Analysis of multiple antenna systems with finite-rate channel information feedback over spatially correlated fading channels

被引:15
|
作者
Zheng, Jun [1 ]
Rao, Bhaskar D.
机构
[1] Broadcom Inc, San Diego, CA 92128 USA
[2] Univ Calif San Diego, Dept Elect & Comp Engn, La Jolla, CA 92093 USA
关键词
bennett's integral; capacity analysis; channel quantization; constrained source; CSI feedback; 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;
D O I
10.1109/TSP.2007.896293
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:4612 / 4626
页数:15
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