• DocumentCode
    759130
  • Title

    Fast and Accurate Computation of the Myriad Filter via Branch-and-Bound Search

  • Author

    Nunez, Rafael C. ; Gonzalez, Juan G. ; Arce, Gonzalo R. ; Nolan, John P.

  • Author_Institution
    Hasten Consulting, LLC, Aventura, FL
  • Volume
    56
  • Issue
    7
  • fYear
    2008
  • fDate
    7/1/2008 12:00:00 AM
  • Firstpage
    3340
  • Lastpage
    3346
  • Abstract
    The myriad filter has demonstrated to be a robust countermeasure against the negative effect that impulsive noise has over electronic systems. However, its use is still limited in systems where processing speed is critical, as is the case of radar, sonar, and real-time audio and video processing. This limitation has its roots in the challenges imposed by the numerical approximation of the myriad filter. In particular, minimization operations at the interior of nonlinear operations are sensitive components that have a direct impact on the performance of the filtering algorithms. In the case of the myriad filter, the minimization of functions with multiple local minima is a common operation, and poorly chosen algorithms compromise the good behavior of the filter. In this correspondence, we present an alternative for the minimization of the objective function in the computation of the myriad filter. This solution exploits general concepts in global optimization and adapts them to the particular case of myriad filtering. This technique improves accuracy and speed in the computation of the myriad filter, making the method feasible in many problems.
  • Keywords
    filtering theory; tree searching; branch-and-bound search; electronic systems; filtering algorithms; myriad filter; nonlinear operations; numerical approximation; real-time audio-video processing; Electrical equipment industry; Electronic countermeasures; Filtering; Filters; Minimization methods; Noise robustness; Radar countermeasures; Real time systems; Search methods; Sonar; alpha-stable distributions; branch and bound; heavy tails; impulsive noise; myriad filters;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2008.917889
  • Filename
    4545282