DocumentCode
1368818
Title
Efficient Implementation of the Affine Projection Sign Algorithm
Author
Ni, Jingen ; Li, Feng
Author_Institution
Sch. of Electron. & Inf. Eng., Soochow Univ., Suzhou, China
Volume
19
Issue
1
fYear
2012
Firstpage
24
Lastpage
26
Abstract
-norm optimization-based sign algorithms (SAs) are more robust against impulsive interference than -norm optimization-based adaptive filtering algorithms. However, most SAs suffer from slow convergence rate, especially for highly correlated input signals. In order to overcome this problem, recently, an affine projection SA (APSA) has been proposed , which exhibits fast convergence rate. In this letter, we first analyze the computational complexity of the APSA in detail and then apply a recursive approach proposed for the affine projection algorithm (APA) to the APSA to reduce its computational complexity. Analysis results show that the computational complexity of the APSA with the efficient implementation method is even lower than that of the classical fast affine projection (FAP) algorithm.
Keywords
adaptive filters; computational complexity; interference (signal); optimisation; FAP algorithm; L1-norm optimization; adaptive filtering algorithms; affine projection sign algorithm; computational complexity; fast affine projection algorithm; impulsive interference; Adaptive filters; Algorithm design and analysis; Computational complexity; Convergence; Interference; Signal processing algorithms; Vectors; Adaptive filtering; affine projection; efficient implementation; sign algorithm;
fLanguage
English
Journal_Title
Signal Processing Letters, IEEE
Publisher
ieee
ISSN
1070-9908
Type
jour
DOI
10.1109/LSP.2011.2174784
Filename
6069814
Link To Document