DocumentCode :
3481504
Title :
Two-dimensional ARMA parameter identification with two-channel AR lattice approach
Author :
Sari, N. ; Kayran, Ahmet Hamdi
Author_Institution :
TUBITAK MAM, Kocaeli, Turkey
fYear :
2004
fDate :
28-30 April 2004
Firstpage :
192
Lastpage :
195
Abstract :
A new procedure to identify the parameters of an unknown two-dimensional shift-invariant ARMA system has been presented. This procedure uses the formerly proposed two-channel AR lattice modeling approach and extends it to the case where the AR and MA parts of the ARMA process can take arbitrary values different from each other. The new proposed procedure can be named as a "hybrid lattice structure" where both two-channel and single channel lattice stages are involved. We also propose a new formulation to compute the ARMA parameters taking into account the parameter b0 and the forward prediction error filter tap weights of both channels. Computer simulations have been carried out to verify the proposed method. This method can be applied to both quarter-plane and asymmetric half-plane models.
Keywords :
adaptive filters; autoregressive moving average processes; lattice filters; parameter estimation; prediction theory; ARMA; asymmetric half-plane models; filter tap weights; forward prediction error; hybrid lattice structure; quarter-plane models; two-channel AR lattice approach; two-dimensional parameter identification; two-dimensional shift-invariant ARMA system; Computer simulation; Filters; Hafnium; Large scale integration; Lattices; Parameter estimation; Radar;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Communications Applications Conference, 2004. Proceedings of the IEEE 12th
Print_ISBN :
0-7803-8318-4
Type :
conf
DOI :
10.1109/SIU.2004.1338291
Filename :
1338291
Link To Document :
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