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
来源
47TH IEEE CONFERENCE ON DECISION AND CONTROL, 2008 (CDC 2008) | 2008年
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 22 条
  • [1] [Anonymous], 2006, J GRAPH ALGORITHMS A, DOI DOI 10.7155/JGAA.00118
  • [2] [Anonymous], 2011, Random Graphs
  • [3] Distributed average consensus using probabilistic quantization
    Aysal, Tuncer C.
    Coates, Mark
    Rabbat, Michael
    [J]. 2007 IEEE/SP 14TH WORKSHOP ON STATISTICAL SIGNAL PROCESSING, VOLS 1 AND 2, 2007, : 640 - 644
  • [4] Blondel VD, 2005, IEEE DECIS CONTR P, P2996
  • [5] Fastest mixing Markov chain on a graph
    Boyd, S
    Diaconis, P
    Xiao, L
    [J]. SIAM REVIEW, 2004, 46 (04) : 667 - 689
  • [6] Randomized gossip algorithms
    Boyd, Stephen
    Ghosh, Arpita
    Prabhakar, Balaji
    Shah, Devavrat
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (06) : 2508 - 2530
  • [7] Brightwell G. R., 1990, RANDOM STRUCT ALGOR, V1, P263, DOI 10.1002/rsa.3240010303
  • [8] Carli R., AUTOMATICA IN PRESS
  • [9] Carli R., 2007, P EUR CONTR C
  • [10] COLLISIONS AMONG RANDOM-WALKS ON A GRAPH
    COPPERSMITH, D
    TETALI, P
    WINKLER, P
    [J]. SIAM JOURNAL ON DISCRETE MATHEMATICS, 1993, 6 (03) : 363 - 374