Title :
Blind signal separation in distributed space-time coding systems using the FastICA algorithm
Author :
Fan, Xianxue ; Igual, Jorge ; Llinares, Raul ; Salazar, Addisson ; Wu, Gang
Author_Institution :
28th Res. Inst., China Electron. Technol. Group Corp., China
fDate :
July 31 2011-Aug. 5 2011
Abstract :
One of the main advantages of cooperative communication systems is the use of information at the surrounding nodes in order to create spatial diversity and so far obtaining higher throughput and reliability. We propose in this paper a blind detector that involves the formulation of the system as a Blind Source Separation BSS problem. In the BSS framework, we do not have to estimate the channel using training data, removing the necessity of pilot symbols and the prior estimation of the channel. We analyze two kinds of distributed space-time codes for the single relay system, showing that they can be stated in terms of BSS as a linear instantaneous mixture of complex-valued sources. The BSS method applied is the complex version of the FastICA algorithm since it is very flexible, robust and the convergence is very fast so we can estimate the symbols accurately with a low-complexity algorithm that can adapt to changes in the channel with relative simplicity.
Keywords :
blind source separation; cooperative communication; independent component analysis; relays; space-time codes; telecommunication network reliability; BSS problem; blind detector; blind signal separation problem; channel estimation; complex-valued source; cooperative communication system; distributed space-time coding system; fastICA algorithm; linear instantaneous mixture; low-complexity algorithm; pilot symbol; single relay system; spatial diversity; Matrix decomposition; Protocols; Relays; Robustness;
Conference_Titel :
Neural Networks (IJCNN), The 2011 International Joint Conference on
Conference_Location :
San Jose, CA
Print_ISBN :
978-1-4244-9635-8
DOI :
10.1109/IJCNN.2011.6033605