• 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