A Compressed Sensing Estimation Technique for Doubly Selective Channel in OFDM Systems

被引:4
|
作者
Lee, Huang-Chang [1 ,3 ]
Gong, Cihun-Siyong Alex [1 ,4 ,5 ]
Chen, Pin-Yuan [2 ]
机构
[1] Chang Gung Univ, Dept Elect Engn, Taoyuan 33302, Taiwan
[2] Chang Gung Mem Hosp, Dept Neurol Surg, Taoyuan 33302, Taiwan
[3] Chang Gung Mem Hosp, Dept Emergency Med, Taoyuan 33302, Taiwan
[4] Chang Gung Univ, Coll Engn, Green Technol Res Ctr, Portable Energy Syst Grp, Taoyuan 33302, Taiwan
[5] Linkou Chang Gung Mem Hosp, Dept Ophthalmol, Taoyuan 33304, Taiwan
关键词
Compressed sensing; channel estimation; OFDM systems; SCHEMES; DESIGN; CFO;
D O I
10.1109/ACCESS.2019.2935758
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, an estimation algorithm based on the compressive sensing (CS) technique is proposed for an orthogonal frequency division multiplexing (OFDM) system applied to multi-path time-varying channels. A fitting polynomial is used to approximate each channel path, and full-band training symbols are adopted. The variation of the channel response can then be evaluated according to the observation on the inter-carrier interference (ICI) from the determinate signals. The CS-based technique is introduced to explore the sparsity of the double-selective channel and the usage of high-order fitting polynomials is allowed. The orthogonal matching pursuit (OMP) algorithm is designed to cooperate with the fitting polynomial model, and more accurate channel estimation results can be provided compared to those provided by conventional least-square (LS) algorithms. When multiple transmission antennas are required, the advantage of the proposed polynomial-fitting OMP (PF-OMP) algorithm is more obvious as more transmission antennas are used.
引用
收藏
页码:115192 / 115199
页数:8
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