Closed-loop continuous-time model identification with noisy input-output

被引:2
作者
Victor, Stephane [1 ]
Diudichi, Arnold [1 ]
Melchior, Pierre [1 ]
机构
[1] Univ Bordeaux, Bordeaux INP, UMR CNRS 5218, IMS, 351 Cours Liberat, F-33405 Talence, France
来源
IFAC PAPERSONLINE | 2017年 / 50卷 / 01期
关键词
System identification; closed-loop system; noisy input-ouput systems; continuous-time models; errors-in-variables; linear estimation; INSTRUMENTAL VARIABLE METHODS; ORDER ESTIMATION; PARAMETER; SYSTEMS;
D O I
10.1016/j.ifacol.2017.08.1936
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, system identification is proposed for closed-loop systems in input/output noisy context. Although instrumental variable techniques exist in the literature, the proposed filtering in input/ouput noisy context is not optimal. Also, three algorithms are proposed, and the closed-loop simplified refined instrumental variable for continuous-time system gives optimal results: estimates are consistent and with minimum variance. The main contributions relies on the filtering of the instruments and signals considered. (C) 2017, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:12853 / 12858
页数:6
相关论文
共 23 条
  • [1] [Anonymous], 1983, Instrumental VariableMethods for System Identifi cation
  • [2] [Anonymous], 1999, SYSTEM IDENTIFICATIO
  • [3] Chen F., 2014, 13 EUR CONTR C ECC 1
  • [4] Gamier H., 2007, CONTROL ENG PRACT, V46, P471
  • [5] Gamier H., 2006, JOURN ID MOD EXP JIM
  • [6] Continuous-time model identification from sampled data: implementation issues and performance evaluation
    Garnier, H
    Mensler, M
    Richard, A
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2003, 76 (13) : 1337 - 1357
  • [7] Gilson M, 2008, ADV IND CONTROL, P133, DOI 10.1007/978-1-84800-161-9_5
  • [8] The Cramer-Rao lower bound for noisy input-output systems
    Karlsson, E
    Söderström, T
    Stoica, P
    [J]. SIGNAL PROCESSING, 2000, 80 (11) : 2421 - 2447
  • [9] Direct identification of continuous-time linear parameter-varying input/output models
    Laurain, V.
    Toth, R.
    Gilson, M.
    Garnier, H.
    [J]. IET CONTROL THEORY AND APPLICATIONS, 2011, 5 (07) : 878 - 888
  • [10] Identification of continuous-time errors-in-variables models
    Mahata, Kaushik
    Garnier, Hugues
    [J]. AUTOMATICA, 2006, 42 (09) : 1477 - 1490