DISTRIBUTED PARAMETER ESTIMATION WITH SELECTIVE COOPERATION

被引:28
|
作者
Werner, Stefan [1 ]
Huang, Yih-Fang [2 ]
de Campos, Marcello L. R. [3 ]
Koivunen, Visa [1 ]
机构
[1] Aalto Univ, Dept Signal Proc & Acoust, FIN-02150 Espoo, Finland
[2] Univ Notre Dame, Dept Elect Engn, Notre Dame, IN USA
[3] Univ Fed Rio de Janeiro, Elect Engn, Rio De Janeiro, Brazil
基金
芬兰科学院;
关键词
Distributed estimation; adaptive signal processing; set-membership filtering; sensor networks;
D O I
10.1109/ICASSP.2009.4960217
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This paper proposes selective update and cooperation strategies for parameter estimation in distributed adaptive sensor networks. A set-membership filtering approach is employed that results in reduced complexity for updating parameter estimates at each network node, a significant reduction in information exchange between cooperating nodes, and an optimal strategy to obtain consensus estimates. The proposed strategies and the estimation algorithm offer a new way to explore cooperation in adaptive distributed sensor networks.
引用
收藏
页码:2849 / +
页数:2
相关论文
共 50 条
  • [1] Time- and Coefficient- Selective Diffusion Strategies for Distributed Parameter Estimation
    Werner, Stefan
    Huang, Yih-Fang
    2011 CONFERENCE RECORD OF THE FORTY-FIFTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS (ASILOMAR), 2011, : 2205 - 2209
  • [2] Time- and Coefficient- Selective Diffusion Strategies for Distributed Parameter Estimation
    Werner, Stefan
    Huang, Yih-Fang
    2010 CONFERENCE RECORD OF THE FORTY FOURTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS (ASILOMAR), 2010, : 696 - +
  • [3] Distributed Parameter Estimation in Networks
    Rad, Kamiar Rahnama
    Tahbaz-Salehi, Alireza
    49TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2010, : 5050 - 5055
  • [4] Differentially Private Distributed Parameter Estimation
    WANG Jimin
    TAN Jianwei
    ZHANG Ji-Feng
    Journal of Systems Science & Complexity, 2023, 36 (01) : 187 - 204
  • [5] Parameter estimation of coherently distributed source
    Han, Ying-Hua
    Wang, Jin-Kuan
    Song, Xin
    Xitong Fangzhen Xuebao / Journal of System Simulation, 2007, 19 (12): : 2694 - 2697
  • [6] ESTIMATION OF DISTRIBUTED PARAMETER-SYSTEMS
    SCHAECHTER, DB
    JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 1982, 5 (01) : 22 - 26
  • [8] Differentially Private Distributed Parameter Estimation
    Wang, Jimin
    Tan, Jianwei
    Zhang, Ji-Feng
    JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2023, 36 (01) : 187 - 204
  • [9] Differentially Private Distributed Parameter Estimation
    Jimin Wang
    Jianwei Tan
    Ji-Feng Zhang
    Journal of Systems Science and Complexity, 2023, 36 : 187 - 204
  • [10] Optimal location of measurements for parameter estimation of distributed parameter systems
    Alana, Jorge E.
    Theodoropoulos, Constantinos
    COMPUTERS & CHEMICAL ENGINEERING, 2011, 35 (01) : 106 - 120