A kernel recursive minimum error entropy adaptive filter

被引:15
|
作者
Wang, Gang [1 ]
Yang, Xinyue [1 ]
Wu, Lei [2 ]
Fu, Zhenting [1 ]
Ma, Xiangjie [3 ]
He, Yuanhang [3 ]
Peng, Bei [4 ]
机构
[1] Univ Elect Sci & Technol China, Sch Informat & Commun Engn, Chengdu 611731, Peoples R China
[2] Univ Elect Sci & Technol China, Sch Resources & Environm, Chengdu 611731, Peoples R China
[3] China Elect Technol Grp Corp, Res Inst 30, Chengdu 610041, Peoples R China
[4] Univ Elect Sci & Technol China, Sch Mech & Elect Engn, Chengdu 611731, Peoples R China
来源
SIGNAL PROCESSING | 2022年 / 193卷
关键词
Kernel adaptive filter (KAF); Minimum error entropy (MEE); Kernel recursive minimum error entropy  (KRMEE); MAXIMUM; ALGORITHM;
D O I
10.1016/j.sigpro.2021.108410
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The minimum error entropy, a currently useful alternative criterion, is widely adopted in the signal processing domain against impulsive noise. In this brief, we propose a novel algorithm to blend the advantages of both the kernel recursive least squares algorithm and the minimum error entropy criterion, called kernel recursive minimum error entropy algorithm. The proposed new algorithm achieves better recovery performance in predicting the Mackey-Glass time series, equalizing the nonlinear channel under heavy tailed alpha-stable environments and processing EEG data.(c) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页数:6
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