• DocumentCode
    1676255
  • Title

    Adaptive quantization on the Grassmann-manifold for limited feedback multi-user MIMO systems

  • Author

    Schwarz, Stefan ; Heath, Robert W. ; Rupp, Markus

  • Author_Institution
    Inst. of Telecommun., Vienna Univ. of Technol., Vienna, Austria
  • fYear
    2013
  • Firstpage
    5021
  • Lastpage
    5025
  • Abstract
    We propose an adaptive quantization algorithm for subspace tracking on the Grassmann-manifold of p-dimensional subspaces in the n-dimensional Euclidean space. This quantization problem arises naturally in limited feedback based wireless communication systems, which apply precoding for interference cancellation and alignment. The proposed algorithm exploits the differential geometry associated with the Grassmann-manifold for efficient differential and predictive quantization. The algorithm is applied to channel state information quantization in a multi-user block-diagonalization based wireless communication system, demonstrating large throughput gains compared to memoryless quantization.
  • Keywords
    Long Term Evolution; MIMO systems; adaptive signal processing; feedback; interference suppression; multi-access systems; precoding; quantisation (signal); Euclidean space; Grassmann-manifold; adaptive quantization; channel state information quantization; differential quantization; interference cancellation; limited feedback multiuser MIMO systems; multiuser block diagonalization; precoding; predictive quantization; subspace tracking; wireless communication systems; Doppler effect; Interference; MIMO; Prediction algorithms; Quantization (signal); Throughput; Wireless communication; Grassmann-manifold; LTE; block diagonalization; differential quantization; limited feedback;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2013.6638617
  • Filename
    6638617