A Robust ADMM-Based Optimization Algorithm For Underwater Acoustic Channel Estimation

被引:1
|
作者
Tian, Tian [1 ,2 ]
Raj, Agastya [4 ]
Xavier, Bruno Missi [4 ,5 ]
Zhang, Ying [3 ]
Wu, Feiyun [1 ,2 ]
Yang, Kunde [1 ,2 ]
机构
[1] Northwestern Polytech Univ, Sch Marine Sci & Technol, Xian, Shaanxi, Peoples R China
[2] Northwestern Polytech Univ, Minist Ind & Informat Technol, Key Lab Ocean Acoust & Sensing, Xian, Shaanxi, Peoples R China
[3] Hohai Univ, Coll Oceanog, Nanjing, Jiangsu, Peoples R China
[4] Trin Coll, Dublin, Ireland
[5] Fed Inst Espirito Santo, Espirito Santo, Brazil
来源
基金
中国国家自然科学基金;
关键词
robust channel estimation; compressed sensing; alternating direction method of multiplier (ADMM);
D O I
10.1109/OCEANSLimerick52467.2023.10244735
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Accurate estimation of the Underwater acoustic (UWA) is a key part of underwater communications, especially for coherent systems. The severe multipath effects and large delay spreads make the estimation problem large-scale. The non-stationary, non-Gaussian, and impulsive nature of ocean ambient noise poses further obstacles to the design of estimation algorithms. Under the framework of compressed sensing (CS), this work addresses the issue of robust channel estimation when measurements are contaminated by impulsive noise. A first-order algorithm based on alternating direction method of multipliers (ADMM) is proposed. Numerical simulations of time-varying channel estimation are performed to show its improved performance in highly impulsive noise environments.
引用
收藏
页数:5
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