Errors-in-variables identification through covariance matching: Analysis of a colored measurement noise case

被引:5
|
作者
Mossberg, Magnus [1 ]
机构
[1] Karlstad Univ, Dept Elect Engn, Karlstad, Sweden
关键词
D O I
10.1109/ACC.2008.4586674
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The method of covariance and cross-covariance matching is considered for errors-in-variables identification where the measurement noises are colored. The covariance and cross-covariance functions are estimated from the noise-corrupted data and the corresponding theoretical functions, parameterized by the unknown parameters, are matched to the estimated functions. The main contribution of the paper is a step-by-step algorithm for the computation of the covariance matrix of the estimated system parameters.
引用
收藏
页码:1310 / 1315
页数:6
相关论文
共 50 条
  • [1] Identification of errors-in-variables models with colored output noise
    Diversi, Roberto
    Soverini, Umberto
    2015 EUROPEAN CONTROL CONFERENCE (ECC), 2015, : 1784 - 1789
  • [2] Analysis of a covariance matching method for discrete-time errors-in-variables identification
    Mossberg, Magnus
    2007 IEEE/SP 14TH WORKSHOP ON STATISTICAL SIGNAL PROCESSING, VOLS 1 AND 2, 2007, : 759 - 763
  • [3] Analysis of a covariance matching method for continuous-time errors-in-variables identification
    Mossberg, Magnus
    PROCEEDINGS OF THE 46TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-14, 2007, : 4410 - 4414
  • [4] Errors-in-variables identification using covariance matching and structural equation modeling
    Kreiberg, David
    Soderstrom, Torsten
    Yang-Wallentin, Fan
    2013 IEEE 52ND ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2013, : 5852 - 5857
  • [5] Accuracy analysis of a covariance matching approach for identifying errors-in-variables systems
    Soderstrom, Torsten
    Mossberg, Magnus
    AUTOMATICA, 2011, 47 (02) : 272 - 282
  • [6] On the accuracy of a covariance matching method for continuous-time errors-in-variables identification
    Soderstrom, Torsten
    Irshad, Yasir
    Mossberg, Magnus
    Zheng, Wei Xing
    AUTOMATICA, 2013, 49 (10) : 2982 - 2993
  • [7] A covariance matching approach for identifying errors-in-variables systems
    Soderstrom, Torsten
    Mossberg, Magnus
    Hong, Mei
    AUTOMATICA, 2009, 45 (09) : 2018 - 2031
  • [8] Continuous-time Errors-in-variables System Identification through Covariance Matching without Input Signal Modeling
    Mossberg, Magnus
    Soderstrom, Torsten
    2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9, 2009, : 4390 - +
  • [9] Extended accuracy analysis of a covariance matching approach for identifying errors-in-variables systems
    Soderstrom, Torsten
    Kreiberg, David
    Mossberg, Magnus
    AUTOMATICA, 2014, 50 (10) : 2597 - 2605
  • [10] Covariance Matching for Continuous-Time Errors-in-Variables Problems
    Mossberg, Magnus
    Soderstrom, Torsten
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2011, 56 (06) : 1478 - 1483