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规则空间下基于MRFC-Vicsek模型的集群控制
引用本文:徐博,王朝阳. 规则空间下基于MRFC-Vicsek模型的集群控制[J]. 无人系统技术, 2022, 0(1): 17-25
作者姓名:徐博  王朝阳
作者单位:哈尔滨工程大学智能科学与工程学院
基金项目:国防科技创新特区项目(19-163-16-ZD-020-002-01);国防科技卓越青年科学基金项目(2020-JCJQ-ZQ-071);国防基础科研计划项目(JCKY2019604D003)。
摘    要:针对规则空间下集群运动问题,开展了基于多区域模糊控制(MRFC)-Vicsek模型的集群控制方法的研究.考虑到仿生集群在运动时的行为准则,首先建立了包括避碰层、一致层、内聚层、连通层在内的多区域Vicsek模型.其次,通过模糊规则将不同区域个体数量和集群拥挤程度转化为对中心个体的影响权重,再结合规则空间内边界对个体的影...

关 键 词:多区域  模糊控制  生物行为准则  规则空间  邻域指数

Cluster Control Based on MRFC-Vicsek Model in Rule Space
XU Bo,WANG Zhaoyang. Cluster Control Based on MRFC-Vicsek Model in Rule Space[J]. Unmanned Systems Technology, 2022, 0(1): 17-25
Authors:XU Bo  WANG Zhaoyang
Affiliation:(College of Intelligent Systems Science and Engineering,Harbin Engineering University,Harbin 150001,China)
Abstract:In order to solve the problem of cluster motion in regular space,a cluster control method based on MRFC-VICSEK model is studied in this paper.Considering the behavior rules of the bionic cluster in motion,the Vicsek model of multi-region fuzzy control,including collision avoidance layer,consistent layer,cohesive layer and connected layer,is firstly established.Secondly,the number of individuals in different regions and the degree of cluster crowding were transformed into the influence weight of central individuals through fuzzy rules.Then,combining with the influence range of individuals within the boundary of the rule space,the control method of the cluster in the rule space with random initial state was proposed.Finally,simulation experiments with different number of cluster members are carried out,and the effectiveness of the proposed method is proved by neighborhood index,individual recognition,velocity order parameter and other indicators,and the cluster state has good convergence and cluster stability in regular space.
Keywords:Multi-regional  Fuzzy Control  Biological Code of Conduct  Rule Space  Local Neighborhood Index
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