Underwater Acoustic Sparse Channel Estimation Based on DW-SACoSaMP Reconstruction Algorithm

被引:15
|
作者
Wang, Jingjing [1 ]
Yan, Zhengqiang [1 ]
Shi, Wei [1 ]
Yang, Xinghai [1 ]
机构
[1] Qingdao Univ Sci & Technol, Sch Informat Sci & Technol, Qingdao 266061, Shandong, Peoples R China
基金
中国国家自然科学基金;
关键词
Channel estimation; Heuristic algorithms; Atomic measurements; Complexity theory; Optimization; Matching pursuit algorithms; OFDM; Underwater acoustic communication; sparse channel estimation; DW-SACoSaMP; OFDM;
D O I
10.1109/LCOMM.2019.2933426
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
The compressive sampling matching pursuit (CoSaMP) algorithm is widely used in orthogonal frequency division multiplexing (OFDM) underwater acoustic (UWA) sparse channel estimation with good estimation accuracy. However, the algorithm requires channel sparsity a priori information as well as a large number of columns in the measurement matrix because of the large delay of the UWA channel during channel estimation, which greatly increases the complexity of CoSaMP. Therefore, a sparsity adaptive CoSaMP based on a dynamic threshold and weak selection of atoms (DW-SACoSaMP) is proposed in this letter. The algorithm can quickly estimate the channel impulse response (CIR) without channel sparsity when used for UWA sparse channel estimation. Simulation results show that, compared with other reconstruction algorithms, the estimation accuracy of this algorithm is higher and the complexity is lower; when the signal to noise ratio (SNR) is greater than 8dB, the advantage of estimation accuracy is more obvious.
引用
收藏
页码:1985 / 1988
页数:4
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