• DocumentCode
    2951753
  • Title

    Quantization on the Grassmann manifold: applications to precoded MIMO wireless systems

  • Author

    Mondal, Bishwarup ; Heath, Robert W., Jr. ; Hanlen, Leif W.

  • Author_Institution
    Texas Univ., Austin, TX, USA
  • Volume
    5
  • fYear
    2005
  • fDate
    18-23 March 2005
  • Abstract
    This paper studies the problem of quantization of a source that lives on the complex Grassmann manifold. The special structure of the Grassmann manifold and the distortion measures that are defined on it differentiates this problem from the traditional problem of vector quantization in Euclidean spaces. Assuming a uniform source distribution along with a distortion based on chordal distance, codebook design algorithms are mentioned and rate distortion tradeoffs are studied. The expected distortion for such a quantizer is approximately characterized. These results are then applied to the performance analysis of a multiple antenna wireless communication system.
  • Keywords
    MIMO systems; linear algebra; quantisation (signal); radio links; rate distortion theory; chordal distance based distortion; codebook design algorithms; complex Grassmann manifold; computational linear algebra; distortion measures; multiple antenna wireless communication system; precoded MIMO wireless systems; rate distortion tradeoffs; source quantization; uniform source distribution; Algorithm design and analysis; Australia; Distortion measurement; Extraterrestrial measurements; MIMO; Performance analysis; Rate-distortion; Signal processing algorithms; Vector quantization; Wireless communication;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-8874-7
  • Type

    conf

  • DOI
    10.1109/ICASSP.2005.1416481
  • Filename
    1416481