Title :
An approach to system identification based on risk minimization and behaviours
Author :
Weyer, Erik ; Williamson, Robert C. ; Mareels, Iven M Y
Author_Institution :
Dept. of Syst. Eng., Australian Nat. Univ., Canberra, ACT, Australia
Abstract :
The authors propose and investigate a principle for system identification in the behavioral framework. The first step in the approach is to identify the deterministic part of the observed trajectories. This is done by using risk minimization methods. The identified trajectories are then used in an exact modeling procedure given by A.C. Antoulas and J.C. Willems (1991). It is noted that the risk minimization approach makes it possible to identify worst-case guarantees on the achievable performance in a dynamic system identification context
Keywords :
identification; minimisation; statistical analysis; behavioral framework; risk minimization; system identification; worst-case guarantees; Cost function; Cybernetics; Data mining; Ear; Extraterrestrial measurements; Risk management; Signal processing; Stochastic processes; System identification; Systems engineering and theory;
Conference_Titel :
Decision and Control, 1992., Proceedings of the 31st IEEE Conference on
Conference_Location :
Tucson, AZ
Print_ISBN :
0-7803-0872-7
DOI :
10.1109/CDC.1992.371591