Title :
A proposal of fuzzy modeling for dynamic characteristics in state-space description
Author :
Takeuchi, Ichiro
Author_Institution :
Nagoya Univ., Japan
Abstract :
This paper considers the identification problem of the target plant in the form of state-space representation, focusing on the case that all the state variables are not accessible. We propose a class of fuzzy finite state models, whose dynamics are totally characterized by the dynamically changing set of membership grades in the fuzzy finite states. The proposed model´s identification method that iterates sub-approximator parameter identifications and fuzzy division parameter estimations is developed.
Keywords :
fuzzy set theory; iterative methods; modelling; parameter estimation; state-space methods; dynamic characteristics; dynamically changing set; fuzzy division parameter estimations; fuzzy finite state models; fuzzy finite states; fuzzy modeling; iteration; membership grades; state-space description; state-space representation; sub-approximator parameter identifications; Chemicals; Conference proceedings; Context modeling; Control system synthesis; Fuzzy control; Fuzzy sets; Fuzzy systems; Parameter estimation; Proposals; System identification;
Conference_Titel :
Fuzzy Systems Conference Proceedings, 1999. FUZZ-IEEE '99. 1999 IEEE International
Conference_Location :
Seoul, South Korea
Print_ISBN :
0-7803-5406-0
DOI :
10.1109/FUZZY.1999.793052