DocumentCode
2260841
Title
A robust affine projection algorithm with feedback compensation of the condition number
Author
Tsakiris, Manolis C. ; Lope, Cassio G.
Author_Institution
Dept. of Electr. & Electron. Eng., Imperial Coll. London, London, UK
fYear
2009
fDate
24-27 May 2009
Firstpage
2057
Lastpage
2060
Abstract
In this paper we propose a robust affine projection algorithm (APA) which enforces the control of the regularization parameter based on the feedback of the condition number (CN) of the matrix inversion required to implement the AP algorithm. The CN-based regularization helps reducing the EMSE, and may also bound the inversion errors introduced in finite precision computations. The CN is determined via a computationally efficient method, resulting in little additional computational cost over the standard APA. Simulations show that when the input signal is highly colored, the proposed algorithm outperforms the standard isin-APA with fixed regularization, as well as other recently proposed APA variants.
Keywords
feedback; matrix algebra; robust control; computational cost; condition number; feedback compensation; finite precision computations; inversion errors; matrix inversion; robust affine projection algorithm; Computational modeling; Convergence; Degradation; Educational institutions; Estimation error; Feedback; Projection algorithms; Robust control; Robustness; Systems engineering and theory;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems, 2009. ISCAS 2009. IEEE International Symposium on
Conference_Location
Taipei
Print_ISBN
978-1-4244-3827-3
Electronic_ISBN
978-1-4244-3828-0
Type
conf
DOI
10.1109/ISCAS.2009.5118198
Filename
5118198
Link To Document