Title :
A feasible Blind Equalization scheme in large constellation MIMO systems
Author :
Zhao, Xu ; Davies, Mike
Author_Institution :
Inst. for Digital Commun., Edinburgh Univ., Edinburgh
fDate :
March 31 2008-April 4 2008
Abstract :
In real time communications, system performance and computational complexities play key roles. Reducing the computational load and providing accurate performances are the main challenges in present systems. In this paper, a blind equalization (BE) with affordable complexity and good performance in large constellation MIMO systems is proposed. Saving computational cost happens both in the signal separation part and in signal detection part. First, based on binary phase shift keying (BPSK) or quadrature amplitude modulation (QAM) signal characteristics, an efficient and simple nonlinear function for the independent component analysis (ICA) is introduced. Second, using the idea of the sphere decoding (SD), we choose the soft information of channels smartly and overcome the so-called curse of dimensionality of the expectation maximization (EM) algorithm to enhance the final results.
Keywords :
MIMO communication; blind equalisers; expectation-maximisation algorithm; independent component analysis; nonlinear functions; phase shift keying; quadrature amplitude modulation; signal detection; source separation; binary phase shift keying; blind equalization scheme; expectation maximization algorithm; independent component analysis; large constellation MIMO systems; nonlinear function; quadrature amplitude modulation; signal detection; signal separation; Binary phase shift keying; Blind equalizers; Computational complexity; Computational efficiency; Independent component analysis; MIMO; Quadrature amplitude modulation; Real time systems; Source separation; System performance; BE; EM; MIMO; Noisy ICA;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4517992