Maturity of the Particle Swarm as a Metric for Measuring the Collective Intelligence of the Swarm
The particle swarm collective intelligence has been recog nized as a tool for dealing with the optimization of multimodal functions with many local optima.In this article, a research work is introduced in which the cooperative Particle Swarm Optimization strategies are analysed and the collective intelligence of the particle swarm is assessed according to the proposed Maturity Model.The model is derived from the Maturity Model of C2 (Command and Control) operational space and the model of Collaborating Software.The aim was to gain a more tho rough explanation of how the intelligent behaviour of the particle swarm emerges.It has been concluded that the swarm system is not mature enough because of the lack of the systems awareness, and that a solu tion would be some adaptation of particles behavioural rules so that the particle could adjust its velocity using control parameters whose value would be derived from inside of the swarm system, without tuning.
Zdenka Winklerová
Brno University of Technology, Dept.of Intelligent Systems, Brno, Czech Republic
国际会议
4th international Conference,ICSI2013(第4届群体智能国际会议)
哈尔滨
英文
40-54
2013-06-12（万方平台首次上网日期，不代表论文的发表时间）