Gaussian Particle Filtering Approach for Carrier Frequency Offset Estimation in OFDM Systems

被引:18
|
作者
Lim, Jaechan [1 ,2 ]
Hong, Daehyoung [3 ]
机构
[1] Pohang Univ Sci & Technol, Dept Creat IT Excellence Engn, Pohang, South Korea
[2] Pohang Univ Sci & Technol, Future IT Innovat Lab, Pohang, South Korea
[3] Sogang Univ, Dept Elect Engn, Seoul, South Korea
基金
新加坡国家研究基金会;
关键词
Carrier frequency offset; Gaussian particle filtering; OFDM; particle impoverishment;
D O I
10.1109/LSP.2013.2248148
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
We propose Gaussian particle filtering (PF) approach for estimating carrier frequency offset (CFO) in OFDM systems. PF is more powerful especially for nonlinear problems where classical approaches (e.g., maximum likelihood estimators) may not show optimal performance. Standard PF undergoes the particle impoverishment (PI) problem resulting from resampling process for this static parameter (i.e., CFO) estimation. Gaussian PF (GPF) avoids the PI problem because resampling process is not needed in the algorithm. We show that GPF outperforms current approaches in this nonlinear estimation problem.
引用
收藏
页码:367 / 370
页数:4
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