DocumentCode :
767869
Title :
Cyclostationary modeling, analysis, and optimal compensation of quantization errors in subband codecs
Author :
Uzun, Necdet ; Haddad, Richard A.
Author_Institution :
Dept. of Electr. Eng., Polytechnic Univ., Brooklyn, NY, USA
Volume :
43
Issue :
9
fYear :
1995
fDate :
9/1/1995 12:00:00 AM
Firstpage :
2109
Lastpage :
2119
Abstract :
The paper is concerned with the analysis and modeling of the effects of quantization of subband signals in subband codecs. Using cyclostationary representations, the authors derive equations for the autocorrelation and power spectral density (PSD) of the reconstructed signal y(n) in terms of the analysis/synthesis filters, the PSD of the input, and the pdf-optimized quantizer model. Formulas for the mean-square error (MSE) and for compaction gain are obtained in terms of these parameters. The authors constrain the filter bank to be perfect reconstruction (PR) (but not necessarily paraunitary) in the absence of quantization and transmission errors. These formulas set the stage for filter optimization (maximization of compaction gain and minimization of MSE) subject to PR and bit constraints. Optimal filters are designed, optimal compensation is performed, and the theoretical results are confirmed with simulations. The floating-point quantizer wherein only the mantissa is uniformly quantized is also analyzed and compared with the fixed point, pdf-optimized filter bank. For high bit rates, their performance is comparable
Keywords :
band-pass filters; codecs; correlation methods; digital filters; floating point arithmetic; signal reconstruction; signal representation; spectral analysis; analysis filters; autocorrelation; compaction gain; cyclostationary modeling; cyclostationary representations; filter optimization; fixed point pdf-optimized filter bank; floating-point quantizer; mantissa; mean-square error; optimal compensation; optimal filters; perfect reconstruction; power spectral density; quantization errors; reconstructed signal; subband codecs; subband signals; synthesis filters; Autocorrelation; Bit rate; Codecs; Compaction; Constraint optimization; Equations; Filter bank; Quantization; Signal analysis; Signal synthesis;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/78.414773
Filename :
414773
Link To Document :
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