Title :
Lattice parameter autoregressive modeling of two-dimensional fields--Part I: The quarter-plane case
Author :
Parker, Sydney R. ; Kayran, Altan
Author_Institution :
Naval Postgraduate School, Monterey, CA, USA
fDate :
8/1/1984 12:00:00 AM
Abstract :
Quarter-plane autoregressive lattice parameter modeling of two-dimensional fields is developed as a natural extension of one-dimensional lattice parameter theory. Starting with a given data field, four prediction error fields are generated. Their linear combination is used to define and calculate 2-D lattice parameter reflection factors for successive lattice parameter model stages. In addition to developing the basic theory, the presentation includes the relationships between the quarter-plane two-dimensional transfer function and the lattice parameters, the lattice parameter synthesis model for generating a two-dimensional field from a random field input, and lattice parameter stability conditions. The theory has been confirmed by computer simulations. The extension of this lattice parameter theory for the asymmetric half-plane case is to be presented in a subsequent paper.
Keywords :
Computer simulation; Entropy; Finite impulse response filter; Helium; Lattices; Reflection; Spectral analysis; Stability; Transfer functions; Two dimensional displays;
Journal_Title :
Acoustics, Speech and Signal Processing, IEEE Transactions on
DOI :
10.1109/TASSP.1984.1164412