DocumentCode :
2568155
Title :
Hybrid intelligent systems applied to the pursuit-evasion game
Author :
Desouky, Sameh F. ; Schwartz, Howard M.
Author_Institution :
Dept. of Syst. & Comput. Eng., Carleton Univ., Ottawa, ON, Canada
fYear :
2009
fDate :
11-14 Oct. 2009
Firstpage :
2603
Lastpage :
2608
Abstract :
This paper presents a new method of using hybrid intelligent systems to solve the problem of tuning the parameters of a fuzzy logic controller. Two different hybrid intelligent systems are introduced in this paper. Each system proposes learning in a two-stage iterative process. The first system combines a fuzzy logic controller with genetic algorithms to form the iterative genetic based fuzzy logic controller technique (IGBFLC). The second system combines a fuzzy logic controller with an adaptive network to form the iterative adaptive network fuzzy inference system (IANFIS). The proposed systems are applied to a model of pursuit-evasion game. In this model, we are seeking for the optimal strategy of the pursuer given that the evader plays its optimal strategy. The proposed systems are compared with the PD controller, the genetic-based fuzzy logic controller and the ANFIS technique. Computer simulations and results show that when compared to the optimal strategy, the proposed systems outperform the other techniques.
Keywords :
adaptive control; fuzzy control; fuzzy reasoning; game theory; genetic algorithms; iterative methods; learning (artificial intelligence); learning systems; optimal control; IANFIS system; IGBFLC system; PD controller; intelligent system; iterative adaptive network fuzzy inference system; iterative genetic-based fuzzy logic controller technique; learning system; optimal strategy; pursuit-evasion game; two-stage iterative process; Adaptive control; Adaptive systems; Control systems; Fuzzy control; Fuzzy logic; Fuzzy neural networks; Fuzzy systems; Genetic algorithms; Hybrid intelligent systems; Programmable control; ANFIS; fuzzy logic controller; genetic algorithms; hybrid intelligent system; pursuit-evasion game;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on
Conference_Location :
San Antonio, TX
ISSN :
1062-922X
Print_ISBN :
978-1-4244-2793-2
Electronic_ISBN :
1062-922X
Type :
conf
DOI :
10.1109/ICSMC.2009.5346113
Filename :
5346113
Link To Document :
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