• DocumentCode
    2148071
  • Title

    Grassmannian predictive coding for limited feedback multiuser MIMO systems

  • Author

    Inoue, Takao ; Heath, Robert W., Jr.

  • Author_Institution
    Nat. Instrum., Austin, TX, USA
  • fYear
    2011
  • fDate
    22-27 May 2011
  • Firstpage
    3076
  • Lastpage
    3079
  • Abstract
    Grassmannian beamforming is an efficient way to quantize channel state information in multiple-input multiple-output wireless systems. Unfortunately, multiuser systems require larger codebooks since the quantization error creates residual interference that limits the sum rate performance. To reduce the feedback requirements in multiuser systems, we propose Grassmannian predictive coding to exploit temporal channel correlation. The proposed algorithm exploits the differential geometric structure of the Grassmann manifold. The difference between points, prediction, and quantization are defined using the tangent space of the Grassmann manifold. We show that with practical feedback rates, a significant sum rate improvement can be obtained as a function of the channel correlation.
  • Keywords
    MIMO communication; multi-access systems; Grassmann manifold; Grassmannian beamforming; Grassmannian predictive coding; channel state information; differential geometric structure; limited feedback multiuser MIMO systems; multiple-input multiple-output wireless systems; multiuser systems; quantization error; residual interference; temporal channel correlation; Array signal processing; Correlation; MIMO; Manifolds; Prediction algorithms; Predictive coding; Quantization; MIMO systems; array signal processing; feedback communication; prediction methods;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
  • Conference_Location
    Prague
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4577-0538-0
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2011.5946308
  • Filename
    5946308