DocumentCode :
3304080
Title :
Blind Signal Separation in MIMO OFDM Systems Using ICA and Fractional Sampling
Author :
Curnew, Shannon R. ; Ilow, Jacek
Author_Institution :
Dalhousie Univ., Halifax
fYear :
2007
fDate :
July 30 2007-Aug. 2 2007
Firstpage :
67
Lastpage :
70
Abstract :
This paper addresses the problem of Blind Signal Separation (BSS) as it pertains to Multiple Input Multiple Output (MIMO) systems utilizing Orthogonal Frequency Division Multiplexing (OFDM). In systems with N subcarriers affected by frequency selective channels, when sampling the received signals at the Nyquist rate, the original BSS is transformed into a set of N standard Independent Component Analysis (ICA) problems. In this paper, fractional sampling is employed to increase the number of received signals and improve diversity at the receiver. The up-sampling of the OFDM frames is analyzed in the frequency domain with an up-sampling factor of 2. This doubles the number of ICA problems which provide N new solutions to aid in the recovery of the original data symbols. The additional solutions using equal gain combining improve signal-to-noise ratio (SNR) and therefore the data recovery. To achieve convergence of the ICA algorithm for the over-sampled data symbols, a specialized rotation of constellations on adjacent subcarriers is introduced. The simulation results demonstrate effectiveness of the overall system in its resiliency to inter-carrier interference and the AWGN channel.
Keywords :
AWGN channels; MIMO communication; OFDM modulation; blind source separation; diversity reception; independent component analysis; signal sampling; telecommunication channels; AWGN channel; MIMO OFDM systems; Nyquist rate; OFDM frames; blind signal separation; data recovery; equal gain combining; fractional sampling; frequency domain; frequency selective channels; independent component analysis; inter-carrier interference; multiple input multiple output systems; orthogonal frequency division multiplexing; over-sampled data symbols; received signal sampling; receiver diversity; signal-to-noise ratio; up-sampling; AWGN channels; Blind source separation; Diversity reception; Frequency domain analysis; Independent component analysis; Interference; MIMO; OFDM; Sampling methods; Signal to noise ratio; Blind Signal Separation; Independent Component Analysis; MIMO OFDM;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems and Electronics, 2007. ISSSE '07. International Symposium on
Conference_Location :
Montreal, Que.
Print_ISBN :
1-4244-1448-2
Electronic_ISBN :
1-4244-1449-0
Type :
conf
DOI :
10.1109/ISSSE.2007.4294415
Filename :
4294415
Link To Document :
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