Convergence rate for consensus with delays

被引:107
|
作者
Nedic, Angelia [1 ]
Ozdaglar, Asuman [2 ]
机构
[1] Univ Illinois, Dept Ind & Enterprise Syst Engn, Champaign, IL 61820 USA
[2] MIT, Dept Elect Engn & Comp Sci, Cambridge, MA 02139 USA
关键词
Distributed consensus; Asynchronous; Convergence; Delays; ASYMPTOTIC AGREEMENT; AGENTS;
D O I
10.1007/s10898-008-9370-2
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
We study the problem of reaching a consensus in the values of a distributed system of agents with time-varying connectivity in the presence of delays. We consider a widely studied consensus algorithm, in which at each time step, every agent forms a weighted average of its own value with values received from the neighboring agents. We study an asynchronous operation of this algorithm using delayed agent values. Our focus is on establishing convergence rate results for this algorithm. In particular, we first show convergence to consensus under a bounded delay condition and some connectivity and intercommunication conditions imposed on the multi-agent system. We then provide a bound on the time required to reach the consensus. Our bound is given as an explicit function of the system parameters including the delay bound and the bound on agents' intercommunication intervals.
引用
收藏
页码:437 / 456
页数:20
相关论文
共 50 条
  • [41] Pinning Consensus Based Control with Fast Convergence for Isolated Microgrids Considering Communication Time Delays
    Deng, Sicheng
    Zheng, Tianwen
    Si, Yang
    Chen, Laijun
    Mei, Shengwei
    [J]. 2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, : 8786 - 8792
  • [42] Consensus over Directed Switching Networks with Communication Delays and Finite Data Rate
    Cui, Lili
    Wei, Shutao
    Li, Dequan
    Yin, Zhixiang
    [J]. 2012 12TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS & VISION (ICARCV), 2012, : 1620 - 1625
  • [43] Consensus and Convergence Rate Analysis for Multi-agent Systems with Time Delay
    Xu, Juanjuan
    Zhang, Huanshui
    Shi, Ling
    [J]. 2012 12TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS & VISION (ICARCV), 2012, : 590 - 595
  • [44] The convergence rate of Newton-Raphson consensus optimization for quadratic cost functions
    Zanella, Filippo
    Varagnolo, Damiano
    Cenedese, Angelo
    Pillonetto, Gianluigi
    Schenato, Luca
    [J]. 2012 IEEE 51ST ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2012, : 5098 - 5103
  • [45] General linear second-order consensus control with guaranteed rate of convergence
    Fruhnert, Michael
    Corless, Martin
    [J]. 2015 AMERICAN CONTROL CONFERENCE (ACC), 2015, : 4118 - 4123
  • [46] Tracking Consensus for Linear Multi-Agent Systems with Exponential Convergence Rate
    De, Souradip
    Sahoo, Soumya Ranjan
    Wahi, Pankaj
    [J]. 2022 EIGHTH INDIAN CONTROL CONFERENCE, ICC, 2022, : 55 - 60
  • [47] A Newton Tracking Algorithm with Exact Linear Convergence Rate for Decentralized Consensus Optimization
    Zhang, Jiaojiao
    Ling, Qing
    So, Anthony Man-Cho
    [J]. 2020 59TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2020, : 2317 - 2322
  • [48] Effect of nonuniform varying delay on the rate of convergence in averaging-based consensus
    Cihan, Onur
    Akar, Mehmet
    [J]. TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2015, 23 (04) : 1069 - 1080
  • [49] Persistence based convergence rate analysis of consensus protocols for dynamic graph networks
    Chowdhury, Nilanjan Roy
    Sukumar, Srikant
    Balachandran, Niranjan
    [J]. EUROPEAN JOURNAL OF CONTROL, 2016, 29 : 33 - 43
  • [50] Introduction: Consensus on Convergence
    Deschamps, Bruno
    Matthews, Kent
    [J]. OPEN ECONOMIES REVIEW, 2024, 35 (04) : 695 - 699