A fuzzy parametric approach for the model-based diagnosis

被引:0
|
作者
Lafont, F. [1 ]
Pessel, N. [1 ]
Balmat, J. F. [2 ]
机构
[1] Univ S Toulon Var, CNRS UMR 6168, LSIS, IUT Toulon, BP 20132, F-83957 La Garde, France
[2] Univ S Toulon Var, CNRS UMR 6168, LSIS, Fac Tech Sci, F-83957 La Garde, France
关键词
adaptive model; fuzzy system models; diagnosis; Fault Detection and Isolation (FDI);
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a new approach for the model-based diagnosis. The model is based on an adaptation with a variable forgetting factor. The variation of this factor is managed thanks to fuzzy logic. Thus, we propose a design method of a diagnosis system for the sensors defaults. In this study, the adaptive model is developed theoretically for the Multiple-Input Multiple-Output (MIMO) systems. We present the design stages of the fuzzy adaptive model and we give details of the Fault Detection and Isolation (FDI) principle. This approach is validated with a benchmark: a hydraulic process with three tanks. Different defaults (sensors) are simulated with the fuzzy adaptive model and the fuzzy approach for the diagnosis is compared with the residues method. The first results obtained are promising and seem applicable to a set of MIMO systems.
引用
收藏
页码:25 / +
页数:2
相关论文
共 50 条
  • [21] Fuzzy model-based faults diagnosis of the wind turbine benchmark
    El Bakri, Ayoub
    Boumhidi, Ismail
    PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING IN DATA SCIENCES (ICDS2017), 2018, 127 : 464 - 470
  • [22] Parametric model-based clustering
    Nikulin, V
    Smola, AJ
    DATA MINING, INTRUSION DETECTION, INFORMATION ASSURANCE, AND DATA NETWORKS SECURITY 2005, 2005, 5812 : 190 - 201
  • [23] A novel approach to model-based diagnosis with multiple observations
    Tai, Ran
    Ouyang, Dantong
    Liu, Weiting
    Jiang, Luyu
    Zhang, Liming
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2025, 141
  • [24] A Model-Based Active Testing Approach to Sequential Diagnosis
    Feldman, Alexander
    Provan, Gregory
    van Gemund, Arjan
    JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 2010, 39 : 301 - 334
  • [25] Model-based diagnosis of systems emphasizing a holistic approach
    Natke, HG
    Cempel, C
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2000, 31 (11) : 1497 - 1504
  • [26] A Fuzzy Logic Based Approach for Model-based Regression Test Selection
    Al-Refai, Mohammed
    Cazzola, Walter
    Ghosh, Sudipto
    2017 ACM/IEEE 20TH INTERNATIONAL CONFERENCE ON MODEL DRIVEN ENGINEERING LANGUAGES AND SYSTEMS (MODELS 2017), 2017, : 55 - 62
  • [27] Fault diagnosis in air-conditioning systems: A multi-step fuzzy model-based approach
    Dexter, AL
    Ngo, D
    HVAC&R RESEARCH, 2001, 7 (01): : 83 - 102
  • [28] Polynomial fuzzy model-based approach for underactuated surface vessels
    Khooban, Mohammad-Hassan
    Vafamand, Navid
    Dragicevic, Tomislav
    Blaabjerg, Frede
    IET CONTROL THEORY AND APPLICATIONS, 2018, 12 (07): : 914 - 921
  • [29] Hybridization of Model-based Approach with Reinforcement Fuzzy System Design
    Shah, Hitesh
    Gopal, M.
    ISIE: 2009 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, 2009, : 1902 - 1907
  • [30] Fuzzy model-based approach to chaotic encryption using synchronization
    Lian, KY
    Liu, P
    Chiu, CS
    Chiang, TS
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2003, 13 (01): : 215 - 225