• DocumentCode
    2879357
  • Title

    K - rank modification of adaptive lattice filter parameters

  • Author

    Lekhovytskiy, David I. ; Rachkov, Dmytro S. ; Semeniaka, Andrii V.

  • Author_Institution
    Kharkiv Nat. Univ. of Radio Electron., Kharkiv, Ukraine
  • fYear
    2015
  • fDate
    10-15 May 2015
  • Abstract
    We analyze the algorithms intended for correction of adaptive lattice filters (ALF) parameters under K ≥ 1 - rank modification of estimate correlation matrix within a “sliding” over the time (range) data window. The drawbacks of methods that correct the ALF parameters based on K - fold utilization of known algorithms of rank-one (K = 1) modification are discussed. The combined algorithm (CA) of K ≥ 1 - rank modification is synthesized. Under considered conditions, the only one-fold utilization of the CA solves the task of ALF parameters correction. We demonstrate, through both the theoretical analysis and results of scaled-down experiments, that proposed CA reduces the computational complexity and enhances the numerical stability of procedure of ALF parameters correction as compared with the competing methods based on algorithms of rank-one modification.
  • Keywords
    computational complexity; filtering theory; lattice theory; matrix algebra; adaptive lattice filter parameters; computational complexity; correlation matrix estimation; k-rank modification; numerical stability; rank-one modification; Algorithm design and analysis; Geophysical measurement techniques; Ground penetrating radar; Lattices; Logic gates; Signal processing algorithms; Tuning; Cholesky multiplier; K - rank modification; Levinson´s generalized factorization; adaptive lattice filter; combined algorithm; computational complexity; finite capacity; maximum likelihood estimate; numerical stability; partial correlation coefficients; sample correlation matrix; space-time signal processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Radar Conference (RadarCon), 2015 IEEE
  • Conference_Location
    Arlington, VA
  • Print_ISBN
    978-1-4799-8231-8
  • Type

    conf

  • DOI
    10.1109/RADAR.2015.7130983
  • Filename
    7130983