Blind Identification of Second Order Volterra Systems With Complex Random Inputs Using Higher Order Cumulants
Gerasimos Mileounis, N. Kalouptsidis · IEEE Transactions on Signal Processing · 2009
In this correspondence, closed-form expressions for the blind identification of linear-quadratic Volterra systems are established. The system is excited by a complex valued random sequence and the output cumulants (of order up to 4) are employed. It is assumed that the memory of the linear part is greater than or equal to the memory of the quadratic part. Cumulant-based formulas are developed demonstrating that the system is uniquely identifiable. An SVD based variant with improved performance is also derived. Simulations and comparisons with existing techniques are presented.