Title :
Generalized 2D lattice structure for causal and noncausal modeling of random fields
Author :
Kayran, Ahmet H. ; Camcioglu, Erdogan ; Eksioglu, Ender M. ; Tanc, A. Korhan ; Seker, Serhat
Author_Institution :
Fac. of Electr. & Electron. Eng., Istanbul Tech. Univ., Istanbul, Turkey
Abstract :
In this paper, the authors propose a new method to construct a low complexity and general purpose 2D lattice structure for modeling of random fields. The algorithm for obtaining this structure by employing the auxiliary vertical and horizontal prediction error fields is outlined. It is shown that the proposed 2D lattice structure with a rectangular prediction support region can be used to simultaneously obtain all possible causal and noncausal 2D models.
Keywords :
lattice filters; prediction theory; 2D lattice filters; causal modeling; generalized 2D lattice structure; prediction error fields; Complexity theory; Computational modeling; Integrated circuit modeling; Lattices; Predictive models; Signal processing; Signal processing algorithms;
Conference_Titel :
Circuits and Systems (ISCAS), 2011 IEEE International Symposium on
Conference_Location :
Rio de Janeiro
Print_ISBN :
978-1-4244-9473-6
Electronic_ISBN :
0271-4302
DOI :
10.1109/ISCAS.2011.5937923