Hydraulic actuator circuit fault detection using extended Kalman filter

被引:0
|
作者
An, L [1 ]
Sepehri, N [1 ]
机构
[1] Univ Manitoba, Dept Mech & Ind Engn, Winnipeg, MB R3T 5V6, Canada
关键词
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 the application of extended Kalman filter (EKF) to closely estimate the states of hydraulic systems. The EKF, working concurrently with the actual system, accepts the input voltage signal to the servovalve and the measurements of the cylinder chamber pressures, then rebuilds the system states. The spool displacement of the servovalve, the chamber pressures of the actuator and the velocity of the ram are accurately estimated. By comparing the estimated states and the actual measurements, residual signals are generated and then analyzed to report the occurrence of faults. Experiments show that the EKF estimator has the ability to promptly and reliably respond to the changes in the pump pressure as little as 10% of the normal operating pressure.
引用
收藏
页码:4261 / 4266
页数:6
相关论文
共 50 条
  • [1] HYDRAULIC ACTUATOR LEAKAGE FAULT DETECTION USING EXTENDED KALMAN FILTER
    An, Liang
    Sepehri, Nariman
    [J]. INTERNATIONAL JOURNAL OF FLUID POWER, 2005, 6 (01) : 41 - 51
  • [2] Actuator Fault Detection using Extended Kalman Filter for a Wastewater Treatment Process
    Miron, Mihaela
    Frangu, Laurentiu
    Caraman, Sergiu
    [J]. 2017 21ST INTERNATIONAL CONFERENCE ON SYSTEM THEORY, CONTROL AND COMPUTING (ICSTCC), 2017, : 583 - 588
  • [3] Adaptive Extended Kalman Filter for Actuator Fault Diagnosis
    Skriver, Martin
    Helck, James
    Hasan, Agus
    [J]. 2019 4TH INTERNATIONAL CONFERENCE ON SYSTEM RELIABILITY AND SAFETY (ICSRS 2019), 2019, : 339 - 344
  • [4] IDENTIFICATION OF THE NONLINEAR FRICTION CHARACTERISTICS IN A HYDRAULIC ACTUATOR USING THE EXTENDED KALMAN FILTER
    Chinniah, Yuvin
    Burton, Richard
    Habibi, Saeid
    Sampson, Eric
    [J]. TRANSACTIONS OF THE CANADIAN SOCIETY FOR MECHANICAL ENGINEERING, 2008, 32 (02) : 121 - 136
  • [5] Leakage fault identification in a hydraulic positioning system using extended Kalman filter
    An, L
    Sepehri, N
    [J]. PROCEEDINGS OF THE 2004 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2004, : 3088 - 3093
  • [6] State estimation of robot hydraulic actuator based on extended Kalman filter
    [J]. Wang, H. (hgwang@mail.neu.edu.cn), 1600, Northeast University (34):
  • [7] Fault detection in a three-tank hydraulic system using unknown input observer and extended Kalman filter
    Hassan, Ayman E. O.
    Mohammed, Tasnim A. A.
    Demirkol, Askin
    [J]. JOURNAL OF ENGINEERING RESEARCH, 2021, 9 (4A): : 161 - 173
  • [8] Hydraulic actuator leakage quantification scheme using extended Kalman filter and sequential test method
    An, L.
    Sepehri, N.
    [J]. 2006 AMERICAN CONTROL CONFERENCE, VOLS 1-12, 2006, 1-12 : 4424 - 4429
  • [9] NOISE ATTENUATION IN A SECONDARY CONTROLLED ELECTRO-HYDRAULIC ACTUATOR USING AN EXTENDED KALMAN FILTER
    Simonsen, Niklas
    Sorensen, Emil Munk
    van Binsbergen-Galan, Mikkel
    Kleine, Stine Flindt Hornemann
    Nielsen, Mikkel Hvid
    Schmidt, Lasse
    [J]. PROCEEDINGS OF ASME/BATH 2021 SYMPOSIUM ON FLUID POWER AND MOTION CONTROL (FPMC2021), 2021,
  • [10] Actuator fault diagnosis and counterplan using extended kalman filter considering symmetry of hexacopter UAV
    Kim T.
    Kim S.
    [J]. Journal of Institute of Control, Robotics and Systems, 2021, 27 (07) : 473 - 481