Pe. Moraal et Jw. Grizzle, OBSERVER DESIGN FOR NONLINEAR-SYSTEMS WITH DISCRETE-TIME MEASUREMENTS, IEEE transactions on automatic control, 40(3), 1995, pp. 395-404
Citations number
40
Categorie Soggetti
Controlo Theory & Cybernetics","Robotics & Automatic Control","Engineering, Eletrical & Electronic
This paper focuses on the development of asymptotic observers for nonl
inear discrete-time systems. It is argued that instead of trying to im
itate the linear observer theory, the problem of constructing a nonlin
ear observer can be more fruitfully studied in the context of solving
simultaneous nonlinear equations. In particular, it is shown that the
discrete Newton method, properly interpreted, yields an asymptotic obs
erver for a large class of discrete-time systems, while the continuous
Newton method may be employed to obtain a global observer. Furthermor
e, it is analyzed how the use of Broyden's method in the observer stru
cture affects the observer's performance and its computational complex
ity. An example illustrates some aspects of the proposed methods; more
over, it serves to show that these methods apply equally well to discr
ete-time systems and to continuous-time systems with sampled outputs.