Outlier Robust Kalman Filter based Channel Tracking for Single-Carrier Underwater Acoustic Communications

被引:0
|
作者
Wu, Yanjun [1 ]
Wang, Yuxing [1 ]
Tao, Jun [1 ]
Yang, Le [2 ]
Qiao, Yongjie [3 ]
机构
[1] Southeast Univ, Sch Informat Sci & Engn, Minist Educ, Key Lab Underwater Acoust Signal Proc, Nanjing 210096, Peoples R China
[2] Univ Canterbury, Dept ECE, Christchurch 8020, New Zealand
[3] Pengcheng Lab, Shenzhen 518000, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
Autoregressive (AR) model; channel tracking; outlier robust Kalman filter; state-space model; underwater acoustic channel; ESTIMATOR;
D O I
10.1109/OCEANS47191.2022.9977207
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
For underwater acoustic (UWA) communications, the acquisition of accurate channel state information (CSI) is essential in the system design. State-space model based channel tracking scheme has shown great potential under time-varying underwater environments. Existing solutions employ the standard Kalman Filter (KF), which is optimal only when both the process and measurement noise are Gaussian. In real underwater environments, impulsive noise and interference are common, leading to non-Guassian overall noise with heavy tails. In this paper, we propose to employ an Outlier-Robust Kalman Filter (ORKF) for tracking the UWA channels. Simulation and experimental results both confirm the effectiveness of the proposed channel tracking scheme in dealing with outliers.
引用
收藏
页数:5
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