• 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