Fault detection in a three-tank hydraulic system using unknown input observer and extended Kalman filter

被引:4
|
作者
Hassan, Ayman E. O. [1 ]
Mohammed, Tasnim A. A. [1 ]
Demirkol, Askin [1 ]
机构
[1] Sakarya Univ, Dept Elect & Elect Engn, Sakarya, Turkey
来源
JOURNAL OF ENGINEERING RESEARCH | 2021年 / 9卷 / 4A期
关键词
Extended kalman filter; Fault detection; Fault isolation; Hydraulic system; Unknown input observer; DESIGN; DIAGNOSIS;
D O I
10.36909/jer.8985
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper presents the problem of fault diagnosis in a three-tank hydraulic system. A mathematical model of the system is developed in order to apply two different observing algorithms. Unknown Input Observer (UIO) and Extended Kalman Filter (EKF) have been used to detect and isolate actuator and sensor faults. For Unknown Input Observer (UIO), residuals are calculated from the measured and estimated output according to the eigenvalues of the system after processed by Linear Matrix Inequality (LMI). Extended Kalman filter uses process and measurement noise variances for state estimation. Unknown Input Observer and Extended Kalman Filter's performance in fault estimation and isolation is evaluated under different scenarios. Using Extended Kalman Filter (EKF), faults can be diagnosed effectively in the presence of noise, while Unknown Input Observer (UIO) is working better in the absence of noise, and simulation results illustrate that clearly.
引用
收藏
页码:161 / 173
页数:13
相关论文
共 50 条
  • [31] Data-Driven Fault Detection of Three-Tank System Applying MWAT-ICA
    Liu M.
    Liao Y.
    Li X.
    Journal of Shanghai Jiaotong University (Science), 2020, 25 (05) : 659 - 664
  • [32] Unknown input estimation by applying extended kalman filter based on unknown but bounded uncertainties
    Herab, Hadi Malekian
    Alikhani, Hamid
    Khaloozadeh, Hamid
    2016 24TH IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE), 2016, : 1967 - 1973
  • [33] Fault Detection and Isolation for Manipulator Robot Using Optimal Unknown Input Observer
    Moshgani, S. M. Hosseinpoor
    Fakharian, A.
    CONTROL ENGINEERING AND APPLIED INFORMATICS, 2019, 21 (03): : 71 - 79
  • [34] Actuator Fault-Tolerant Control Applied to Three-Tank System
    Amor, Mondher
    Ladhari, Taoufik
    Hadj Said, Salim
    M'Sahli, Faouzi
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 2020
  • [35] Remote Control Laboratory for Three-Tank Hydraulic System Using Matlab, Websockets and Java']JavaScript
    Bistak, Pavol
    IFAC PAPERSONLINE, 2020, 53 (02): : 17240 - 17245
  • [36] Fault diagnosis and accommodation of a three-tank system based on analytical redundancy
    Theilliol, D
    Noura, H
    Ponsart, JC
    ISA TRANSACTIONS, 2002, 41 (03) : 365 - 382
  • [37] UNKNOWN INPUTS OBSERVERS DESIGN FOR FAULT DETECTION IN A TWO-TANK HYDRAULIC SYSTEM
    Anzurez-Marin, J.
    Pitalua-Diaz, N.
    Cuevas-Silva, O.
    Villar-Garcia, J.
    CERMA 2008: ELECTRONICS, ROBOTICS AND AUTOMOTIVE MECHANICS CONFERENCE, PROCEEDINGS, 2008, : 373 - +
  • [38] Fault diagnosis for a UAV using unknown input observer
    Kiyak, Emre
    Ermeydan, Ahmet
    INTERNATIONAL JOURNAL OF SUSTAINABLE AVIATION, 2016, 2 (04) : 309 - 326
  • [39] On-line Continuous-Discrete Time Observer For Three-Tank System
    Amor, Mondher
    Ladhari, Taoufik
    Hadj Said, Salim
    M'Sahli, Faouzi
    2018 15TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS AND DEVICES (SSD), 2018, : 566 - 571
  • [40] State observer design for microchannel cooling system using extended Kalman filter
    Jin, Qi
    Yin, Ze
    Dai, Qiumin
    NUMERICAL HEAT TRANSFER PART A-APPLICATIONS, 2023, 84 (05) : 433 - 448