MCMC-Based Channel Estimation for OFDM systems in Dispersive Time-varying Channels

被引:0
作者
Ge Yao [1 ]
Jiang Zhe [1 ]
Zhao Yi-xuan [1 ]
Shen Xiao-hong [1 ]
机构
[1] Northwestern Polytech Univ, Sch Marine Sci & Technol, Xian, Peoples R China
来源
2015 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, COMMUNICATIONS AND COMPUTING (ICSPCC) | 2015年
关键词
Channel Estimation; Orthogonal Frequency Division Multiplexing (OFDM); Metropolis-Hastings algorithm; Gibbs Sampler; Markov Chain Monte Carlo; Maximum likelihood estimation; CARRIER FREQUENCY OFFSET;
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
Channel estimation is therefore required as an integral part of the receiver design. The channel model adopted in this paper allows the CIR to vary within one OFDM symbol. To facilitate the channel estimation solution, maximum likelihood (ML) estimator adopts a second-order Taylor series expansion to approximate the intercarrier interference (ICI) caused by Doppler frequency shifts to simplify the channel estimation problem. However, this method which needs to find the roots for a third-order polynomial is so complex. In this paper, we investigate a Markov Chain Monte Carlo (MCMC)-based channel estimation for OFDM systems in dispersive time-varying channels. The proposed method is performing similar to ML algorithm with lesser computational complexity. Moreover, our proposed method can adopt a second/third or even higher-order Taylor series expansion to approximate the ICI, avoiding to find the roots for a high polynomial.
引用
收藏
页码:383 / 387
页数:5
相关论文
共 15 条
[1]   EXPLAINING THE GIBBS SAMPLER [J].
CASELLA, G ;
GEORGE, EI .
AMERICAN STATISTICIAN, 1992, 46 (03) :167-174
[3]  
Cui T, 2005, IEEE ICC, P2506
[4]   Monte Carlo methids for signal processing [J].
Doucet, A ;
Wang, XD .
IEEE SIGNAL PROCESSING MAGAZINE, 2005, 22 (06) :152-170
[5]   Maximum Likelihood Based Channel Estimation for Macrocellular OFDM Uplinks in Dispersive Time-Varying Channels [J].
Du, Zheng ;
Song, Xuegui ;
Cheng, Julian ;
Beaulieu, Norman C. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2011, 10 (01) :176-187
[6]  
Gorokhov A., 2004, IEEE T COMMUN, V52, P527
[7]   A New Sparse Channel Estimation and Tracking Method for Time-Varying OFDM Systems [J].
Hu, Die ;
Wang, Xiaodong ;
He, Lianghua .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2013, 62 (09) :4648-4653
[8]  
Li Y., 1999, VEHICULAR TECHNOLOGY, V49, P1207
[9]  
Li YG, 1998, ICC 98 - 1998 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS VOLS 1-3, P1320, DOI 10.1109/ICC.1998.683039
[10]  
Ma XQ, 2003, GLOB TELECOMM CONF, P15