On training optimization for estimation of correlated MIMO channels in the presence of multiuser interference

被引:33
作者
Katselis, Dimitrios [1 ]
Kofidis, Eleftherios [2 ]
Theodoridis, Sergios [1 ]
机构
[1] Univ Athens, Dept Informat & Telecommun, Athens 15784, Greece
[2] Univ Piraeus, Dept Stat & Insurance Sci, Piraeus 18534, Greece
关键词
beamforming; channel estimation; covariance feedback; flat fading; Gauss-Markov (GM); interference suppression; least squares (LS); minimum mean squared error (MMSE); multiple-input multiple-output (MIMO); power allocation; training; water filling;
D O I
10.1109/TSP.2008.927458
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
In this paper, the problem of estimating multiple-input multiple-output (MIMO) channels in a realistic environment involving correlated channel fading and multiuser interference is considered. Four estimation schemes are studied, including the linear minimum mean squared error (LMMSE), least squares (LS), and Gauss-Markov (GM) estimators, as well as a novel scheme which is derived here as an alternative to LMMSE estimation. The MSE-optimal training sequences for each of them are provided and their requirements for side information feedback are assessed. The new scheme is shown to exhibit a performance comparable to or even better than LMMSE, at a significantly lower feedback and computational cost. The analytical comparison of the estimation schemes is supported by numerous simulation results that cover a wide range of antenna configurations, relative interference power, and channel correlation strengths. The results of this paper provide a complete picture for a palette of estimation schemes, with their relative performance and costs of training.
引用
收藏
页码:4892 / 4904
页数:13
相关论文
共 32 条
  • [1] Andrews J, 2005, ONCOLOGY-NY, V19, P29
  • [2] Barbarossa S, 2005, ARTECH MOBIL COMMUN
  • [3] Training-based MIMO channel estimation: A study of estimator tradeoffs and optimal training signals
    Biguesh, M
    Gershman, AB
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2006, 54 (03) : 884 - 893
  • [4] Space-time spreading and block coding for correlated fading channels in the presence of interference
    Cai, XD
    Giannakis, GB
    Zoltowski, MD
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 2005, 53 (03) : 515 - 525
  • [5] DIETRICH FA, 2006, P WSA 2006 ULM GERM
  • [6] Great expectations: The value of spatial diversity in wireless networks
    Diggavi, SN
    Al-Dhahir, N
    Stamoulis, A
    Calderbank, AR
    [J]. PROCEEDINGS OF THE IEEE, 2004, 92 (02) : 219 - 270
  • [7] On Limits of Wireless Communications in a Fading Environment when Using Multiple Antennas
    Foschini G.J.
    Gans M.J.
    [J]. Wireless Personal Communications, 1998, 6 (3) : 311 - 335
  • [8] Training-based channel estimation for multiple-antenna broadband transmissions
    Fragouli, C
    Al-Dhahir, N
    Turin, W
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2003, 2 (02) : 384 - 391
  • [9] How much training is needed in multiple-antenna wireless links?
    Hassibi, B
    Hochwald, BM
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2003, 49 (04) : 951 - 963
  • [10] Kailath T, 2000, PR H INF SY, pXIX