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Blind MIMO system identification based on cumulant subspace decomposition

Jing Liang   Zhi Ding  
Silicon Labs. Inc., Broomfield, CO, USA
This paper appears in: Signal Processing, IEEE Transactions on [see also Acoustics, Speech, and Signal Processing, IEEE Transactions on]
Publication Date: June 2003
Volume: 51 , Issue: 6
On page(s): 1457 - 1468
ISSN: 1053-587X
Digital Object Identifier: 10.1109/TSP.2003.811232
Current Version Published: 2003-05-21

Abstract
Blind identification of multiple-input multiple-output (MIMO) linear systems can be achieved by utilizing higher order statistics of the output signals. We study the blind identification of MIMO systems whose inputs are mutually independent, temporally white, non-Gaussian source signals. Based on sub-space analysis, we develop a new linear batch algorithm to identify MIMO systems from the common space of a set of fourth-order cumulant matrices of the channel outputs. Given knowledge of the channel orders, the identifiability conditions required by the proposed algorithm are properly established. Like most subspace-based approaches, this new algorithm remains sensitive to channel order overestimation. Simulation results illustrate its performance for various channel models.

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