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

المؤلفون المشاركون

Hasan, Ayman E. O.
Muhammad, Tasnim A. A.
Demirkol, Askın

المصدر

Journal of Engineering Research

العدد

المجلد 9، العدد 4 A (31 ديسمبر/كانون الأول 2021)، ص ص. 161-173، 13ص.

الناشر

جامعة الكويت مجلس النشر العلمي

تاريخ النشر

2021-12-31

دولة النشر

الكويت

عدد الصفحات

13

التخصصات الرئيسية

الهندسة الكهربائية

الملخص EN

This paper presents the problem of fault diagnosis in 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 (diagnosis) detected and isolated 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.

Extended Kalman filter (EKF) uses process and measurement noise variances for state estimation.

The performance of Unknown Input Observer and Extended Kalman Filter in fault estimation and isolation is evaluated under seven different scenarios.

By 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.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Hasan, Ayman E. O.& Muhammad, Tasnim A. A.& Demirkol, Askın. 2021. Fault detection in a three-tank hydraulic system using unknown input observer and extended Kalman filter. Journal of Engineering Research،Vol. 9, no. 4 A, pp.161-173.
https://search.emarefa.net/detail/BIM-1494711

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Hasan, Ayman E. O.…[et al.]. Fault detection in a three-tank hydraulic system using unknown input observer and extended Kalman filter. Journal of Engineering Research Vol. 9, no. 4 A (Dec. 2021), pp.161-173.
https://search.emarefa.net/detail/BIM-1494711

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Hasan, Ayman E. O.& Muhammad, Tasnim A. A.& Demirkol, Askın. Fault detection in a three-tank hydraulic system using unknown input observer and extended Kalman filter. Journal of Engineering Research. 2021. Vol. 9, no. 4 A, pp.161-173.
https://search.emarefa.net/detail/BIM-1494711

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references : p. 171-173

رقم السجل

BIM-1494711