The k-Unanimity Rule for Self-Organized Decision-Making in Swarms of Robots

被引:49
|
作者
Scheidler, Alexander [1 ]
Brutschy, Arne [2 ]
Ferrante, Eliseo [3 ]
Dorigo, Marco [2 ]
机构
[1] Fraunhofer Inst Wind Energy & Energy Syst Technol, D-34119 Kassel, Germany
[2] Univ Libre Bruxelles, IRIDIA, B-1050 Brussels, Belgium
[3] Univ Leuven, Lab Socioecol & Social Evolut, B-3000 Leuven, Belgium
基金
欧洲研究理事会;
关键词
Intelligent robots; intelligent systems; multi-robot systems; PHEROMONE;
D O I
10.1109/TCYB.2015.2429118
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a collective decision-making method for swarms of robots. The method enables a robot swarm to select, from a set of possible actions, the one that has the fastest mean execution time. By means of positive feedback the method achieves consensus on the fastest action. The novelty of our method is that it allows robots to collectively find consensus on the fastest action without measuring explicitly the execution times of all available actions. We study two analytical models of the decision-making method in order to understand the dynamics of the consensus formation process. Moreover, we verify the applicability of the method in a real swarm robotics scenario. To this end, we conduct three sets of experiments that show that a robotic swarm can collectively select the shortest of two paths. Finally, we use a Monte Carlo simulation model to study and predict the influence of different parameters on the method.
引用
收藏
页码:1175 / 1188
页数:14
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