• 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