DocumentCode
903279
Title
Blind Identification of Second Order Volterra Systems With Complex Random Inputs Using Higher Order Cumulants
Author
Mileounis, Gerasimos ; Kalouptsidis, Nicholas
Author_Institution
Dept. of Inf. & Telecommun., Univ. of Athens, Athens, Greece
Volume
57
Issue
10
fYear
2009
Firstpage
4129
Lastpage
4135
Abstract
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.
Keywords
Volterra series; blind equalisers; higher order statistics; blind identification; complex random inputs; complex valued random sequence; higher order cumulants; output cumulants; second order Volterra systems; Identification; Volterra series; higher order statistics;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2009.2023372
Filename
4957093
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