Title :
Volterra models structure identification using a symmetric input
Author :
Mathlouthi, Houda ; Abderrahim, Kamel ; Msahli, Faouzi ; Favier, Gérard
Author_Institution :
Higher Inst. of Sci. Appl. & Technol. of Sousse, Sousse
Abstract :
In this paper, we address the problem of structure identification of Volterra model driven by a binary symmetric independent and identically distributed sequence. The proposed method consists of estimating the model order and the memory length of each kernel. It uses crosscumulants of input-output sequence. Simulations are performed on four models having different orders and kernel memory lengths to demonstrate the advantages of the proposed method.
Keywords :
Volterra series; identification; statistical analysis; Volterra model; binary symmetric; crosscumulants; input-output sequence; structure identification; symmetric input; Electronic mail; Fading; Higher order statistics; Kernel; Laboratories; Linear systems; Nonlinear systems; Process control; Signal processing; Signal processing algorithms; Structure identification; Volterra model; crosscumulants; estimation; memory kernel; model order;
Conference_Titel :
Signals and Electronic Systems, 2008. ICSES '08. International Conference on
Conference_Location :
Krakow
Print_ISBN :
978-83-88309-47-2
Electronic_ISBN :
978-83-88309-52-6
DOI :
10.1109/ICSES.2008.4673421