Title :
Genetic tuned FPGA based PD fuzzy LUT controller
Author :
Bonilla, Julian E. ; Grisales, Victor H. ; Melgarejo, Miguel A.
Author_Institution :
Programmable Logic Applications Group, Univ. Distrital Francisco Jose de Caldas, Bogota, Colombia
fDate :
6/23/1905 12:00:00 AM
Abstract :
This paper presents the development of an FPGA-based proportional-differential (PD) fuzzy look-up table (LUT) controller. The fuzzy inference uses a 256-value LUT. This method has been used due to its reduced computation time cost. The controller architecture is focused on the treatment of errors and changes in errors with tuning gains in order to regulate the control system dynamics using a traditional method in industrial processes. The controller has been probed with several nonlinear plants, like an inverted pendulum and magnetic levitation, but the tuning of the system is too difficult using an iterative modification of the gains. A genetic algorithm was therefore used as a tuning tool to obtain a particular overshoot in the transient response of the control system
Keywords :
error handling; field programmable gate arrays; fuzzy control; genetic algorithms; inference mechanisms; nonlinear control systems; optimal control; process control; programmable controllers; table lookup; transient response; tuning; two-term control; uncertainty handling; FPGA-based proportional-differential fuzzy look-up table controller; computation time cost; control system dynamics regulation; controller architecture; error changes; error treatment; field programmable gate array; fuzzy hardware; fuzzy inference; genetic algorithm; genetic tuning tool; industrial process control; inverted pendulum; iterative gain modification; magnetic levitation; nonlinear plants; transient response overshoot; tuning gains; Computational efficiency; Computer architecture; Control systems; Error correction; Field programmable gate arrays; Fuzzy control; Genetics; PD control; Proportional control; Table lookup;
Conference_Titel :
Fuzzy Systems, 2001. The 10th IEEE International Conference on
Conference_Location :
Melbourne, Vic.
Print_ISBN :
0-7803-7293-X
DOI :
10.1109/FUZZ.2001.1008842