An FIR Notch Filter for Adaptive Filtering of a Sinusoid in Correlated Noise

<p/> <p>A novel adaptive FIR filter for the estimation of a single-tone sinusoid corrupted by additive noise is described. The filter is based on an offline optimization procedure which, for a given notch frequency, computes the filter coefficients such that the frequency response is uni...

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Main Authors: Kukrer Osman, Hocanin Aykut
Format: Article
Language:English
Published: SpringerOpen 2006-01-01
Series:EURASIP Journal on Advances in Signal Processing
Online Access:http://dx.doi.org/10.1155/ASP/2006/38190
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author Kukrer Osman
Hocanin Aykut
author_facet Kukrer Osman
Hocanin Aykut
author_sort Kukrer Osman
collection DOAJ
description <p/> <p>A novel adaptive FIR filter for the estimation of a single-tone sinusoid corrupted by additive noise is described. The filter is based on an offline optimization procedure which, for a given notch frequency, computes the filter coefficients such that the frequency response is unity at that frequency and a weighted noise gain is minimized. A set of such coefficients is obtained for notch frequencies chosen at regular intervals in a given range. The filter coefficients corresponding to any frequency in the range are computed using an interpolation scheme. An adaptation algorithm is developed so that the filter tracks the sinusoid of unknown frequency. The algorithm first estimates the frequency of the sinusoid and then updates the filter coefficients using this estimate. An application of the algorithm to beamforming is included for angle-of-arrival estimation. Simulation results are presented for a sinusoid in correlated noise, and compared with those for the adaptive IIR notch filter.</p>
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spelling doaj.art-7ac325c411ab4fc288231c080ac2ed292022-12-21T22:01:52ZengSpringerOpenEURASIP Journal on Advances in Signal Processing1687-61721687-61802006-01-0120061038190An FIR Notch Filter for Adaptive Filtering of a Sinusoid in Correlated NoiseKukrer OsmanHocanin Aykut<p/> <p>A novel adaptive FIR filter for the estimation of a single-tone sinusoid corrupted by additive noise is described. The filter is based on an offline optimization procedure which, for a given notch frequency, computes the filter coefficients such that the frequency response is unity at that frequency and a weighted noise gain is minimized. A set of such coefficients is obtained for notch frequencies chosen at regular intervals in a given range. The filter coefficients corresponding to any frequency in the range are computed using an interpolation scheme. An adaptation algorithm is developed so that the filter tracks the sinusoid of unknown frequency. The algorithm first estimates the frequency of the sinusoid and then updates the filter coefficients using this estimate. An application of the algorithm to beamforming is included for angle-of-arrival estimation. Simulation results are presented for a sinusoid in correlated noise, and compared with those for the adaptive IIR notch filter.</p>http://dx.doi.org/10.1155/ASP/2006/38190
spellingShingle Kukrer Osman
Hocanin Aykut
An FIR Notch Filter for Adaptive Filtering of a Sinusoid in Correlated Noise
EURASIP Journal on Advances in Signal Processing
title An FIR Notch Filter for Adaptive Filtering of a Sinusoid in Correlated Noise
title_full An FIR Notch Filter for Adaptive Filtering of a Sinusoid in Correlated Noise
title_fullStr An FIR Notch Filter for Adaptive Filtering of a Sinusoid in Correlated Noise
title_full_unstemmed An FIR Notch Filter for Adaptive Filtering of a Sinusoid in Correlated Noise
title_short An FIR Notch Filter for Adaptive Filtering of a Sinusoid in Correlated Noise
title_sort fir notch filter for adaptive filtering of a sinusoid in correlated noise
url http://dx.doi.org/10.1155/ASP/2006/38190
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