Chaotic artificial bee colony approach to Uninhabited Combat Air Vehicle (UCAV) path planning

被引:285
作者
Xu, Chunfang [1 ]
Duan, Haibin [1 ]
Liu, Fang [1 ]
机构
[1] Beijing Univ Aeronaut & Astronaut, Sch Automat Sci & Elect Engn, Natl Key Lab Sci & Technol Holist Flight Control, Beijing 100191, Peoples R China
基金
中国国家自然科学基金;
关键词
Uninhabited Combat Air Vehicle (UCAV); Artificial Bee Colony (ABC); Chaos theory; Path planning; OPTIMIZATION; ALGORITHM;
D O I
10.1016/j.ast.2010.04.008
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Path planning of Uninhabited Combat Air Vehicle (UCAV) is a rather complicated global optimum problem which is about seeking a superior flight route considering the different kinds of constrains under complex combat field environment. Artificial Bee Colony (ABC) algorithm is a new optimization method motivated by the intelligent behavior of honey bees. In this paper, we propose an improved ABC optimization algorithm based on chaos theory for solving the UCAV path planning in various combat field environments, and the implementation procedure of our proposed chaotic ABC approach is also described in detail. Series of experimental comparison results are presented to show the feasibility, effectiveness and robustness of our proposed method. (C) 2010 Elsevier Masson SAS. All rights reserved.
引用
收藏
页码:535 / 541
页数:7
相关论文
共 13 条
[1]  
DANIEL R, 2008, INT J INTELLIGENT CO, V1, P110
[2]   A HYBRID ARTIFICIAL BEE COLONY OPTIMIZATION AND QUANTUM EVOLUTIONARY ALGORITHM FOR CONTINUOUS OPTIMIZATION PROBLEMS [J].
Duan, Hai-Bin ;
Xu, Chun-Fang ;
Xing, Zhi-Hui .
INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2010, 20 (01) :39-50
[3]   Optimal Formation Reconfiguration Control of Multiple UCAVs Using Improved Particle Swarm Optimization [J].
Duan, Hai-bin ;
Ma, Guan-jun ;
Luo, De-lin .
JOURNAL OF BIONIC ENGINEERING, 2008, 5 (04) :340-347
[4]   Application of honey-bee mating optimization algorithm on clustering [J].
Fathian, Mohammad ;
Amiri, Babak ;
Maroosi, Ali .
APPLIED MATHEMATICS AND COMPUTATION, 2007, 190 (02) :1502-1513
[5]  
Karaboga D, 2008, APPL SOFT COMPUT, V8, P687, DOI 10.1016/j.asoc.2007.05.007
[6]   A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm [J].
Karaboga, Dervis ;
Basturk, Bahriye .
JOURNAL OF GLOBAL OPTIMIZATION, 2007, 39 (03) :459-471
[7]  
Liu CA, 2004, J AIR FORCE ENG U, V2, P9
[8]  
LORENZ EN, 1963, J ATMOS SCI, V20, P130, DOI 10.1175/1520-0469(1963)020<0130:DNF>2.0.CO
[9]  
2
[10]  
Wang Yingxun, 1999, Journal of Beijing University of Aeronautics and Astronautics, V25, P355