DocumentCode :
3661319
Title :
A switch kernel width method of correntropy for channel estimation
Author :
Weihua Wang;Jihong Zhao;Hua Qu;Badong Chen;Jose C. Principe
Author_Institution :
School of Electronic and Information Engineering, Xi´an Jiaotong University, China
fYear :
2015
fDate :
7/1/2015 12:00:00 AM
Firstpage :
1
Lastpage :
7
Abstract :
Correntropy has been successfully applied in non-Gaussian signal processing, but the superior performance achieved is depends on appropriate selection of the kernel width. How to select a proper kernel width is a crucial problem in correntropy applications. In this paper, we propose an adaptive algorithm to update the kernel width, which is set at a maximum between the absolute value of instantaneous error divided by square root of 2 and a predetermined kernel width. The new algorithm involves no extra free parameters and keeps the simplicity and robustness of the original maximum correntropy criterion (MCC) algorithm. Simulation results confirm that the proposed algorithm can achieve excellent performance in channel estimation under impulsive noises.
Keywords :
"Robustness","Switches","Kernel","Estimation","Prediction algorithms","Noise","Channel estimation"
Publisher :
ieee
Conference_Titel :
Neural Networks (IJCNN), 2015 International Joint Conference on
Electronic_ISBN :
2161-4407
Type :
conf
DOI :
10.1109/IJCNN.2015.7280632
Filename :
7280632
Link To Document :
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