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A Novel Hybrid Kernel Adaptive Filtering Algorithm for Nonlinear Channel Equalization

delete2019-01-01
delete15
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OA
AI
Q
Qishuai Wu
Y
Yingsong Li *
Z
Zhengxiong Jiang
Y
Youwen Zhang
DOI:10.1109/ACCESS.2019.2916003delete
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摘要

摘要

En 中文
In this paper, a novel kernel mixed error criterion (KMEC) algorithm is proposed for nonlinear system identification, which uses a combination of two different error schemes to implement a newly constructed cost function, which is realized by using a logarithmic squared error and a generalized maximum correntropy criterion (GMCC) to devise the KMEC algorithm. The proposed KMEC is derived in the context of the kernel adaptive filter and it provides good performance for identifying the nonlinear channels in different mixed noise environments in terms of the mean square error (MSE) at its steady-state and convergence performance.
Keyword:
Kernel adaptive filtering
mixed error criterion algorithm
generalized maximum correntropy
non-Gaussian noise environments
nonlinear adaptive filtering
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期刊

IEEE Access 封面图
IEEE Access
IF:
3.6
论文数:
9.8W
被引数:
29.4W

机构

H
Harbin Engineering University
学者数:
1.9W
论文数: 1.3W
被引数: 1.3W
N
national space science center, cas
学者数:
650
论文数: 448
被引数: 0
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