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A Combined [Formula: see text] / [Formula: see text] Approach for Robust Joint Actuator and Sensor Fault Estimation: Application to a DC Servo-Motor System

The main objective of this paper is to develop an actuator and sensor fault estimation framework taking into account various uncertainty sources. In particular, these are divided into three groups: sensor measurement noise, process-external exogenous disturbances, as well as unknown fault dynamics....

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Detalles Bibliográficos
Autores principales: Buciakowski, Mariusz, Pazera, Marcin, Witczak, Marcin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6603540/
https://www.ncbi.nlm.nih.gov/pubmed/31212718
http://dx.doi.org/10.3390/s19112648
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author Buciakowski, Mariusz
Pazera, Marcin
Witczak, Marcin
author_facet Buciakowski, Mariusz
Pazera, Marcin
Witczak, Marcin
author_sort Buciakowski, Mariusz
collection PubMed
description The main objective of this paper is to develop an actuator and sensor fault estimation framework taking into account various uncertainty sources. In particular, these are divided into three groups: sensor measurement noise, process-external exogenous disturbances, as well as unknown fault dynamics. Unlike the approaches presented in the literature, here they are not processed in the same way but treated separately in a suitably tailored fashion. Finally, the approach resolves to minimizing their effect on the fault estimation error in either the [Formula: see text] or [Formula: see text] sense. As a result, a mixed performance–based actuator fault estimation framework is obtained, along with its convergence conditions. The final part of the paper presents performance analysis results obtained for a DC servo-motor. Subsequently, another three-tank-system-based example is presented. In both cases, the proposed approach is compared with an alternative one, which clearly exhibits its superiority.
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spelling pubmed-66035402019-07-19 A Combined [Formula: see text] / [Formula: see text] Approach for Robust Joint Actuator and Sensor Fault Estimation: Application to a DC Servo-Motor System Buciakowski, Mariusz Pazera, Marcin Witczak, Marcin Sensors (Basel) Article The main objective of this paper is to develop an actuator and sensor fault estimation framework taking into account various uncertainty sources. In particular, these are divided into three groups: sensor measurement noise, process-external exogenous disturbances, as well as unknown fault dynamics. Unlike the approaches presented in the literature, here they are not processed in the same way but treated separately in a suitably tailored fashion. Finally, the approach resolves to minimizing their effect on the fault estimation error in either the [Formula: see text] or [Formula: see text] sense. As a result, a mixed performance–based actuator fault estimation framework is obtained, along with its convergence conditions. The final part of the paper presents performance analysis results obtained for a DC servo-motor. Subsequently, another three-tank-system-based example is presented. In both cases, the proposed approach is compared with an alternative one, which clearly exhibits its superiority. MDPI 2019-06-11 /pmc/articles/PMC6603540/ /pubmed/31212718 http://dx.doi.org/10.3390/s19112648 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Buciakowski, Mariusz
Pazera, Marcin
Witczak, Marcin
A Combined [Formula: see text] / [Formula: see text] Approach for Robust Joint Actuator and Sensor Fault Estimation: Application to a DC Servo-Motor System
title A Combined [Formula: see text] / [Formula: see text] Approach for Robust Joint Actuator and Sensor Fault Estimation: Application to a DC Servo-Motor System
title_full A Combined [Formula: see text] / [Formula: see text] Approach for Robust Joint Actuator and Sensor Fault Estimation: Application to a DC Servo-Motor System
title_fullStr A Combined [Formula: see text] / [Formula: see text] Approach for Robust Joint Actuator and Sensor Fault Estimation: Application to a DC Servo-Motor System
title_full_unstemmed A Combined [Formula: see text] / [Formula: see text] Approach for Robust Joint Actuator and Sensor Fault Estimation: Application to a DC Servo-Motor System
title_short A Combined [Formula: see text] / [Formula: see text] Approach for Robust Joint Actuator and Sensor Fault Estimation: Application to a DC Servo-Motor System
title_sort combined [formula: see text] / [formula: see text] approach for robust joint actuator and sensor fault estimation: application to a dc servo-motor system
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6603540/
https://www.ncbi.nlm.nih.gov/pubmed/31212718
http://dx.doi.org/10.3390/s19112648
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