Title :
Adaptive Subspace Iterative Information Measure Directed Synchronization in MIMO Channel
Author :
Sykora, Jan ; Vcelak, Jan
Author_Institution :
Czech Tech. Univ., Prague
Abstract :
The paper addresses the problem of iterative soft-information measure supported synchronization. We use a subspace based model for the arbitrarily time-variant MIMO channel. The channel subspace can have arbitrary dimension allowing to model also a fast time-variant channel. The equivalence between expectation-maximization based iterative synchronizer and weighted least squares problem is demonstrated to hold for general MIMO system. We introduce the idea of adaptive subspace control during the iterative synchronization iterations using the order recursive solver. This allows to use a coarse subspace (low dimension) at initial iterations while fine subspace (higher dimension) for later iterations. We show that the asymptotic properties of the estimate (MSE) are not affected. The reduction of the dimensionality of the estimator at the beginning of procedure lowers substantially the complexity
Keywords :
MIMO systems; expectation-maximisation algorithm; iterative methods; least squares approximations; mean square error methods; synchronisation; time-varying channels; wireless channels; MIMO channel; MSE; adaptive subspace control; adaptive subspace iterative information; arbitrarily time-variant MIMO channel; channel subspace; directed synchronization; expectation-maximization; iterative synchronization iterations; iterative synchronizer; order recursive solver; subspace based model; time-variant channel; weighted least squares problem; Adaptive control; Iterative decoding; Land mobile radio; Least squares methods; MIMO; Maximum likelihood decoding; Maximum likelihood estimation; Mobile communication; Programmable control; Resonance light scattering;
Conference_Titel :
Personal, Indoor and Mobile Radio Communications, 2006 IEEE 17th International Symposium on
Conference_Location :
Helsinki
Print_ISBN :
1-4244-0329-4
Electronic_ISBN :
1-4244-0330-8
DOI :
10.1109/PIMRC.2006.253962