Actuator fault detection and isolation in a class of nonlinear interconnected systems

被引:0
作者
Tirandaz, Hamed [1 ]
Keliris, Christodoulos [1 ]
Polycarpou, Marios [1 ,2 ]
机构
[1] Univ Cyprus, KIOS Res Ctr Intelligent Syst & Networks, Dept Elect & Comp Engn, Nicosia, Cyprus
[2] Univ Cyprus, KIOS Res Ctr Intelligent Syst & Networks, Dept Elect & ComputerEngineering, CY-1678 Nicosia, Cyprus
基金
欧洲研究理事会;
关键词
Nonlinear systems; actuator faults; fault detection and isolation (FDI); fault propagation; OBSERVER-BASED APPROACH; FILTERING APPROACH; SENSOR FAULTS; DIAGNOSIS; DESIGN; NETWORK; SCHEME;
D O I
10.1080/00207179.2024.2310606
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, the problem of actuator fault detection and isolation is investigated for a class of nonlinear interconnected large-scale systems with modelling uncertainty and measurement noise, where each subsystem can have multiple inputs and multiple outputs (MIMO). The main contribution of this work is the derivation of a scheme that is able to diagnose single or multiple actuator faults in one or multiple subsystems. Each subsystem is monitored by a local diagnosis agent which contains the actuator fault detection module and the isolation module. The detection threshold in the fault detection module is generated through the use of a novel filtering technique, while the fault isolation module is realised by applying a reasoning-based decision logic based on a fault signature matrix. Fault propagation among subsystems is investigated and the results obtained allow for the identification of the subsystems that contain the faulty actuators. Finally, the effectiveness of the proposed actuator fault diagnosis method is demonstrated through a simulation example.
引用
收藏
页码:2914 / 2934
页数:21
相关论文
共 62 条
  • [41] AUTOMATED FAULT-DETECTION AND ACCOMMODATION - A LEARNING-SYSTEMS APPROACH
    POLYCARPOU, MM
    HELMICKI, AJ
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1995, 25 (11): : 1447 - 1458
  • [42] Sensor Fault Diagnosis
    Reppa, Vasso
    Polycarpou, Marios M.
    Panayiotou, Christos G.
    [J]. FOUNDATIONS AND TRENDS IN SYSTEMS AND CONTROL, 2016, 3 (1-2): : I - +
  • [43] Decentralized Isolation of Multiple Sensor Faults in Large-Scale Interconnected Nonlinear Systems
    Reppa, Vasso
    Polycarpou, Marios M.
    Panayiotou, Christos G.
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2015, 60 (06) : 1582 - 1596
  • [44] Distributed Sensor Fault Diagnosis for a Network of Interconnected Cyber-Physical Systems
    Reppa, Vasso
    Polycarpou, Marios M.
    Panayiotou, Christos G.
    [J]. IEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS, 2015, 2 (01): : 11 - 23
  • [45] Plug-and-Play Fault Detection and Control-Reconfiguration for a Class of Nonlinear Large-Scale Constrained Systems
    Riverso, Stefano
    Boem, Francesca
    Ferrari-Trecate, Giancarlo
    Parisini, Thomas
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2016, 61 (12) : 3963 - 3978
  • [46] Rymon R., 1993, International Conference on Machine Learning, P268
  • [47] A Recurrent Neural-Network-Based Sensor and Actuator Fault Detection and Isolation for Nonlinear Systems With Application to the Satellite's Attitude Control Subsystem
    Talebi, H. A.
    Khorasani, K.
    Tafazoli, S.
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2009, 20 (01): : 45 - 60
  • [48] A Model-Based Fault-Detection and Prediction Scheme for Nonlinear Multivariable Discrete-Time Systems With Asymptotic Stability Guarantees
    Thumati, Balaje T.
    Jagannathan, S.
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2010, 21 (03): : 404 - 423
  • [49] Automated fault diagnosis in nonlinear multivariable systems using a learning methodology
    Trunov, AB
    Polycarpou, MM
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2000, 11 (01): : 91 - 101
  • [50] On the use of adaptive updating rules for actuator and sensor fault diagnosis
    Wang, H
    Huang, ZJ
    Daley, S
    [J]. AUTOMATICA, 1997, 33 (02) : 217 - 225