Health Monitoring for Electro-mechanical Nose Landing Gear Door Actuator of a UAV, Based on Simulation Modelling and Data-driven Techniques

Nowadays, the aerospace industry has to maintain and improve its global competitiveness and meet the demand of the new requirements which are constantly emerging. This need for improvement consists of two main issues that have to be considered: the reduction of economic costs and the technological a...

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Main Authors: S. Ferreiro, A. Jimenez, J. Madariaga, E. Novillo, S. Fernandez, A. Alia, E. Morante
Format: Article
Language:English
Published: AIDIC Servizi S.r.l. 2013-07-01
Series:Chemical Engineering Transactions
Online Access:https://www.cetjournal.it/index.php/cet/article/view/6317
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spelling doaj-66c786d1a6694c8093a6b4b954e4e8052021-02-21T21:07:25ZengAIDIC Servizi S.r.l.Chemical Engineering Transactions2283-92162013-07-013310.3303/CET1333110Health Monitoring for Electro-mechanical Nose Landing Gear Door Actuator of a UAV, Based on Simulation Modelling and Data-driven TechniquesS. FerreiroA. JimenezJ. MadariagaE. NovilloS. FernandezA. AliaE. MoranteNowadays, the aerospace industry has to maintain and improve its global competitiveness and meet the demand of the new requirements which are constantly emerging. This need for improvement consists of two main issues that have to be considered: the reduction of economic costs and the technological advance. Both provide an additional value to the product. The aerospace industry, along with other industries, has found it necessary to develop more flexible and versatile systems, which are also economical, reliable and simple. The maintenance strategy is not stipulated in a clear and simple way and sometimes it requires Health Monitoring (HM) systems to allow monitors to determine the state of the systems for early detection of failures. Nevertheless, this technology is still in an early stage of development and more research is needed to demonstrate its feasibility. This article presents the development of a HM system for an electro-mechanical nose-landing gear door actuator of an Unmanned Aerial Vehicle (UAV), based on a combination of simulation modelling and data- driven techniques. The aim of the work is to detect some failures at early stages so as to avoid a catastrophic fault that may cause serious damage to the UAV. The present work explains all the steps undertaken for a final HM system development: from the phase of data acquisition to that of the evaluation of the algorithms. This work is part of a Spanish national project in collaboration with the aeronautical systems company CESA, and it defines how to create a monitoring system from the actuator design stage. The main contribution of this system is to continuously measure the state and health of the actuator based on its internal frictions, the evolution along time of a ratio between the signal command and the measurement in every cycle of the effect produced by this command. The evolution of this ratio provides the opportunity to evaluate the loss of the performance on the actuator.https://www.cetjournal.it/index.php/cet/article/view/6317
collection DOAJ
language English
format Article
sources DOAJ
author S. Ferreiro
A. Jimenez
J. Madariaga
E. Novillo
S. Fernandez
A. Alia
E. Morante
spellingShingle S. Ferreiro
A. Jimenez
J. Madariaga
E. Novillo
S. Fernandez
A. Alia
E. Morante
Health Monitoring for Electro-mechanical Nose Landing Gear Door Actuator of a UAV, Based on Simulation Modelling and Data-driven Techniques
Chemical Engineering Transactions
author_facet S. Ferreiro
A. Jimenez
J. Madariaga
E. Novillo
S. Fernandez
A. Alia
E. Morante
author_sort S. Ferreiro
title Health Monitoring for Electro-mechanical Nose Landing Gear Door Actuator of a UAV, Based on Simulation Modelling and Data-driven Techniques
title_short Health Monitoring for Electro-mechanical Nose Landing Gear Door Actuator of a UAV, Based on Simulation Modelling and Data-driven Techniques
title_full Health Monitoring for Electro-mechanical Nose Landing Gear Door Actuator of a UAV, Based on Simulation Modelling and Data-driven Techniques
title_fullStr Health Monitoring for Electro-mechanical Nose Landing Gear Door Actuator of a UAV, Based on Simulation Modelling and Data-driven Techniques
title_full_unstemmed Health Monitoring for Electro-mechanical Nose Landing Gear Door Actuator of a UAV, Based on Simulation Modelling and Data-driven Techniques
title_sort health monitoring for electro-mechanical nose landing gear door actuator of a uav, based on simulation modelling and data-driven techniques
publisher AIDIC Servizi S.r.l.
series Chemical Engineering Transactions
issn 2283-9216
publishDate 2013-07-01
description Nowadays, the aerospace industry has to maintain and improve its global competitiveness and meet the demand of the new requirements which are constantly emerging. This need for improvement consists of two main issues that have to be considered: the reduction of economic costs and the technological advance. Both provide an additional value to the product. The aerospace industry, along with other industries, has found it necessary to develop more flexible and versatile systems, which are also economical, reliable and simple. The maintenance strategy is not stipulated in a clear and simple way and sometimes it requires Health Monitoring (HM) systems to allow monitors to determine the state of the systems for early detection of failures. Nevertheless, this technology is still in an early stage of development and more research is needed to demonstrate its feasibility. This article presents the development of a HM system for an electro-mechanical nose-landing gear door actuator of an Unmanned Aerial Vehicle (UAV), based on a combination of simulation modelling and data- driven techniques. The aim of the work is to detect some failures at early stages so as to avoid a catastrophic fault that may cause serious damage to the UAV. The present work explains all the steps undertaken for a final HM system development: from the phase of data acquisition to that of the evaluation of the algorithms. This work is part of a Spanish national project in collaboration with the aeronautical systems company CESA, and it defines how to create a monitoring system from the actuator design stage. The main contribution of this system is to continuously measure the state and health of the actuator based on its internal frictions, the evolution along time of a ratio between the signal command and the measurement in every cycle of the effect produced by this command. The evolution of this ratio provides the opportunity to evaluate the loss of the performance on the actuator.
url https://www.cetjournal.it/index.php/cet/article/view/6317
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