Title :
An algebraic approach to blind identification of communication channels
Author :
Lebrun, Jerome ; Comon, Pierre
Author_Institution :
CNRS, Sophia-Antipolis, France
Abstract :
In this paper, a new algorithm for the blind identification of SISO communication channels is introduced. Based on methods from computational algebraic geometry, the approach achieves a full description of the solution space and thus avoids the local minima issue of adaptive algorithms. Furthermore, unlike most symbolic methods, the computational cost is kept low by a split of the problem into two stages. First, a symbolic pre-computation is done offline, once for all, to get a more convenient parametric representation of the problem. The solutions of the problem are then easily obtained from this representation by solving a single univariate polynomial equation.
Keywords :
blind equalisers; cellular radio; channel estimation; higher order statistics; phase shift keying; symbol manipulation; SISO communication channel; adaptive algorithms; blind channel identification; computational algebraic geometry; high-order statistics; noncircularity; phase shift keying; single input single output channel; single univariate polynomial equation; symbolic pre-computation; Binary phase shift keying; Communication channels; Computational geometry; Digital communication; Equalizers; Equations; Finite impulse response filter; Phase shift keying; Polynomials; Quadrature phase shift keying;
Conference_Titel :
Signal Processing and Its Applications, 2003. Proceedings. Seventh International Symposium on
Print_ISBN :
0-7803-7946-2
DOI :
10.1109/ISSPA.2003.1224791