Title :
Constructing fuzzy controllers with B-spline models
Author :
Zhang, Jianwei ; Knoll, Alois
Author_Institution :
Fac. of Technol., Bielefeld Univ., Germany
Abstract :
We interpret a type of fuzzy controller as an interpolator of B-spline hypersurfaces. B-spline basis functions of different orders are regarded as a class of membership functions (MFs) with some special properties. These properties lead to several interesting conclusions about fuzzy controllers if such membership functions are employed to specify the linguistic terms of the input variables. We show that by appropriately designing the rule base, Cn-continuity of the output can be achieved (n is the order of the B-spline basis functions). The issues of function approximation and heuristic control using such a fuzzy system are also discussed
Keywords :
control system synthesis; function approximation; fuzzy control; heuristic programming; interpolation; splines (mathematics); B-spline basis functions; B-spline hypersurfaces; Cn-continuity; function approximation; fuzzy controller construction; heuristic control; interpolation; linguistic terms; membership functions; rule base; Control systems; Fuzzy control; Fuzzy sets; Fuzzy systems; Input variables; Marine vehicles; Process control; Spline; Temperature control; Water heating;
Conference_Titel :
Fuzzy Systems, 1996., Proceedings of the Fifth IEEE International Conference on
Conference_Location :
New Orleans, LA
Print_ISBN :
0-7803-3645-3
DOI :
10.1109/FUZZY.1996.551777