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Robust distributed adaptive consensus for discrete-time multiagent systems with uncertain topologies

机译:具有不确定拓扑的离散时间多算系统的强大分布式共识

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摘要

This paper considers the stochastic consensus problem of high-order linear discrete-time multiagent systems (MASs) with uncertain topologies and external disturbances. The randomly switching interaction signed topologies are governed by a time-homogenous Markov chain with incomplete knowledge of the transition probabilities. Based on Lyapunov function theory and adaptive control strategies, we employ a homogeneous parameter-dependent Lyapunov function to propose sufficient conditions under a set of linear matrix inequality (LMI) constraints. A free-weighting matrix method is introduced to give the proposed LMIs extra freedom to search feasible solutions. Furthermore, the adaptive controllers applied in this paper are independent of topologies and fully distributed; i.e., the system achieves robust consensus without continuously updating the controller and dealing with global data. Additionally, we extend the theoretical framework to analyze the disturbance rejection performance of MASs under the stochastic process. Two numerical examples are provided to show the effectiveness of the algorithms.(c) 2021 Elsevier B.V. All rights reserved.
机译:本文考虑了具有不确定拓扑和外部干扰的高阶线性离散时间多算系统(质量)的随机共识问题。随机切换交互符号拓扑结构由时间均匀的马尔可夫链控制,具有不完全的过渡概率知识。基于Lyapunov函数理论和自适应控制策略,我们采用了一个均匀的参数依赖性Lyapunov函数,在一组线性矩阵不等式(LMI)约束下提出足够的条件。引入了自由加权矩阵方法,以提供所提出的LMIS额外自由以搜索可行的解决方案。此外,本文应用的自适应控制器与拓扑结构无关,并完全分布;即,该系统实现了强大的共识,而无需连续更新控制器并处理全局数据。此外,我们延长了理论框架,以分析随机过程下质量的扰动抑制性能。提供了两个数值例子以显示算法的有效性。(c)2021 Elsevier B.v.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2021年第18期|100-107|共8页
  • 作者单位

    Chongqing Univ State Key Lab Power Transmiss Equipment & Syst Se Chongqing 400044 Peoples R China;

    Chongqing Univ State Key Lab Power Transmiss Equipment & Syst Se Chongqing 400044 Peoples R China;

    Fuzhou Univ Fuzhou 350108 Peoples R China;

    Chongqing Univ State Key Lab Power Transmiss Equipment & Syst Se Chongqing 400044 Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Multiagent systems; Distributed consensus control; Switching topologies; Linear matrix inequality;

    机译:多元系统;分布式共识控制;切换拓扑;线性矩阵不等式;

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