DocumentCode
2187321
Title
An adaptive kernel width update method of correntropy for channel estimation
Author
Wang, Weihua ; Zhao, Jihong ; Qu, Hua ; Chen, Badong ; Principe, Jose C.
Author_Institution
School of Electronic and Information Engineering, Xi´an Jiaotong University, China
fYear
2015
fDate
21-24 July 2015
Firstpage
916
Lastpage
920
Abstract
The maximum correntropy criterion (MCC) is a robust adaptation criterion, which has been successfully applied in various signal processing applications. The kernel width plays an important role in MCC adaptive filtering and has significant influence on convergence rate and steady-state performance. In this paper, we develop an adaptive kernel width update method for correntropy. The proposed algorithm may achieve faster convergence speed and lower steady-state excess mean square error (EMSE) than the original MCC algorithm. More importantly, the new method involves no extra free parameters and is computationally very simple.
Keywords
Adaptive filters; Convergence; Kernel; Noise; Prediction algorithms; Signal processing algorithms; Steady-state; MCC; adaptive kernel width; channel estimation; correntropy;
fLanguage
English
Publisher
ieee
Conference_Titel
Digital Signal Processing (DSP), 2015 IEEE International Conference on
Conference_Location
Singapore, Singapore
Type
conf
DOI
10.1109/ICDSP.2015.7252010
Filename
7252010
Link To Document