DocumentCode
1604345
Title
Fuzzy issues in multivariable predictive control
Author
Mendonca, L.F. ; Sousa, J.M. ; Kaymak, U. ; Costa, Sa Da
Author_Institution
Dept. Mech. Eng., Instituto Superior Tecnico, Lisbon, Portugal
Volume
1
fYear
2003
Firstpage
506
Abstract
Model predictive control (MPC) is a well-known control technique, which has been applied to complex and nonlinear processes. This paper integrates different fuzzy issues in multivariable predictive control. Fuzzy predictive control incorporates fuzzy goals and constraints in model predictive control, in a fuzzy decision making framework. Several issues are proposed in this paper for multivariable fuzzy predictive control, namely, the use of weighted fuzzy decision functions and fuzzy predictive filters. Simultaneous weighted satisfaction of various criteria is modeled by using the qualitative extensions of (Archimedean) fuzzy t-norms. The use of fuzzy predictive filters are represented as an adaptive set of control actions multiplied by gain factors. The integration of the several fuzzy issues proposed in this paper is applied to the control of a container gantry crane. Simulation results show the advantages of the proposed methods.
Keywords
cranes; decision making; filtering theory; fuzzy control; predictive control; tree searching; branch-and-bound algorithm; complex processes; container gantry crane; control actions; fuzzy constraints; fuzzy decision making; fuzzy goals; fuzzy predictive control; fuzzy predictive filters; gain factors; model predictive control; multivariable predictive control; nonlinear processes; sum squared errors; weighted decision functions; weighted t-norms; Adaptive control; Adaptive filters; Containers; Cranes; Decision making; Fuzzy control; Fuzzy sets; Predictive control; Predictive models; Programmable control;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems, 2003. FUZZ '03. The 12th IEEE International Conference on
Print_ISBN
0-7803-7810-5
Type
conf
DOI
10.1109/FUZZ.2003.1209415
Filename
1209415
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