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Distributed Constrained Consensus with Distance-dependent Measurement Noises

机译:距离相关的测量噪声的分布式约束共识

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摘要

Abstract: In this paper, we study a distributed constrained consensus problem for multi-agent systems in the presence of distance-dependent noises. Given a convex set constraint which can only be accessed by part of agents, all agents are required to achieve state agreement within the set by relative state measurements of their neighbors. These measurements are corrupted by noises whose intensities are proportional to the relative distance. Based on weighted averaging and projection, a two-step update scheme is proposed to achieve the mean square consensus within the constraint set. We show that the stochastic constrained consensus in the mean square sense can be achieved in two different cases, namely a switching and balanced multi-agent network which frequently contains a joint spanning tree and connects to the constraint set (considered as a virtual node), and a fixed and strongly connected network with at least one agent that can access the convex constraint.
机译:摘要:在本文中,我们研究了存在距离依赖噪声的多智能体系统的分布式约束共识问题。给定只有一组代理才能访问的凸集约束,所有代理都需要通过其邻居的相对状态度量来实现集中的状态一致。这些测量被强度与相对距离成正比的噪声破坏。基于加权平均和投影,提出了一种两步更新方案,以在约束集内实现均方共识。我们表明,在两种不同情况下都可以实现均方意义上的随机约束共识,即交换和平衡多主体网络,该网络经常包含联合生成树并连接到约束集(被视为虚拟节点),固定且牢固连接的网络,其中至少有一个可以访问凸约束的代理。

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