Title :
Design of optimal membership functions for fuzzy controllers of the water tank and inverted pendulum with PSO variants
Author :
Fierro, Rafael ; Castillo, Oscar ; Valdez, Fevrier ; Cervantes, Leticia
Author_Institution :
Tijuana Inst. of Technol., Tijuana, Mexico
Abstract :
In this paper a metaheuristic for Particle Swarm Optimization (PSO) and two of its variants (inertia weight and constriction coefficient) are used as optimization strategies for designing the membership functions of Fuzzy Control Systems for the water tank and inverted pendulum. Each variant has its own advantages in the algorithm, allowing the exploration and exploitation in different ways and this allows us to find the optimum in a better way.
Keywords :
fuzzy control; level control; nonlinear control systems; particle swarm optimisation; pendulums; tanks (containers); water storage; PSO; constriction coefficient; fuzzy control system; inertia weight; inverted pendulum; optimal membership function design; optimization strategies; particle swarm optimization; water tank; Equations; Force; Fuzzy systems; Mathematical model; Optimization; Storage tanks; Valves; Particle swarm optimization variants; fuzzy control; optimization; water tank and inverted pendulum;
Conference_Titel :
IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), 2013 Joint
Conference_Location :
Edmonton, AB
DOI :
10.1109/IFSA-NAFIPS.2013.6608548