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
  • [1] Actuators Fault Detection Using Unknown Input Observer in Hydraulic System
    Tahraoui, Souad
    Bellaouar, Abderrahmane
    Meghabbar, Abdelmadjid
    Boubekeur, Djamila
    3RD INTERNATIONAL CONFERENCE ON CONTROL, ENGINEERING & INFORMATION TECHNOLOGY (CEIT 2015), 2015,
  • [2] A fault detection method for a three-tank system
    Shields, D.N.
    Du, S.
    Systems Science, 2000, 26 (02): : 27 - 41
  • [3] Robust fault detection via unknown input observer based on cubature Kalman filter
    Zarei, Jafar
    Shokri, Ehsan
    2013 21ST IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE), 2013,
  • [4] Multi-fault Diagnosis in Three Coupled Tank System using Unknown Input Observer
    Prajapati, Arvind K.
    Roy, B. K.
    IFAC PAPERSONLINE, 2016, 49 (01): : 47 - 52
  • [5] Hydraulic actuator circuit fault detection using extended Kalman filter
    An, L
    Sepehri, N
    PROCEEDINGS OF THE 2003 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2003, : 4261 - 4266
  • [6] HYDRAULIC ACTUATOR LEAKAGE FAULT DETECTION USING EXTENDED KALMAN FILTER
    An, Liang
    Sepehri, Nariman
    INTERNATIONAL JOURNAL OF FLUID POWER, 2005, 6 (01) : 41 - 51
  • [7] Unknown input extended Kalman filter and applications in nonlinear fault diagnosis
    Li, LL
    Zhou, DH
    Wang, YQ
    Sun, DH
    CHINESE JOURNAL OF CHEMICAL ENGINEERING, 2005, 13 (06) : 783 - 790
  • [8] Unknown Input Extended Kalman Filter and Applications in Nonlinear Fault Diagnosis
    李令莱
    周东华
    王友清
    孙德辉
    Chinese Journal of Chemical Engineering, 2005, (06) : 783 - 790
  • [9] Nonlinear filter design for fault diagnosis: application to the three-tank system
    Join, C
    Ponsart, JC
    Sauter, D
    Theilliol, D
    IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 2005, 152 (01): : 55 - 64
  • [10] Nonlinear fault detection and isolation in a three-tank heating system
    Mattone, Raffaella
    De Luca, Alessandro
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2006, 14 (06) : 1158 - 1166