DocumentCode :
2096846
Title :
Performance Analysis of the Fastica Algorithm in ICA-Based Co-Channel Communication System
Author :
Yang, Xiaoniu ; Yao, Junliang ; Li, Jiandong ; Li, Zhao
Author_Institution :
CETC, Jiaxing, China
fYear :
2009
fDate :
24-26 Sept. 2009
Firstpage :
1
Lastpage :
4
Abstract :
This paper analyzes the performance of FastICA algorithm when applied to noisy co-channel communication system. Firstly, we propose a model of ICA-based communication system, which adopts the FastICA algorithm to separate co-channel signals. In order to facilitate the analysis we first decompose the noise into two complementary subspaces, and get a new form of original signal through pre-whitening. Based on the analysis result above we obtain the analytic closed-form expressions of global separating matrix. Finally, a capacity index is brought forward to confirm the validity of our analysis and show the performance of ICA-based communication system. Some computer simulations that support the theoretical analysis are also included.
Keywords :
blind source separation; independent component analysis; ICA-based cochannel communication system; analytic closed-form expressions; fast ICA algorithm; global separating matrix; prewhitening; Algorithm design and analysis; Communication systems; Gaussian noise; Independent component analysis; Performance analysis; Power system modeling; Signal analysis; Signal processing; Signal processing algorithms; Working environment noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Wireless Communications, Networking and Mobile Computing, 2009. WiCom '09. 5th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-3692-7
Electronic_ISBN :
978-1-4244-3693-4
Type :
conf
DOI :
10.1109/WICOM.2009.5301924
Filename :
5301924
Link To Document :
بازگشت