Decentralized coordination of autonomous swarms inspired by chaotic behavior of ants

被引:12
作者
Ge, Fangzhen [1 ,2 ]
Wei, Zhen [1 ]
Lu, Yang [1 ]
Tian, Yiming [1 ]
Li, Lixiang [3 ]
机构
[1] Hefei Univ Technol, Sch Comp & Informat, Hefei 230009, Peoples R China
[2] Huaibei Normal Univ, Sch Comp Sci & Technol, Huaibei 235000, Peoples R China
[3] Beijing Univ Posts & Telecommun, Informat Secur Ctr, Beijing 100876, Peoples R China
基金
高等学校博士学科点专项科研基金; 中国国家自然科学基金;
关键词
Decentralized coordination; Autonomous swarms; Nonlinear oscillator; Self-organization; AGENTS; OPTIMIZATION; FLOCKING; STABILITY; CONSENSUS; SYSTEMS; MOTION;
D O I
10.1007/s11071-012-0478-z
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
In this paper, we propose a decentralized coordination algorithm for a group of mobile nodes, called an autonomous swarm, on a finite two-dimensional space, which can efficiently coordinate cooperatively the autonomous swarm to the optimal solution. Our algorithm is inspired by chaotic behavior of a single ant and self-organization behavior of the whole ant colony. To construct this algorithm, we firstly assume that each agent is a nonlinear oscillator presenting the chaotic behavior of a single ant. Then we establish a self-organization mechanism according to the self-organization behavior of the whole ant colony. Moreover, we analyze the convergence of the proposed algorithm. Finally, we experimentally evaluate the performance of our algorithm with the clustering and dispersion operations of a swarm. Comparison results of the proposed algorithm and the gradient-type one are also presented to illustrate the effectiveness of the proposed scheme in approximately global optimization for swarms.
引用
收藏
页码:571 / 584
页数:14
相关论文
共 45 条
[1]  
[Anonymous], AGENTS PEER TO PEER
[2]   Chaotic ant swarm optimization to economic dispatch [J].
Cai, Jiejin ;
Ma, Xiaoqian ;
Li, Lixiang ;
Yang, Yixian ;
Peng, Haipeng ;
Wang, Xiangdong .
ELECTRIC POWER SYSTEMS RESEARCH, 2007, 77 (10) :1373-1380
[3]   On the origin of chaos in autonomous Boolean networks [J].
Cavalcante, Hugo L. D. de S. ;
Gauthier, Daniel J. ;
Socolar, Joshua E. S. ;
Zhang, Rui .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2010, 368 (1911) :495-513
[4]   IS ANIMAL BEHAVIOR CHAOTIC - EVIDENCE FROM THE ACTIVITY OF ANTS [J].
COLE, BJ .
PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 1991, 244 (1311) :253-259
[6]   Coverage control for mobile sensing networks [J].
Cortés, J ;
Martínez, S ;
Karatas, T ;
Bullo, F .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2004, 20 (02) :243-255
[7]   Robust rendezvous for mobile autonomous agents via proximity graphs. in arbitrary dimensions [J].
Cortes, Jorge ;
Martinez, Sonia ;
Bullo, Francesco .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2006, 51 (08) :1289-1298
[8]   Collective cognition in animal groups [J].
Couzin, Iain D. .
TRENDS IN COGNITIVE SCIENCES, 2009, 13 (01) :36-43
[9]   EVOLUTIONARY DYNAMICS CAN BE CHAOTIC: A FIRST EXAMPLE [J].
Dercole, Fabio ;
Rinaldi, Sergio .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2010, 20 (11) :3473-3485
[10]   Formation constrained multi-agent control [J].
Egerstedt, M ;
Hu, XM .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2001, 17 (06) :947-951