Title :
Fuzzy autopilot design using a multiobjective evolutionary algorithm
Author :
Blumel, Anna L. ; Hughes, Evan J. ; White, Brian A.
Author_Institution :
Dept. of Aerosp., Power & Sensors, Cranfield Univ., Shrivenham, UK
Abstract :
This paper details a Fuzzy-Feedback Linearisation controller applied to a non-linear missile. The design uses an evolutionary algorithm optimisation approach to a multiple model description of the airframe aerodynamics. A set of convex models is produced that map the vertex points in a high order parameter space (of the order of 16 variables). These are used to determine the membership function distribution within the outer loop control system by using a multi-objective evolutionary algorithm. This produces a design that meets objectives related to closed loop performance such as: steady state error, overshoot, settling and rising time. The evolutionary algorithm uses non-dominated sorting for forming a Pareto front of possible solutions. This paper shows that fuzzy controllers can be produced for engineering problems, with the multiobjective algorithm allowing the designer the freedom to choose solutions and investigate the properties of the system
Keywords :
closed loop systems; evolutionary computation; fuzzy control; missile guidance; Pareto front; airframe aerodynamics; closed loop performance; convex models; evolutionary algorithm optimisation approach; fuzzy autopilot design; fuzzy controllers; fuzzy-feedback linearisation controller; membership function distribution; multiobjective evolutionary algorithm; multiple model description; nonlinear missile; outer loop control system; overshoot; rising time; settling; steady state error; Aerodynamics; Algorithm design and analysis; Control systems; Design optimization; Evolutionary computation; Fuzzy control; Fuzzy systems; Missiles; Sorting; Steady-state;
Conference_Titel :
Evolutionary Computation, 2000. Proceedings of the 2000 Congress on
Conference_Location :
La Jolla, CA
Print_ISBN :
0-7803-6375-2
DOI :
10.1109/CEC.2000.870275