On the specification of multiple models for diagnosis of dynamic systems

被引:0
|
作者
Coghill, GM [1 ]
Shen, Q
机构
[1] Univ Wales, Dept Comp Sci, Aberystwyth SY23 3DB, Dyfed, Wales
[2] Univ Edinburgh, Div Informat, Edinburgh EH1 1HN, Midlothian, Scotland
[3] Heriot Watt Univ, Intelligent Syst Lab, Edinburgh EH14 4AS, Midlothian, Scotland
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper the issue of utilising multiple models for diagnosis of dynamic systems is explored. Models are defined by their properties; which are selected from the three categories: variables, relations, and structures. Also, Model-based Diagnosis is generally perceived to consist of three tasks: fault detection, fault isolation, and fault identification, dealing with the existence, location, and degree of a fault, respectively. In order to utilise multiple models for diagnosis it is necessary to have a correlation between the model properties and the diagnostic tasks. This provides a coherent means of guiding the switching process according to the task to be performed. A proof of concept of the process is demonstrated with reference to fault identification of a laboratory scale process system rig.
引用
收藏
页码:93 / 104
页数:12
相关论文
共 50 条
  • [1] Dynamic specification tests for dynamic factor models
    Fiorentini, Gabriele
    Sentana, Enrique
    JOURNAL OF APPLIED ECONOMETRICS, 2019, 34 (03) : 325 - 346
  • [2] Specification tests for nonlinear dynamic models
    Kheifets, Igor L.
    ECONOMETRICS JOURNAL, 2015, 18 (01): : 67 - 94
  • [3] SPECIFICATION ANALYSIS IN DYNAMIC-MODELS
    FIEBIG, DG
    MAASOUMI, E
    JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1990, 8 (04) : 443 - 451
  • [4] Dynamic specification of open agent systems
    Artikis, Alexander
    JOURNAL OF LOGIC AND COMPUTATION, 2012, 22 (06) : 1301 - 1334
  • [5] Requirements, primitives and models for systems specification
    Marcon, CAM
    Calazans, NLV
    Moraes, FG
    15TH SYMPOSIUM ON INTEGRATED CIRCUITS AND SYSTEMS DESIGN, PROCEEDINGS, 2002, : 323 - 328
  • [6] A consistent specification test for dynamic quantile models
    Horvath, Peter
    Li, Jia
    Liao, Zhipeng
    Patton, Andrew J.
    QUANTITATIVE ECONOMICS, 2022, 13 (01) : 125 - 151
  • [7] Dynamic factor models: Does the specification matter?
    Karen Miranda
    Pilar Poncela
    Esther Ruiz
    SERIEs, 2022, 13 : 397 - 428
  • [8] Dynamic factor models: Does the specification matter?
    Miranda, Karen
    Poncela, Pilar
    Ruiz, Esther
    SERIES-JOURNAL OF THE SPANISH ECONOMIC ASSOCIATION, 2022, 13 (1-2): : 397 - 428
  • [9] Nonlinear damage models for diagnosis and prognosis in structural dynamic systems
    Adams, DE
    COMPONENT AND SYSTEMS DIAGNOSTICS, PROGNOSTICS, AND HEALTH MANAGEMENT II, 2002, 4733 : 180 - 191
  • [10] Fault diagnosis for nonlinear systems represented by heterogeneous multiple models
    Orjuela, Rodolfo
    Marx, Benoit
    Ragot, Jose
    Maquin, Didier
    2010 CONFERENCE ON CONTROL AND FAULT-TOLERANT SYSTEMS (SYSTOL'10), 2010, : 600 - 605