• DocumentCode
    302795
  • Title

    Analysis of errors in quantization of Weyl-Heisenberg frame expansions and oversampled A/D conversion

  • Author

    Cvetkovic, Zoran

  • Author_Institution
    Dept. of Electr. Eng. & Comput. Sci., California Univ., Berkeley, CA
  • Volume
    3
  • fYear
    1996
  • fDate
    7-10 May 1996
  • Firstpage
    1435
  • Abstract
    Manifestations of robustness of overcomplete expansions, acquired as a result of the redundancy, have been observed for two primary sources of degradation: white additive noise and quantization. These two cases require different treatments since quantization error has a certain structure which is obscured by statistical analysis. The central issue of this paper is a deterministic approach to quantization error analysis, with a focus on redundant Weyl-Heisenberg expansions in L2(R). This analysis demonstrates that overcomplete expansions exhibit a higher degree of robustness to quantization error than to a white additive noise, and indicates how this additional robustness can be exploited for improvement of representation accuracy. Further, it shows that under reasonable assumptions quantization error in Weyl-Heisenberg frame expansions can be reduced as ||e||2 =O(1/r2), where r is the frame redundancy factor
  • Keywords
    error analysis; quantisation (signal); signal representation; signal sampling; white noise; Weyl-Heisenberg frame expansions; deterministic approach; frame redundancy factor; overcomplete expansions; oversampled A/D conversion; primary degradation sources; quantization error analysis; redundant Weyl-Heisenberg expansions; robustness; signal representation accuracy; white additive noise; Additive noise; Computer errors; Degradation; Error analysis; Image reconstruction; Noise reduction; Noise robustness; Quantization; Redundancy; Statistical analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1996. ICASSP-96. Conference Proceedings., 1996 IEEE International Conference on
  • Conference_Location
    Atlanta, GA
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-3192-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.1996.543931
  • Filename
    543931