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...

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Main Authors: Tellili Adel, Abdelkrim Nouceyba, Jaouadi Bahaa, Abdelkrim Mohamed Naceur
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
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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
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