Self-organization of multiple-agents using information theoretic interactions

被引:0
|
作者
Thogulua, R [1 ]
Erdogmus, D [1 ]
Principe, JC [1 ]
机构
[1] Univ Florida, Elect & Comp Engn Dept, Gainesville, FL 32611 USA
关键词
self-organizing systems; decentralized control; mobile robots; maximum entropy;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The recent sprout in the application of swarm intelligence to problems in varied fields has proved that this visionary technology is becoming practical. However, the organization and coordination of swarms is either heuristic or based on centralized approaches. In this paper, we propose a principled decentralized approach based on an information theoretic interaction principle to self-organize swarms. The goal of our algorithm is to spread the robots uniformly over a circular region using entropy maximization while guiding the collective towards a target. This algorithm minimizes the cost of the robots, since it is requires minimal hardware for its operation. Copyright (C) 2003 IFAC
引用
收藏
页码:523 / 528
页数:6
相关论文
共 50 条
  • [1] Information theoretic organization principles for autonomous multiple-agents
    Erdogmus, D
    Principe, JC
    Thogulua, R
    RECENT DEVELOPMENTS IN COOPERATIVE CONTROL AND OPTIMIZATION, 2004, 3 : 125 - 143
  • [2] Self-organization via the creation of constraints: An information theoretic approach
    Jumarie, G
    KYBERNETES, 1995, 24 (09) : 35 - &
  • [3] An Information-Theoretic Primer on Complexity, Self-Organization, and Emergence
    Prokopenko, Mikhail
    Boschietti, Fabio
    Ryan, Alex J.
    COMPLEXITY, 2009, 15 (01) : 11 - 28
  • [4] SELF-ORGANIZATION AND INFORMATION
    HAKEN, H
    PHYSICA SCRIPTA, 1987, 35 (03): : 247 - 254
  • [5] Information and Self-Organization
    Haken, Hermann
    Portugali, Juval
    ENTROPY, 2017, 19 (01)
  • [6] INFORMATION AND SELF-ORGANIZATION OF BEHAVIOR
    Polani, Daniel
    Prokopenko, Mikhail
    Yaeger, Larry S.
    ADVANCES IN COMPLEX SYSTEMS, 2013, 16 (2-3):
  • [7] SELF-ORGANIZATION, TRANSFORMITY, AND INFORMATION
    ODUM, HT
    SCIENCE, 1988, 242 (4882) : 1132 - 1139
  • [8] Statistical and information-theoretic methods for self-organization and fusion of multimodal, networked sensors
    Fisher, JW
    Wainwright, MJ
    Sudderth, EB
    Willsky, AS
    INTERNATIONAL JOURNAL OF HIGH PERFORMANCE COMPUTING APPLICATIONS, 2002, 16 (03): : 337 - 353
  • [9] Self-organization in populations of competing agents
    Vázquez, A
    PHYSICAL REVIEW E, 2000, 62 (04): : R4497 - R4500
  • [10] Information as a factor of self-organization and organization of matter
    Aleskovskii, VB
    RUSSIAN JOURNAL OF GENERAL CHEMISTRY, 2002, 72 (04) : 569 - 574