M. Shadaydeh et al., IDENTIFICATION OF NONMINIMUM-PHASE FIR SYSTEMS VIA 4TH-ORDER CUMULANTS AND GENETIC ALGORITHM, Signal processing, 60(3), 1997, pp. 339-347
In this paper, the problem of estimating the parameters of an FIR syst
em from only the fourth-order cumulants of the noisy system output is
considered. The FIR system is driven by a symmetric, independent, and
identically distributed (i.i.d) non-Gaussian sequence. We propose a ne
w formula called Weighted Overdetermined C(q,k) (WOC(q,k)) by extendin
g the conventional C(q,k) formula. The optimal selection of the weight
s in WOC(q,k) is performed by using the Genetic Algorithm (GA) optimiz
ation method which minimizes a nonlinear error function based on the f
ourth-order cumulants alone. Simulations are provided to reveal the ef
fectiveness and the superiority of this novel technique over the C(q,k
) and other existing techniques. (C) 1997 Elsevier Science B.V.