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Flocking of multi-agent dynamic systems with virtual leader having the reduced number of informed agents

机译:具有虚拟领导者的多主体动态系统的聚集,使知情的主体数量减少

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In this paper, three fundamental properties of a potential field-based flocking algorithm, i.e. merging of neighbouring graphs during the system evolution, collision avoidance and convergence of position of the centre of mass of informed agents to that of virtual leader are discussed. Next, these properties are utilized to determine required number of informed agents based on initial position of uninformed ones and consequently reduce the domain of search in optimization problems defined for finding the optimal number of required informed agents. Finally, a new optimization framework is proposed, which benefits Voronoi diagrams in order to reduce the number of informed agents required for velocity convergence of the whole group. This optimization framework reduces computational complexity in the cost of lower optimality.
机译:本文讨论了潜在的基于场的植绒算法的三个基本属性,即在系统演化过程中合并相邻图形,避免碰撞以及将知情主体的质心位置与虚拟领导者的位置融合。接下来,利用这些属性基于未知情的代理的初始位置来确定所需的知情代理数量,并因此减少为定义最佳数量的所需知情代理而定义的优化问题的搜索范围。最后,提出了一个新的优化框架,该框架有益于Voronoi图,以减少整个组的速度收敛所需的知情代理的数量。该优化框架以较低的最优性为代价降低了计算复杂性。

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