Particle filtering based channel estimation in OFDM power line communication

被引:0
|
作者
ZHANG Pei-ling [1 ,2 ]
ZHANG Hong-xin [1 ,3 ]
LIU Hong-da [1 ]
ZHANG Yu-jing [1 ]
HE Peng-fei [4 ]
PANG Xue-li [5 ]
机构
[1] School of Telecommunication Engineering, Beijing University of Posts and Telecommunications
[2] School of Electrical Engineering and Automation, Henan Polytechnic University
[3] Beijing Key Laboratory of Work Safety Intelligent Monitoring, Beijing University of Posts and Telecommunications
[4] School of Opto-electronic Information Science and Technology, Yantai University
[5] Nanyang Information Engineering School
基金
中国国家自然科学基金;
关键词
power line communication(PLC); orthogonal frequency division multiplexing(OFDM); channel estimation; PF; KF;
D O I
暂无
中图分类号
TN915.853 [电力通信网];
学科分类号
0810 ; 081001 ;
摘要
Particle filtering(PF) algorithm has the powerful potential for coping with difficult non-linear and non-Gaussian problems. Aiming at non-linear, non-Gaussian and time-varying characteristics of power line channel, a time-varying channel estimation scheme combined PF algorithm with decision feedback method is proposed. In the proposed scheme, firstly the indoor power line channel is measured using the pseudo-noise(PN) correlation method, and a first-order dynamic autoregressive(AR) model is set up to describe the measured channel, then, the channel states are estimated dynamically from the received signals by exploiting the proposed scheme. Meanwhile, due to the complex noise distribution of power line channel, the performance of channel estimation based on the proposed scheme under the Middleton class A impulsive noise environment is analyzed. Comparisons are made with the channel estimation scheme respectively based on least square(LS), Kalman filtering(KF) and the proposed algorithm. Simulation indicates that PF algorithm dealing with this power line channel estimation difficult non-linear and non-Gaussian problems performance is superior to those of LS and KF respectively, so the proposed scheme achieves higher estimation accuracy. Therefore, it is confirmed that PF algorithm has its own unique advantage for power line channel estimation.
引用
收藏
页码:24 / 30 +42
页数:8
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