Diagnosis of Discrete-Time Singularly Perturbed Systems Based on Slow Subsystem
This paper deals with the diagnosis of discrete-time singularly perturbed systems presenting two time scales property. Parity space method is considered to generate the fault detection residual. The focus is in two directions. First, we discuss the residual illconditioning caused by the singular per...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Sciendo
2014-12-01
|
Series: | Acta Mechanica et Automatica |
Subjects: | |
Online Access: | https://doi.org/10.2478/ama-2014-0031 |
id |
doaj-f45abcf4f9cf41f2a32d042770e37876 |
---|---|
record_format |
Article |
spelling |
doaj-f45abcf4f9cf41f2a32d042770e378762021-09-06T19:41:05ZengSciendoActa Mechanica et Automatica 2300-53192014-12-018417518010.2478/ama-2014-0031ama-2014-0031Diagnosis of Discrete-Time Singularly Perturbed Systems Based on Slow SubsystemTellili Adel0Abdelkrim Nouceyba1Jaouadi Bahaa2Abdelkrim Mohamed Naceur3Unité de Recherche MACS, Ecole Nationale d'Ingénieurs de Gabès, Avenue Omar Ibn El Khattab - Zerig - 6029 Gabès, University of Gabès, TunisiaUnité de Recherche MACS, Ecole Nationale d'Ingénieurs de Gabès, Avenue Omar Ibn El Khattab - Zerig - 6029 Gabès, University of Gabès, TunisiaUnité de Recherche MACS, Ecole Nationale d'Ingénieurs de Gabès, Avenue Omar Ibn El Khattab - Zerig - 6029 Gabès, University of Gabès, TunisiaUnité de Recherche MACS, Ecole Nationale d'Ingénieurs de Gabès, Avenue Omar Ibn El Khattab - Zerig - 6029 Gabès, University of Gabès, TunisiaThis paper deals with the diagnosis of discrete-time singularly perturbed systems presenting two time scales property. Parity space method is considered to generate the fault detection residual. The focus is in two directions. First, we discuss the residual illconditioning caused by the singular perturbation parameter. Then, the use of the slow subsystem is considered to make the fault diagnosis easier. It is shown that the designed diagnostic algorithm based on reduced order model is close to the one synthesized using the full order system. The developed approach aims at reducing the computational load and the ill-conditioning for stiff residual generation problem. Two examples of application are used to demonstrate the efficiency of the proposed method.https://doi.org/10.2478/ama-2014-0031discrete-time singularly perturbed systemtwo time scales propertymodel based fault diagnosisparity space approachslow subsystem |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Tellili Adel Abdelkrim Nouceyba Jaouadi Bahaa Abdelkrim Mohamed Naceur |
spellingShingle |
Tellili Adel Abdelkrim Nouceyba Jaouadi Bahaa Abdelkrim Mohamed Naceur Diagnosis of Discrete-Time Singularly Perturbed Systems Based on Slow Subsystem Acta Mechanica et Automatica discrete-time singularly perturbed system two time scales property model based fault diagnosis parity space approach slow subsystem |
author_facet |
Tellili Adel Abdelkrim Nouceyba Jaouadi Bahaa Abdelkrim Mohamed Naceur |
author_sort |
Tellili Adel |
title |
Diagnosis of Discrete-Time Singularly Perturbed Systems Based on Slow Subsystem |
title_short |
Diagnosis of Discrete-Time Singularly Perturbed Systems Based on Slow Subsystem |
title_full |
Diagnosis of Discrete-Time Singularly Perturbed Systems Based on Slow Subsystem |
title_fullStr |
Diagnosis of Discrete-Time Singularly Perturbed Systems Based on Slow Subsystem |
title_full_unstemmed |
Diagnosis of Discrete-Time Singularly Perturbed Systems Based on Slow Subsystem |
title_sort |
diagnosis of discrete-time singularly perturbed systems based on slow subsystem |
publisher |
Sciendo |
series |
Acta Mechanica et Automatica |
issn |
2300-5319 |
publishDate |
2014-12-01 |
description |
This paper deals with the diagnosis of discrete-time singularly perturbed systems presenting two time scales property. Parity space method is considered to generate the fault detection residual. The focus is in two directions. First, we discuss the residual illconditioning caused by the singular perturbation parameter. Then, the use of the slow subsystem is considered to make the fault diagnosis easier. It is shown that the designed diagnostic algorithm based on reduced order model is close to the one synthesized using the full order system. The developed approach aims at reducing the computational load and the ill-conditioning for stiff residual generation problem. Two examples of application are used to demonstrate the efficiency of the proposed method. |
topic |
discrete-time singularly perturbed system two time scales property model based fault diagnosis parity space approach slow subsystem |
url |
https://doi.org/10.2478/ama-2014-0031 |
work_keys_str_mv |
AT telliliadel diagnosisofdiscretetimesingularlyperturbedsystemsbasedonslowsubsystem AT abdelkrimnouceyba diagnosisofdiscretetimesingularlyperturbedsystemsbasedonslowsubsystem AT jaouadibahaa diagnosisofdiscretetimesingularlyperturbedsystemsbasedonslowsubsystem AT abdelkrimmohamednaceur diagnosisofdiscretetimesingularlyperturbedsystemsbasedonslowsubsystem |
_version_ |
1717767163041808384 |