Distributed Consensus of Stochastic Multi-agent Systems with Prescribed Performance Constraints

Pushpak Jagtap, Dimos V. Dimarogonas
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Abstract

This paper focuses on the problem of distributed consensus control of multi-agent systems while considering two main practical concerns (i) stochastic noise in the agent dynamics and (ii) predefined performance constraints over evolutions of multi-agent systems. In particular, we consider that each agent is driven by a stochastic differential equation with state-dependent noise which makes the considered problem more challenging compare to non-stochastic agents. The work provides sufficient conditions under which the proposed time-varying distributed control laws ensure consensus in expectation and almost sure consensus of stochastic multi-agent systems while satisfying prescribed performance constraints over evolutions of the systems in the sense of the qth moment. Finally, we demonstrate the effectiveness of the proposed results with a numerical example.
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具有指定性能约束的随机多智能体系统的分布式一致性
本文重点研究了多智能体系统的分布式共识控制问题,同时考虑了两个主要的实际问题(1)智能体动态中的随机噪声和(2)多智能体系统演化过程中的预定义性能约束。特别是,我们认为每个智能体都是由一个具有状态相关噪声的随机微分方程驱动的,这使得所考虑的问题与非随机智能体相比更具挑战性。本文的研究为所提出的时变分布式控制律保证随机多智能体系统的期望一致性和几乎确定一致性提供了充分条件,同时满足了系统在第六个矩意义上的演化上的规定性能约束。最后,通过一个数值算例验证了所提结果的有效性。
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