Title :
A computer-based fuzzy temperature controller for environmental chambers
Author :
Salgado, Paulo ; Cunha, J. Boaventura ; Couto, Carlos
Author_Institution :
Tras-Os-Montes e Alto Univ., Vila Real, Portugal
Abstract :
This paper describes a computer-based temperature control system for an environmental chamber. The identification of the thermal process was made from the analysis of the collected output data in response to random generated input signals. Using this model the optimal linear and nonlinear control strategies were established in order to achieve the desired set-point and to minimize the number of actuations. The actuation over the heating and cooling systems were performed with conventional PID and fuzzy controllers and their responses were compared. This work enhances fuzzy controllers application with self-learning capability to achieve the prescribed control objectives in a near-optimal manner. By applying back-propagation through time it was possible to force the plant block to generate the desired trajectory
Keywords :
backpropagation; control system synthesis; fuzzy control; nonlinear control systems; optimal control; self-adjusting systems; temperature control; PID controllers; actuation; back-propagation; collected output data; computer-based temperature control system; cooling system; environmental chamber; fuzzy controllers; heating system; optimal linear control strategy; optimal nonlinear control strategy; random generated input signals response; self-learning capability; thermal process identification; Cooling; Fuzzy control; Fuzzy systems; Heating; Optimal control; Signal analysis; Signal generators; Signal processing; Temperature control; Three-term control;
Conference_Titel :
Industrial Electronics, 1997. ISIE '97., Proceedings of the IEEE International Symposium on
Conference_Location :
Guimaraes
Print_ISBN :
0-7803-3936-3
DOI :
10.1109/ISIE.1997.648903