Hybrid Intelligent Systems Applied to The Pursuit-Evasion Game

被引:2
|
作者
Desouky, Sameh F. [1 ]
Schwartz, Howard M. [1 ]
机构
[1] Carleton Univ, Dept Syst & Comp Engn, Ottawa, ON K1S 5B6, Canada
关键词
ANFIS; fuzzy logic controller; genetic algorithms; hybrid intelligent system; pursuit-evasion game; FUZZY CONTROLLER; NEURAL-NETWORKS; INFERENCE; PERFORMANCE; RULES; DESIGN; ANFIS;
D O I
10.1109/ICSMC.2009.5346113
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:2603 / 2608
页数:6
相关论文
共 50 条
  • [41] Numerical Approximation for A Visibility Based Pursuit-Evasion Game
    Bhattacharya, Sourabh
    Basar, Tamer
    Falcone, Maurizio
    2014 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2014), 2014, : 68 - 75
  • [42] Stochastic Control in a Determinate Differential Pursuit-Evasion Game
    Krasovskii, N. N.
    Kotel'nikova, A. N.
    AUTOMATION AND REMOTE CONTROL, 2011, 72 (02) : 305 - 322
  • [43] Construction of barrier surfaces in a pursuit-evasion game problem
    Zhelnin, YN
    Utemov, AE
    JOURNAL OF COMPUTER AND SYSTEMS SCIENCES INTERNATIONAL, 2005, 44 (05) : 753 - 760
  • [44] SOLUTION OF A GENERAL STOCHASTIC LINEAR PURSUIT-EVASION GAME
    NICHOLS, WG
    TSOKOS, CP
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1976, 7 (07) : 811 - 819
  • [45] Optimal pursuit-evasion paths in a game on complete cone
    Hovakimyan, N
    Melikyan, A
    PROCEEDINGS OF THE 2000 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2000, : 3865 - 3869
  • [46] An Asymmetric Version of the Two Car Pursuit-Evasion Game
    Exarchos, Ioannis
    Tsiotras, Panagiotis
    2014 IEEE 53RD ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2014, : 4272 - 4277
  • [47] On the MTO production operations inspired by the pursuit-evasion game
    Wang, Fan
    Li, Jia-Jun
    He, Peng-Ju
    Xue, Ying
    MODERN PHYSICS LETTERS B, 2021, 35 (05):
  • [48] On game value for a pursuit-evasion differential game with state and integral constraints
    Sharifi, Somayeh
    Badakaya, Abbas Ja'afaru
    Salimi, Mehdi
    JAPAN JOURNAL OF INDUSTRIAL AND APPLIED MATHEMATICS, 2022, 39 (02) : 653 - 668
  • [49] GAME VALUE FOR A PURSUIT-EVASION DIFFERENTIAL GAME PROBLEM IN A HILBERT SPACE
    Badakaya, Abbas Ja'afaru
    Halliru, Aminu Sulaiman
    Adamu, Jamilu
    JOURNAL OF DYNAMICS AND GAMES, 2022, 9 (01): : 1 - 12
  • [50] On applied nonlinear and bilevel programming for pursuit-evasion games
    Ehtamo, H
    Raivio, T
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2001, 108 (01) : 65 - 96