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
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