Title :
Multidimensional nonlinear systems and structure theorems
Author :
Sandberg, Irwin W.
Author_Institution :
Dept. of Electr. & Comput. Eng., Texas Univ., Austin, TX, USA
Abstract :
Nonlinear maps that are shift invariant and have approximately finite memory in a certain very reasonable sense are considered. These maps, which are assumed to satisfy a mild continuity condition, take a subset S of R into R, where R is the set of real-valued maps defined on Zn (as usual, Z is the set of integers and n is an arbitrary positive integer). Results show that all such maps can be approximated arbitrarily well, in the sense of uniform approximation, by the maps of certain special nonlinear structures. This is of interest in connection with nonlinear filtering, system identification, and the general theory of nonlinear systems
Keywords :
filtering and prediction theory; graph theory; identification; multidimensional systems; nonlinear systems; mild continuity condition; multidimensional systems; nonlinear filtering; nonlinear maps; nonlinear structures; nonlinear systems; system identification; Filtering theory; Lattices; Linear systems; Multidimensional systems; Neural networks; Nonlinear filters; Nonlinear systems; System identification; Zinc;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1992. ICASSP-92., 1992 IEEE International Conference on
Conference_Location :
San Francisco, CA
Print_ISBN :
0-7803-0532-9
DOI :
10.1109/ICASSP.1992.226153