Title :
Guidelines and techniques for comparing system observations with multiple sets of simulation results
Author :
Anagnostopoulos, Dimosthenis ; Dalakas, Vassilis ; Nikolaidou, Mara
Author_Institution :
Dept. of Inf., Athens Univ., Greece
Abstract :
Using simulation to support reaching conclusions for real-time processes imposes that models are thoroughly validated. This paper discusses widely adopted techniques for testing the validity of simulation results against real observations and proposes a more effective comparison technique for the case where a single system data set and multiple model data sets are available. To apply this technique, we consider the system data set as a discrete signal and use M-fold decimation, fulfilling the essential requirements Imposed according to signal processing theory. Experimental results are also presented to exhibit the applicability and effectiveness of the proposed technique.
Keywords :
identification; modelling; comparison techniques; modelling; multiple model data sets; observations; realtime simulation; simulation; validation; Guidelines; Informatics; Predictive models; Real time systems; Resumes; Signal processing; Sliding mode control; System testing; Uncertain systems; Uncertainty;
Conference_Titel :
Systems, Man and Cybernetics, 2002 IEEE International Conference on
Print_ISBN :
0-7803-7437-1
DOI :
10.1109/ICSMC.2002.1175687