DocumentCode :
1241724
Title :
Oversampled filter banks as error correcting codes: theory and impulse noise correction
Author :
Labeau, Fabrice ; Chiang, Jui-Chiu ; Kieffer, Michel ; Duhamel, Pierre ; Vandendorpe, Luc ; Macq, Benoît
Author_Institution :
McGill Univ., Montreal, Que., Canada
Volume :
53
Issue :
12
fYear :
2005
Firstpage :
4619
Lastpage :
4630
Abstract :
Oversampled filter banks (OFBs) provide an overcomplete representation of their input signal. This paper describes how OFBs can be considered as error-correcting codes acting on real or complex sequences, very much like classical binary convolutional codes act on binary sequences. The structured redundancy introduced by OFBs in subband signals can be used to increase robustness to noise. In this paper, we define the notions of code subspace, syndrome, and parity-check polynomial matrix for OFBs. Furthermore, we derive generic expressions for projection-based decoding, suitable for the case when a simple second-order model completely characterizes the noise incurred by subband signals. We also develop a nonlinear hypotheses-test based decoding algorithm for the case when the noise in subbands is constituted by a Gaussian background noise and impulsive errors (a model that adequately describes the action of both quantization noise and transmission errors). Simulation results show that the algorithm effectively removes the effect of impulsive errors occurring with a probability of 10-3.
Keywords :
channel bank filters; decoding; error correction codes; impulse noise; nonlinear codes; parity check codes; polynomial matrices; signal representation; signal sampling; Gaussian background noise; code subspace; error correcting codes; impulse noise correction; nonlinear hypotheses-test based decoding algorithm; oversampled filter banks; parity-check polynomial matrix; projection-based decoding; quantization noise; signal representation; subband signals; Background noise; Binary sequences; Convolutional codes; Decoding; Error correction codes; Filter bank; Gaussian noise; Noise robustness; Parity check codes; Redundancy; Error correction coding; impulse noise; multirate filter banks; oversampling;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2005.859314
Filename :
1542488
Link To Document :
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