Efficient interpolation based OMP for sparse channel estimation in underwater acoustic OFDM

被引:16
|
作者
Ma, Lu [1 ,2 ,3 ]
Li, Tao [1 ,2 ,3 ]
Liu, Songzuo [1 ,2 ,3 ]
Qiao, Gang [1 ,2 ,3 ]
Jia, Hanbo [1 ,2 ,3 ]
机构
[1] Harbin Engn Univ, Acoust Sci & Technol Lab, Harbin 150001, Peoples R China
[2] Harbin Engn Univ, Coll Underwater Acoust Engn, Harbin 150001, Peoples R China
[3] Harbin Engn Univ, Minist Ind & Informat Technol, Key Lab Marine Informat Acquisit & Secur, Harbin 150001, Peoples R China
基金
中国国家自然科学基金;
关键词
Orthogonal matching pursuit (OMP); Interpolation algorithm; Sparse channel estimation; Orthogonal frequency division multiplexing (OFDM); Frequency estimation; COMMUNICATION;
D O I
10.1016/j.apacoust.2020.107606
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
To achieve higher accuracy of path delay estimation with lower computational complexity, the orthogonal matching pursuit (OMP) method with interpolation algorithm has been adopted for the sparse channel estimation, such as underwater acoustic (UWA) communication channels. For an orthogonal frequency division multiplexing (OFDM) system with uniform pilots, estimating the path delay by OMP in each its iteration is equivalent to the frequency estimation of single-tone signals with discrete Fourier transform (DFT). In this paper, based on the existing frequency estimation algorithms, we propose two novel interpolation based OMP methods for baseband sampling grid and over-sampling grid respectively, aiming at improving path delay estimation efficiency. Moreover, the closed-form of Cramer-Rao lower bound (CRLB) for single path delay estimation is derived to serve as a benchmark for simulations. The performances of the two proposed methods are verified by both simulations and UWA communication experiment in Yellow Sea, China, which show a higher estimation accuracy than that of the traditional OMP method, and the similar estimation performance but lower computational complexity than that of the existing high-accuracy interpolation based OMP method. (C) 2020 Elsevier Ltd. All rights reserved.
引用
收藏
页数:9
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