DocumentCode
3456657
Title
Co-ordinate rotation based low complexity 2D FastICA algorithm and architecture
Author
Acharyya, Amit ; Maharatna, Koushik ; Al-Hashimi, B.M.
Author_Institution
Pervasive Syst. Centre, Univ. of Southampton, Southampton, UK
fYear
2010
fDate
21-23 June 2010
Firstpage
60
Lastpage
64
Abstract
This paper introduces the concept of co-ordinate rotation into the conventional FastICA algorithm and proposes a low complexity 2D FastICA and presents its corresponding architecture. Conventional FastICA uses a preprocessing step involving classical Eigen Value Decomposition problem which, in hardware, is widely solved using Co-ordinate Rotation Digital Computer (CORDIC) technique. The proposed co-ordinate rotation based 2D FastICA algorithm opens up the opportunity to reuse the same CORDIC unit used for the preprocessing step and thus is capable of reducing the hardware complexity of the conventional FastICA algorithm. Along with the formulation and functionality validation of the proposed algorithm, a detailed hardware complexity analysis is also presented in this paper and compared with the already reported architectures.
Keywords
blind source separation; digital arithmetic; eigenvalues and eigenfunctions; independent component analysis; singular value decomposition; 2D fast ICA algorithm; CORDIC technique; coordinate rotation digital computer; eigen value decomposition; Algorithm design and analysis; Computer architecture; Covariance matrix; Energy consumption; Fixed-point arithmetic; Hardware; Independent component analysis; Iterative algorithms; Signal processing algorithms; Source separation;
fLanguage
English
Publisher
ieee
Conference_Titel
Green Circuits and Systems (ICGCS), 2010 International Conference on
Conference_Location
Shanghai
Print_ISBN
978-1-4244-6876-8
Electronic_ISBN
978-1-4244-6877-5
Type
conf
DOI
10.1109/ICGCS.2010.5543095
Filename
5543095
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