A Channel Estimation Method Based on the Improved LMS Algorithm for MIMO-OFDM Systems

被引:0
|
作者
Zhang, Zhenfeng [1 ]
Xiao, Limin [2 ,3 ]
Su, Xin [2 ,3 ]
Zeng, Jie [2 ,3 ]
Xu, Xibin [2 ,3 ]
机构
[1] Chongqing Univ Posts & Telecommun, Broadband Wireless Access Lab, Chongqing, Peoples R China
[2] Tsinghua Univ, Tsinghua Natl Lab Informat Sci, Beijing, Peoples R China
[3] Tsinghua Univ, Tsinghua Natl Lab Informat Sci & Technol, Res Inst Informat Technol, Beijing, Peoples R China
关键词
MIMO-OFDM; channel estimation; the least mean square algorithm; variable step size; NLMS;
D O I
暂无
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
The least mean square (LMS) algorithm is a kind of typical adaptive filter algorithms. The algorithm of channel estimation algorithm based on LMS is no need to know the characteristics of channel and noise statistics, which make full use of channel correlation between front and back to reduce the influence of noise on channel estimation performance. In this paper, the LMS algorithm has been improved under the MIMO-OFDM systems. Then, a revised method for variable step size has been put forward, which accelerates the rate of convergence to improve channel estimation performance preferably. The simulation results show that the algorithm proposed in this paper not only has the fastest convergence compared with LMS and NLMS algorithm, but also has a better channel estimation(CE) performance than other estimation algorithms.
引用
收藏
页码:222 / 226
页数:5
相关论文
共 50 条
  • [41] Improved Superimposed Training based Channel Estimation for MIMO-OFDM Systems with Quantized Feedback
    Nair, Jinesh P.
    Kumar, R. V. Raja
    2010 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATIONS (SPCOM), 2010,
  • [42] On improved DCT based Channel Estimation with very low complexity for MIMO-OFDM systems
    Diallo, Moussa
    Rabineau, Rodrigue
    Cariou, Laurent
    Helard, Maryline
    2009 IEEE VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-5, 2009, : 1156 - 1160
  • [43] Robust channel estimation in MIMO-OFDM systems
    Bai, W
    He, C
    Jiang, LG
    Li, XX
    ELECTRONICS LETTERS, 2003, 39 (02) : 242 - 244
  • [44] A channel estimation scheme for MIMO-OFDM systems
    He, Chunlong
    Tian, Chu
    Li, Xingquan
    Zhang, Ce
    Zhang, Shiqi
    Liu, Chaowen
    2ND ANNUAL INTERNATIONAL CONFERENCE ON INFORMATION SYSTEM AND ARTIFICIAL INTELLIGENCE (ISAI2017), 2017, 887
  • [45] Blind channel estimation in MIMO-OFDM systems
    Bai, W
    He, C
    Jiang, LG
    Zhu, HW
    IEICE TRANSACTIONS ON COMMUNICATIONS, 2002, E85B (09) : 1849 - 1853
  • [46] Channel estimation algorithm with special training symbols for MIMO-OFDM systems
    Li, Li
    Wang, Ke
    Han, Li
    Wuhan Ligong Daxue Xuebao (Jiaotong Kexue Yu Gongcheng Ban)/Journal of Wuhan University of Technology (Transportation Science and Engineering), 2008, 32 (06): : 1094 - 1097
  • [47] Blind channel estimation in MIMO-OFDM systems
    Bai, W
    He, C
    Jiang, LG
    Zhu, HW
    GLOBECOM'02: IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE, VOLS 1-3, CONFERENCE RECORDS: THE WORLD CONVERGES, 2002, : 317 - 321
  • [48] Semiblind channel estimation for MIMO-OFDM systems
    Chen, Yi-Sheng
    Song, Jyu-Han
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2012,
  • [50] Blind channel estimation for MIMO-OFDM systems
    Shin, Changyong
    Heath, Robert W., Jr.
    Powers, Edward J.
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2007, 56 (02) : 670 - 685