Title :
Blind OFDM Receiver Based on Independent Component Analysis for Multiple-Input Multiple-Output Systems
Author :
Sarperi, Luciano ; Zhu, Xu ; Nandi, Asoke K.
Author_Institution :
Univ. of Liverpool, Liverpool
fDate :
11/1/2007 12:00:00 AM
Abstract :
We propose a novel blind orthogonal frequency division multiplexing (OFDM) receiver structure for multiple- input multiple-output (MIMO) systems based on independent component analysis (ICA), which increases the spectral efficiency effectively compared to training based systems, and provides considerable performance enhancement over previous ICA based methods. To further improve the performance, we also incorporate ICA with iterative layered space-time equalization (LSTE), which provides performance close to the case with perfect channel state information (CSI). The reduced-complexity versions of the two proposed structures, which use channel interpolation, result in similar performance at a substantially lower computational cost. Our receiver structures also have significantly better performance and lower complexity than a previously proposed subspace method when a large number of subcarriers are employed.
Keywords :
MIMO communication; OFDM modulation; blind equalisers; independent component analysis; interpolation; iterative methods; CSI; ICA; LSTE; MIMO; blind OFDM receiver; channel interpolation; channel state information; independent component analysis; iterative layered space-time equalization; multiple-input multiple-output system; orthogonal frequency division multiplexing; Blind equalizers; Channel state information; Delay estimation; Gaussian noise; Independent component analysis; MIMO; OFDM; Phase estimation; Training data; Yield estimation;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2007.060191