On the convergence time of distributed quantized averaging algorithms

被引:7
|
作者
Zhu, Minghui [1 ]
Martinez, Sonia [1 ]
机构
[1] Univ Calif San Diego, Dept Mech & Aerosp Engn, La Jolla, CA 92093 USA
关键词
D O I
10.1109/CDC.2008.4738749
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We come up with novel quantized averaging algorithms on synchronous and asynchronous communication networks with fixed, switching and random topologies. The implementation of these algorithms is subject to the realistic constraint that the communication rate, the memory capacities of agents and the computation precision are finite. The focus of this paper is on the study of the convergence time of the proposed quantized averaging algorithms. By appealing to random walks on graphs, we derive polynomial bounds on the expected convergence time of all the algorithms presented.
引用
收藏
页码:3971 / 3976
页数:6
相关论文
共 50 条
  • [41] Dual Averaging for Distributed Optimization: Convergence Analysis and Network Scaling
    Duchi, John C.
    Agarwal, Alekh
    Wainwright, Martin J.
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2012, 57 (03) : 592 - 606
  • [42] Distributed algorithms with linear convergence for aggregative games over time-varying networks
    Zhu, Rui
    Wang, Fuyong
    Liu, Zhongxin
    Chen, Zengqiang
    EXPERT SYSTEMS WITH APPLICATIONS, 2025, 273
  • [43] Modeling and convergence analysis of distributed coevolutionary algorithms
    Subbu, R
    Sanderson, AC
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (02): : 806 - 822
  • [44] Modeling and convergence analysis of distributed coevolutionary algorithms
    Subbu, R
    Sanderson, AC
    PROCEEDINGS OF THE 2000 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2000, : 1276 - 1283
  • [45] Stability and convergence of distributed algorithms for the OPF problem
    Devane, Eoin
    Lestas, Ioannis
    2013 IEEE 52ND ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2013, : 2933 - 2938
  • [46] Robust Convergence Analysis of Distributed Optimization Algorithms
    Sundararajan, Akhil
    Hu, Bin
    Lessard, Laurent
    2017 55TH ANNUAL ALLERTON CONFERENCE ON COMMUNICATION, CONTROL, AND COMPUTING (ALLERTON), 2017, : 1206 - 1212
  • [47] Distributed Augmented Lagrangian Algorithms: Convergence Rate
    Jakovetic, Dusan
    Moura, Jose M. F.
    Xavier, Joao
    2013 IEEE GLOBAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (GLOBALSIP), 2013, : 563 - 566
  • [48] Discrete-Time Algorithms for Distributed Constrained Convex Optimization With Linear Convergence Rates
    Liu, Hongzhe
    Yu, Wenwu
    Chen, Guanrong
    IEEE TRANSACTIONS ON CYBERNETICS, 2022, 52 (06) : 4874 - 4885
  • [49] Quantized Primal-Dual Algorithms for Network Optimization With Linear Convergence
    Chen, Ziqin
    Liang, Shu
    Li, Li
    Cheng, Shuming
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2024, 69 (01) : 471 - 478
  • [50] Convergence time analysis of quantized gossip consensus on digraphs
    Cai, Kai
    Ishii, Hideaki
    AUTOMATICA, 2012, 48 (09) : 2344 - 2351