DocumentCode
2963086
Title
Response prediction of complex dynamic systems using piecewise parameters
Author
Shahriari, Kyarash ; Tarasiewicz, Stanislaw
Author_Institution
Mech. Eng. Dep, Laval Univ., Quebec City, QC
fYear
2008
fDate
9-10 Sept. 2008
Firstpage
1
Lastpage
6
Abstract
In this paper, a method is proposed to predict n-step response of linear time-varying systems (LTVS). To take into account the modeling error in set-membership approach, adjustable parameters are characterized by intervals. To increase modeling precision, piecewise parameters are used and the validity domain of any set of parameters is determined in input-output space. The output of a model whose parameters are characterized by interval is an interval at any instant. The set of outputs provides a tube for all possible systems responses which is called wrapping envelope. To calculate wrapping envelope, a simulator is proposed who determines at any instant, the valid set of parameters, injects it into the model and calculates interval of systems response. The set of intervals will then determines the wrapping envelope.
Keywords
large-scale systems; linear systems; set theory; state-space methods; time-varying systems; complex dynamic system; input-output space; linear time-varying system; modeling error; piecewise parameter; response prediction; set-membership approach; wrapping envelope; Arithmetic; Automation; Computational Intelligence Society; Control engineering; Laboratories; Mathematical model; Mechatronics; Predictive models; Time varying systems; Wrapping; Interval Analysis; Linear Time-Varying Systems; Piecewise Model Parameters; Response Prediction;
fLanguage
English
Publisher
ieee
Conference_Titel
Cybernetic Intelligent Systems, 2008. CIS 2008. 7th IEEE International Conference on
Conference_Location
London
Print_ISBN
978-1-4244-2914-1
Electronic_ISBN
978-1-4244-2915-8
Type
conf
DOI
10.1109/UKRICIS.2008.4798959
Filename
4798959
Link To Document