Pilot Beam Pattern Design for Channel Estimation in Massive MIMO Systems

被引:170
作者
Noh, Song [2 ]
Zoltowski, Michael D. [2 ]
Sung, Youngchul [1 ]
Love, David J. [2 ]
机构
[1] Korea Adv Inst Sci & Technol, Dept Elect Engn, Taejon 305701, South Korea
[2] Purdue Univ, Sch Elect & Comp Engn, W Lafayette, IN 47907 USA
基金
新加坡国家研究基金会;
关键词
Channel estimation; massive MIMO systems; spatio-temporal correlation; training signal design; LIMITED FEEDBACK; WIRELESS; DOWNLINK; IDENTIFICATION; SUBSPACE; CAPACITY; ARRAY;
D O I
10.1109/JSTSP.2014.2327572
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 pilot beam pattern design for channel estimation in massive multiple-input multiple-output systems with a large number of transmit antennas at the base station is considered, and a new algorithm for pilot beam pattern design for optimal channel estimation is proposed under the assumption that the channel is a stationary Gauss-Markov random process. The proposed algorithm designs the pilot beam pattern sequentially by exploiting the properties of Kalman filtering and the associated prediction error covariance matrices and also the channel statistics such as spatial and temporal channel correlation. The resulting design generates a sequentially-optimal sequence of pilot beam patterns with low complexity for a given set of system parameters. Numerical results show the effectiveness of the proposed algorithm.
引用
收藏
页码:787 / 801
页数:15
相关论文
共 51 条
  • [1] Joint Spatial Division and Multiplexing-The Large-Scale Array Regime
    Adhikary, Ansuman
    Nam, Junyoung
    Ahn, Jae-Young
    Caire, Giuseppe
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2013, 59 (10) : 6441 - 6463
  • [2] [Anonymous], 2012, Dynamic Programming and Optimal Control
  • [3] Autoregressive modeling for fading channel simulation
    Baddour, KE
    Beaulieu, NC
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2005, 4 (04) : 1650 - 1662
  • [4] Brockwell PJ., 1991, TIME SERIES THEORY M
  • [5] Choi J., IEEE J SEL TOPICS SI
  • [6] Noncoherent Trellis Coded Quantization: A Practical Limited Feedback Technique for Massive MIMO Systems
    Choi, Junil
    Chance, Zachary
    Love, David J.
    Madhow, Upamanyu
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 2013, 61 (12) : 5016 - 5029
  • [7] Cover T.M., 2006, ELEMENTS INFORM THEO, V2nd ed
  • [8] Kalman interpolation filter for channel estimation of LTE downlink in high-mobility environments
    Dai, Xuewu
    Zhang, Wuxiong
    Xu, Jing
    Mitchell, John E.
    Yang, Yang
    [J]. EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2012,
  • [9] Optimal insertion of pilot symbols for transmissions over time-varying flat fading channels
    Dong, M
    Tong, L
    Sadler, BM
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (05) : 1403 - 1418
  • [10] ONLINE SUBSPACE ALGORITHMS FOR TRACKING MOVING SOURCES
    ERIKSSON, A
    STOICA, P
    SODERSTROM, T
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (09) : 2319 - 2330