Title :
An Interactive Term Approach to Non-Parametric FIR Nonlinear System Identification
Author :
Bai, Er-Wei ; Deistler, Manfred
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Iowa, Iowa City, IA, USA
Abstract :
In this technical note, a framework for designing specially structured input sequences for non-parametric nonlinear system identification is presented so that interaction terms which describe interactions among variables can be identified separately. In a sense, the approach decomposes a general difficult nonlinear identification problem into a number of problems that are of lower orders. Corresponding identification algorithms are proposed.
Keywords :
identification; nonlinear systems; interactive term approach; non-parametric FIR nonlinear system identification; Cities and towns; Finite impulse response filter; Input variables; Kernel; Noise measurement; Nonlinear systems; Polynomials; Random variables; Statistics; System identification; Additive systems; kernel estimation; nonlinear system identification;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2010.2050355