DocumentCode
2008975
Title
System-level design of low-cost FPGA hardware for real-time ICA-based blind source separation
Author
Charoensak, Charayaphan ; Sattar, Farook
Author_Institution
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore
fYear
2004
fDate
12-15 Sept. 2004
Firstpage
139
Lastpage
140
Abstract
Blind source separation (BSS) of independent sources from their convolutive mixtures is a common problem in many real world multi-sensor applications. We present a low-cost real-time FPGA (field programmable gate array) implementation of an improved BSS algorithm for audio signals based on ICA (independent component analysis) technique. The separation is performed by implementing noncausal filters instead of causal filters within the feedback network. This reduces the required length of the unmixing filters as well as provides better separation and faster convergence. The result of testing the designed FPGA in real-time is reported.
Keywords
audio signal processing; blind source separation; field programmable gate arrays; independent component analysis; integrated circuit design; real-time systems; ICA-based BSS; audio signals; blind source separation; feedback network; field programmable gate array; independent component analysis; low-cost FPGA hardware; noncausal filters; real-time BSS; system-level design; Blind source separation; Convergence; Feedback; Field programmable gate arrays; Filters; Hardware; Independent component analysis; Real time systems; Source separation; System-level design;
fLanguage
English
Publisher
ieee
Conference_Titel
SOC Conference, 2004. Proceedings. IEEE International
Print_ISBN
0-7803-8445-8
Type
conf
DOI
10.1109/SOCC.2004.1362380
Filename
1362380
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