Title
Identifiability of homogeneous systems using the state isomorphism approach
Abstract
New results are presented concerning the state isomorphism approach to global identifiability analysis of parameterized classes of nonlinear state space systems with specified initial states. In particular we study the class of homogeneous systems, for which, under certain conditions, the local state isomorphism for a pair of indistinguishable parameter vectors is shown to be homogeneous of degree one. For homogeneous polynomial systems, conditions are given under which the local state isomorphism becomes linear. Here, the issue of whether or not the observability rank condition holds at the origin is shown to be of key importance. The scope of the results, which extend to the multivariable case, is discussed and illustrated by a number of worked examples. This demonstrates how the developed theory can be put to use to investigate the global identifiability properties of parameterized model classes.
Year
DOI
Venue
2005
10.1016/j.automatica.2004.11.019
Automatica
Keywords
Field
DocType
Identifiability,State space realization,Nonlinear control systems,Observability,Controllability,Polynomial models,Initial states
Observability,Parameterized complexity,Mathematical optimization,Controllability,Identifiability,Control theory,Rank condition,Isomorphism,Homogeneous polynomial,State space,Mathematics
Journal
Volume
Issue
ISSN
41
3
Automatica
Citations 
PageRank 
References 
6
0.75
2
Authors
2
Name
Order
Citations
PageRank
Ralf L. M. Peeters16222.61
Bernard Hanzon2499.54