Title :
Identification of Nonlinear Maps in Interconnected Systems
Author :
Hsu, Kenneth ; Vincent, Tyrone ; Novara, Carlo ; Milanese, Mario ; Poolla, Kameshwar
Author_Institution :
Dept. of Mechanical. Engineering, University of California, Berkeley, CA 94720. email: ken@jagger.me.berkeley.edu
Abstract :
We offer a systematic algorithm for the identification of static nonlinear maps in interconnected systems. The class of systems considered are those consisting of linear time-invariant systems and static nonlinear functions. Under the conditions that the linear dynamics are known and the inputs to the nonlinearities are measurable, the identification problem is reduced to a least squares problem. Notions of identifiability and persistence of excitation are introduced to demonstrate convergence of the estimate to the true nonlinear function under the L1-norm.
Keywords :
Automatic control; Control systems; Convergence; Dispersion; Interconnected systems; Inverse problems; Least squares methods; Nonlinear dynamical systems; Nonlinear systems; System identification;
Conference_Titel :
Decision and Control, 2005 and 2005 European Control Conference. CDC-ECC '05. 44th IEEE Conference on
Print_ISBN :
0-7803-9567-0
DOI :
10.1109/CDC.2005.1583193