• DocumentCode
    1099852
  • Title

    Analysis of Multiple Antenna Systems With Finite-Rate Channel Information Feedback Over Spatially Correlated Fading Channels

  • Author

    Zheng, Jun ; Rao, Bhaskar D.

  • Author_Institution
    Broadcom Inc., San Diego
  • Volume
    55
  • Issue
    9
  • fYear
    2007
  • Firstpage
    4612
  • Lastpage
    4626
  • Abstract
    This paper employs a high resolution quantization framework to study the effects of finite-rate quantization of the channel state information (CSI) on the performance of MISO systems over correlated fading channels. The contributions of this paper are twofold. First, as an application of the general distortion analysis, tight lower bounds on the capacity loss of correlated MISO systems due to the finite-rate channel quantization are provided. Closed-form expressions for the capacity loss in high-signal-to-noise ratio (SNR) and low-SNR regimes are also provided, and their analysis reveals that the capacity loss of correlated MISO channels is related to that of i.i.d. fading channels by a simple multiplicative factor which is given by the ratio of the geometric mean to the arithmetic mean of the eigenvalues of the channel covariance matrix. Second, this paper extends the general asymptotic distortion analysis to the important practical problem of suboptimal quantizers resulting from mismatches in the distortion functions, source statistics, and quantization criteria. As a specific application, two types of mismatched MISO CSI quantizers are investigated: quantizers whose codebooks are designed with minimum mean square error (MMSE) criterion but the distortion measure is the ergodic capacity loss (i.e., mismatched design criterion), and quantizers with codebook designed with a mismatched channel covariance matrix (i.e., mismatched statistics). Bounds on the channel capacity loss of the mismatched codebooks are provided and compared to that of the optimal quantizers. Finally, numerical and simulation results are presented and they confirm the tightness of theoretical distortion bounds.
  • Keywords
    antenna theory; channel capacity; channel coding; covariance matrices; distortion; fading channels; mean square error methods; quantisation (signal); MISO systems; channel capacity loss; channel state information; ergodic capacity loss; finite-rate channel information feedback spatially correlated fading channels; finite-rate quantization; general asymptotic distortion analysis; high resolution quantization; high-signal-to-noise ratio regimes; low-SNR regimes; minimum mean square error criterion; mismatched channel covariance matrix; mismatched codebooks; multiple antenna systems; suboptimal quantizers; Antenna feeds; Arithmetic; Channel state information; Closed-form solution; Covariance matrix; Fading; Feedback; Information analysis; Quantization; Spatial resolution; Bennett´s integral; CSI feedback; capacity analysis; channel quantization; constrained source; distortion analysis; encoder side information; finite-rate feedback; high-resolution quantization theory; imperfect CSIT; mismatched channel quantizer; multiple-input multiple-output (MIMO); spatially correlated fading; suboptimal channel quantizer; transmit precoding; vector quantization;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2007.896293
  • Filename
    4291881