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
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;
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
DOI :
10.1109/UKRICIS.2008.4798959