Joint MIMO channel iracking and symbol decoding using Kalman filtering

被引:19
|
作者
Balakumar, B. [1 ]
Shahbazpanahi, S.
Kirubarajan, T.
机构
[1] McMaster Univ, Dept Elect & Comp Engn, Hamilton, ON L8S 4K1, Canada
[2] Univ Ontario, Inst Technol, Fac Engn & Appl Sci, Oshawa, ON L1H 7K4, Canada
关键词
channel tracking; decision-directed channel equalization; Kalman filtering; multiple-input multiple-output (MIMO) communications; space-time coding;
D O I
10.1109/TSP.2007.901663
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 channel tracking is considered for multiple-input multiple-output (MIMO) communication systems where the MIMO channel is time-varying. We consider a class of MIMO systems where orthogonal space-time block codes are used as the underlying space-time coding schemes. For such systems, a two-step MIMO channel tracking algorithm is proposed. As the first step, Kalman filtering is used to obtain an initial channel estimate for the current block based on the channel estimates obtained for previous blocks. Then, in the second step, the so-obtained initial channel estimate is refined using a decision-directed iterative method. We show that, due to specific properties of orthogonal space-time block codes, both the Kalman filter and the decision-directed algorithm can be significantly simplified. Simulation results show that the proposed tracking method can provide results in a symbol error rate performance that is 1 dB better than that of the differential receiver.
引用
收藏
页码:5873 / 5879
页数:7
相关论文
共 50 条
  • [1] A Kalman filtering approach to joint MIMO channel tracking and symbol decoding for orthogonal space-time block codes
    Balakumar, Balasingam
    Shahbazpanahi, Shahram
    Kirubarajan, Thia
    2006 IEEE SENSOR ARRAY AND MULTICHANNEL SIGNAL PROCESSING WORKSHOP PROCEEDINGS, VOLS 1 AND 2, 2006, : 244 - +
  • [2] Joint channel tracking and symbol detection for OFDM systems with Kalman filtering
    Sen, A
    Çirpan, HA
    Panayirci, E
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2003, 57 (05) : 317 - 327
  • [3] Joint MIMO channel tracking and symbol detection with EM algorithm and soft decoding
    Chiu, FH
    Wu, SH
    Kuo, CCJ
    GLOBECOM '05: IEEE Global Telecommunications Conference, Vols 1-6: DISCOVERY PAST AND FUTURE, 2005, : 2404 - 2408
  • [4] Noncoherent Joint Multiple Symbol Differential Detection and Channel Decoding in Massive MIMO System
    Feng, Jing
    Gao, Hui
    Wang, Taotao
    Lv, Tiejun
    Guo, Weibin
    WIRELESS INTERNET (WICON 2016), 2018, 214 : 240 - 249
  • [5] Joint Channel Estimation and Symbol Detection in Overloaded MIMO Using ADMM
    Bhattacharya, Swati
    Hari, K. V. S.
    Eldar, Yonina C.
    2023 IEEE STATISTICAL SIGNAL PROCESSING WORKSHOP, SSP, 2023, : 581 - 585
  • [6] Blind Joint MIMO Channel Estimation and Decoding
    Dean, Thomas R.
    Wootters, Mary
    Goldsmith, Andrea J.
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2019, 65 (04) : 2507 - 2524
  • [7] Blind Joint MIMO Channel Estimation and Decoding
    Dean, Thomas
    Wootters, Mary
    Goldsmith, Andrea
    GLOBECOM 2017 - 2017 IEEE GLOBAL COMMUNICATIONS CONFERENCE, 2017,
  • [8] Performance of a MIMO Receiver Using Joint Channel-Symbol Estimation in the Presence of Channel Errors
    Rezk, Meriam
    Friedlander, B.
    2010 CONFERENCE RECORD OF THE FORTY FOURTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS (ASILOMAR), 2010, : 1488 - 1492
  • [9] Joint source and channel decoding with symbol re-alignment
    Cao, Lei
    Yao, Lei
    Chen, Chang Wen
    IEEE COMMUNICATIONS LETTERS, 2006, 10 (10) : 719 - 721
  • [10] Joint decoding and channel estimation for linear MIMO channels
    Grant, A
    WCNC: 2000 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, VOLS 1-3, 2000, : 1009 - 1012