Optimization of Membership Functions for the Fuzzy Controllers of the Water Tank and Inverted Pendulum with Differents PSO Variants
Abstract: In this paper the
particle swarm optimization metaheuristic and two of its variants (inertia
weight and constriction coefficient) are used as an optimization strategy for
the design of optimal membership functions of fuzzy control systems for the
water tank and inverted pendulum benchmark problems. Each variant has its own
advantages in the algorithm, allowing the exploration and exploitation in
different ways and this allows finding the optimal solution in a better way.
Keywords: optimization, fuzzy
control, particle swarm optimization variants, water tank and inverted pendulum
Auhor: Resffa Fierro, Oscar
Castillo, Fevrier Valdez, Patricia Melin
Journal Code: jptkomputergg130101