• DocumentCode
    1044144
  • Title

    Gaussian codes and weighted nearest neighbor decoding in fading multiple-antenna channels

  • Author

    Weingarten, Hanan ; Steinberg, Yossef ; Shamai, Shlomo

  • Author_Institution
    Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
  • Volume
    50
  • Issue
    8
  • fYear
    2004
  • Firstpage
    1665
  • Lastpage
    1686
  • Abstract
    We investigate the fading multiple-antenna channel. The decoder is assumed to possess imperfect channel fading information. A modified nearest neighbor decoder with an innovative weighting factor is introduced and an expression for the generalized mutual information (GMI), the achievable rate, is obtained. We show that under certain conditions the achievable rate is equivalent to that of a fading multiple-antenna Gaussian channel where fading is known to the receiver and is equal to the channel estimation, and where noise is due to both the channel noise and the channel estimation error. We show that for our communication scheme, the minimum mean square error (MMSE) channel estimator is optimal in the sense that it achieves the highest value of GMI, and hence the highest communication rate. Additionally, a training based multiple-input multiple-output (MIMO) scheme in a block-fading channel is investigated and it is shown that the number of degrees of freedom depends on the signal-to-noise ratio (SNR).
  • Keywords
    Gaussian processes; MIMO systems; antenna arrays; channel estimation; fading channels; least mean squares methods; Gaussian codes; MIMO; MMSE; block-fading channel; channel estimation; fading multiple-antenna channels; generalized mutual information; minimum mean square error channel estimator; multiple-input multiple-output scheme; nearest neighbor decoding; signal-to-noise ratio; weighting factor; Channel estimation; Decoding; Fading; Gaussian channels; Gaussian noise; MIMO; Mean square error methods; Mutual information; Nearest neighbor searches; Signal to noise ratio; Fading channels; GMI; generalized mutual information; multiple-antenna channels; weighted decoder;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/TIT.2004.831744
  • Filename
    1317113