An observer-based approach to modeling error identification

被引:0
|
作者
Yuan, ZG [1 ]
Vangheluwe, H [1 ]
Vansteenkiste, GC [1 ]
机构
[1] State Univ Ghent, Dept Appl Math Biometr & Proc Control, B-9000 Ghent, Belgium
关键词
model validation; modeling error identification; observer;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Information about the location of modeling errors is crucial for the efficient improvement of an invalid model. This article discusses how to pinpoint modeling errors through comparison of experimental data with data obtained through the simulation of the invalid model. An observer-based approach is developed. By designing a dedicated observer for the system using the invalid model, a signal vector is generated, on which each modeling error imposed an easily identifiable feature. An algorithm to analyze the featured signal is then developed. With this algorithm, the features of each of the modeling errors are extracted. To illustrate and verify the developed approach, a simulation study of a biological model is performed and promising results are obtained.
引用
收藏
页码:20 / 33
页数:14
相关论文
共 50 条
  • [1] Observer-Based approach for identification of general complex dynamical networks
    Jiang, Feng-Hua
    Jiang, Guo-ping
    Liu, Hao
    2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 938 - 941
  • [2] AN OBSERVER-BASED APPROACH TO DESIGN
    不详
    LECTURE NOTES IN CONTROL AND INFORMATION SCIENCES, 1987, 89 : 189 - 256
  • [3] Observer-based Identification of Unknown Exogenous Input via Pseudomeasurement Approach
    Kimura, Takuro
    Ohsumi, Akira
    Kono, Michio
    2008 PROCEEDINGS OF SICE ANNUAL CONFERENCE, VOLS 1-7, 2008, : 2553 - +
  • [4] Distributed Source Identification for Wave Equations: An Offline Observer-Based Approach
    Chapouly, Marianne
    Mirrahimi, Mazyar
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2012, 57 (08) : 2067 - 2073
  • [5] An observer-based approach to failure detection
    Chen, Xiaoping
    He, Weixing
    Nongye Jixie Xuebao/Transactions of the Chinese Society of Agricultural Machinery, 2005, 36 (11): : 156 - 160
  • [6] A novel error observer-based adaptive output feedback approach for control of uncertain systems
    Hovakimyan, N
    Nardi, F
    Calise, AJ
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2002, 47 (08) : 1310 - 1314
  • [7] Observer-based Hamiltonian identification for quantum systems
    Bonnabel, S.
    Mirrahimi, M.
    Rouchon, P.
    AUTOMATICA, 2009, 45 (05) : 1144 - 1155
  • [8] A disturbance observer-based technique to achieve system modeling and parameter identification of micro heater
    Hui, Jiuwu
    Xu, Wei
    Lee, Yi-Kuen
    2023 IEEE SENSORS, 2023,
  • [9] An Observer-Based Approach to Mitigation of Integrity Cyberattacks
    Zhou, Liutao
    Salah, Abd A.
    Ding, Steven X.
    Liu, Tianyu
    IFAC PAPERSONLINE, 2024, 58 (04): : 520 - 525
  • [10] Observer-based approach for controlling chaotic systems
    Liao, TL
    PHYSICAL REVIEW E, 1998, 57 (02) : 1604 - 1610