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
Link To Document