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Distributed Controllers for Multi-Agent Coordination Via Gradient-Flow Approach

机译:通过梯度流方法进行多Agent协调的分布式控制器

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This paper provides a unified solution for a general distributed control problem of multi-agent systems based on the gradient-flow approach. First, a generalized coordination is presented as a control objective which represents a wide range of coordination tasks (e.g., consensus, formation and pattern decision) in a unified manner. Second, a necessary and sufficient condition for the gradient-based controllers to be distributed is derived. It turns out that the notion of clique (i.e., complete subgraph) plays a crucial role to obtain any distributed controllers. Furthermore, all such controllers are explicitly characterized with free design parameters. Third, it is shown how to choose an optimal controller in a systematic way among all distributed ones, where an optimality measure is introduced for the generalized coordination. Finally, the effectiveness of the proposed method is demonstrated through simulations, where a distributed pattern decision is discussed as an example of the generalized coordination.
机译:本文基于梯度流方法,为多智能体系统的一般分布式控制问题提供了统一的解决方案。首先,将广义协调作为控制目标提出,以统一的方式代表广泛的协调任务(例如,共识,形成和模式决策)。其次,推导了基于梯度的控制器分布的充要条件。事实证明,集团(即完整子图)的概念对于获得任何分布式控制器起着至关重要的作用。此外,所有这些控制器都具有免费的设计参数。第三,说明了如何在所有分布式控制器中系统地选择一种最优控制器,并为广义协调引入了一种最优度量。最后,通过仿真证明了所提方法的有效性,在此讨论了分布式模式决策作为广义协调的例子。

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