Title :
Real-time control of a binary distillation column using HGA fuzzy supervisory PI controllers
Author :
Worapradya, Kiatkajohn ; Pratishthananda, Suvalai
Author_Institution :
Dept. of Process Control & Autom., Nakornthai Strip Mill Plc.
Abstract :
In this paper, a HGA fuzzy supervisory PI controller using hierarchical genetic algorithms is developed and implemented for controlling the top and bottom product quality of a nonlinear, multi-input multi-output binary distillation column when the disturbances enter the column in the form of the changes in feed flow rate. Two conventional PI controllers, one for the bottom product composition and another for the top product composition, are used together in a decentralized control scheme to per form dual composition control. Hierarchical genetic algorithms are used to derive the optimal number and shape of membership functions and fuzzy rules of a fuzzy supervisory system that adapts the parameters of the PI controllers. The real-time implementation results show the effectiveness of the proposed method
Keywords :
PI control; decentralised control; distillation; fuzzy control; genetic algorithms; nonlinear systems; real-time systems; HGA fuzzy supervisor; PI controller; decentralized control; dual composition control; fuzzy rule; fuzzy supervisory system; hierarchical genetic algorithm; membership function; multiinput multioutput binary distillation column; nonlinear binary distillation column; product composition; product quality; real-time control; Control systems; Distillation equipment; Distributed control; Feeds; Fuzzy control; Fuzzy systems; Genetic algorithms; Process control; Shape control; Temperature control;
Conference_Titel :
Control Applications, 2005. CCA 2005. Proceedings of 2005 IEEE Conference on
Conference_Location :
Toronto, Ont.
Print_ISBN :
0-7803-9354-6
DOI :
10.1109/CCA.2005.1507229