CONSISTENT DYNAMICAL SYSTEM OBSERVERS FOR NONDETERMINISTIC EVENT MODELING

Citation
Da. Maluf et al., CONSISTENT DYNAMICAL SYSTEM OBSERVERS FOR NONDETERMINISTIC EVENT MODELING, Information sciences, 94(1-4), 1996, pp. 41-53
Citations number
14
Categorie Soggetti
Information Science & Library Science","Computer Science Information Systems
Journal title
ISSN journal
00200255
Volume
94
Issue
1-4
Year of publication
1996
Pages
41 - 53
Database
ISI
SICI code
0020-0255(1996)94:1-4<41:CDSOFN>2.0.ZU;2-#
Abstract
This paper describes an approach for constructing consistent observers for dynamic systems based on a formalism of nondeterministic event mo deling (NEM). The first part of this paper establishes the definitions of NEM with a main focus on the notion of entropy that is extended fo r measuring the amount of information from nondeterministic events. Th e paper demonstrates the importance of the proposed entropy measure in contrast to the classical uncertainty measure when used in dynamic sy stems. The importance of the information measure stems from a potentia l failure of the classical uncertainty when observing nondeterministic events. Similar problems, which we describe as unobservable states, a re often seen in dynamic systems where an uncertainty measure is used in conjunction with some arbitrary decision process. Based on well-def ined dynamic systems concepts, the second part of the paper formulates the notion of consistent observer for nondeterministic event modeling . The consistent observer utilizes the monotonically decreasing entrop y function of nondeterministic events. An example will be given in thi s paper which numerically illustrates the notions of:NEM and consisten t observer.