DocumentCode :
488643
Title :
Feasible Parameter Set for Bilinear Systems from Records with Bounded Output Errors
Author :
Cerone, V.
Author_Institution :
Dipartimento di Automatica e Informatica, Politecnico di Torino, C.so Duca degli Abruzzi 24, 10129 Torino, Italy - email: cerone@itopoli.bitnet
fYear :
1991
fDate :
26-28 June 1991
Firstpage :
37
Lastpage :
42
Abstract :
Parameter bounding is a well-founded alternative to classical parameter estimation methods when either statistical hypotheses on the errors are not met or uncertainties are no longer random variables but deterministic ones (e.g. systematic, round-off, truncation errors). So far, many efforts have been devoted to the problem of parameter bounding in linear systems, where exact parameter uncertainty intervals can be computed. Instead, only partial results have been found for nonlinear parametrization, namely, either upper or lower bounds on parameters uncertainties can be evaluated. In this paper, parameter bounds for bilinear systems with bounded output errors are derived, based on a linear input-output model and previous results of the author. Two approaches are outlined: the bounded errors-in-variables and the bounded equation error, which lead, respectively, to exact parameter uncertainty intervals and approximated ones.
Keywords :
Equations; Finite wordlength effects; Linear programming; Linear systems; Measurement errors; Nonlinear systems; Parameter estimation; Random variables; Uncertain systems; Uncertainty;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
American Control Conference, 1991
Conference_Location :
Boston, MA, USA
Print_ISBN :
0-87942-565-2
Type :
conf
Filename :
4791319
Link To Document :
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