causal adaptive filters, the generalized adaptive notch filtering algorithms yield biased frequency estimates. We show that this bias can be removed, or at least substantially reduced. The only price paid for the resulting improvement of the filter´s tracking performance is in terms of a decision delay, which must be incorporated in the adaptive loop. Since decision delay is acceptable in many practical applications, the proposed bias/delay trade-off is an attractive alternative to the classical bias/variance compromise.
Keywords
adaptive estimation; adaptive filters; frequency estimation; notch filters; target tracking; bias-decision delay trade-off; biased frequency estimation; filter tracking performance; frequency debiasing; generalized adaptive notch filtering algorithm; quasiperiodically varying dynamic system; Abstracts; Computer simulation; Cows; Quadrature amplitude modulation;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Conference, 2006 14th European
Conference_Location
Florence
ISSN
2219-5491
Type
conf
Filename
7071064
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