Data Detection for OFDM Systems with Phase Noise and Channel Estimation Errors Using Variational Inference

被引:1
作者
Li, Feng [1 ]
Li, Shuyuan [1 ]
Li, Hailin [1 ]
机构
[1] Xi An Jiao Tong Univ, Dept Informat & Commun Engn, Xian 710049, Peoples R China
来源
IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES | 2017年 / E100A卷 / 04期
基金
中国国家自然科学基金;
关键词
channel estimation error; orthogonal frequency division multiplexing (OFDM); phase noise (PHN); variational inference; PERFORMANCE; ALGORITHMS;
D O I
10.1587/transfun.E100.A.1037
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper studies a novel iterative detection algorithm for data detection in orthogonal frequency division multiplexing systems in the presence of phase noise (PHN) and channel estimation errors. By simplifying the maximum a posteriori algorithm based on the theory of variational inference, an optimization problem over variational free energy is formulated. After that, the estimation of data, PHN and channel state information is obtained jointly and iteratively. The simulations indicate the validity of this algorithm and show a better performance compared with the traditional schemes.
引用
收藏
页码:1037 / 1044
页数:8
相关论文
共 19 条
  • [1] Ahmed KI, 2004, 2004 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL IV, PROCEEDINGS, P745
  • [2] Al-Gharabally M, 2006, IEEE ICC, P5180
  • [3] [Anonymous], 2013, Fundamentals of statistical signal processing: Practical algorithm development
  • [4] Brookes M., 2005, The matrix reference manual
  • [5] Cover T. M., 2012, ELEMENTS INFORM THEO
  • [6] OFDM and Its Wireless Applications: A Survey
    Hwang, Taewon
    Yang, Chenyang
    Wu, Gang
    Li, Shaoqian
    Li, Geoffrey Ye
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2009, 58 (04) : 1673 - 1694
  • [7] Jiao B, 2005, ISSCS 2005: International Symposium on Signals, Circuits and Systems, Vols 1 and 2, Proceedings, P653
  • [8] Matrices with banded inverses: inversion algorithms and factorization of Gauss-Markov processes
    Kavcic, A
    Moura, JMF
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2000, 46 (04) : 1495 - 1509
  • [9] Lam CT, 2013, INT WIREL COMMUN, P900, DOI 10.1109/IWCMC.2013.6583677
  • [10] Leke A, 1998, GLOBECOM 98: IEEE GLOBECOM 1998 - CONFERENCE RECORD, VOLS 1-6, P951, DOI 10.1109/GLOCOM.1998.776870