Document Type
Dissertation
Date of Award
Spring 5-31-1999
Degree Name
Doctor of Philosophy in Electrical Engineering - (Ph.D.)
Department
Electrical and Computer Engineering
First Advisor
Bernard Friedland
Second Advisor
Andrew Ulrich Meyer
Third Advisor
Timothy Nam Chang
Fourth Advisor
Denis L. Blackmore
Fifth Advisor
Zoran Gajic
Abstract
Observer synthesis for discrete-time nonlinear systems with special applications to parameter estimation is analyzed. Two new types of observers are developed. The first new observer is an adaptation of the Friedland continuous-time parameter estimator to discrete-time systems. The second observer is an adaptation of the continuous-time Gauthier observer to discrete-time systems. By adapting these observers to discrete-time continuous-time parameter estimation problems which were formerly intractable become tractable.
In addition to the two newly developed observers, two observers already described in the literature are analyzed and deficiencies with respect to noise rejection are demonstrated. improved versions of these observers are proposed and their performance demonstrated.
The issues of discrete-time observability, discrete-time system inversion, and optimal probing are also addressed.
Recommended Citation
Grossman, Walter D., "Observers for discrete-time nonlinear systems" (1999). Dissertations. 982.
https://digitalcommons.njit.edu/dissertations/982
