A Fault-Detection System Approach for the Optimization of Warship Equipment Replacement Parts Based on Operation Parameters

Systems engineering plays a key role in the naval sector, focusing on how to design, integrate, and manage complex systems throughout their life cycle; it is therefore difficult to conceive functional warships without it. To this end, specialized information systems for logistical support and the su...

ver descrição completa

Detalhes bibliográficos
Autores: Michelena, Álvaro, López, Víctor, Lamas López, Francisco, Arce Fariña, Elena, Mendoza García, José, Suárez García, Andrés, García Espinosa, Guillermo, Calvo Rolle, José Luis, Quintián, Héctor
Formato: artículo
Fecha de publicación:2023
País:España
Recursos:Universidad Camilo José Cela (UCJC)
Repositorio:Depósito Digital e-UCJC
OAI Identifier:oai:repositorio.ucjc.edu:20.500.12020/1281
Acesso em linha:https://www.mdpi.com/1424-8220/23/7/3389
http://hdl.handle.net/20.500.12020/1281
https://doi.org/10.3390/s23073389
Access Level:acceso abierto
Palavra-chave:Ingenierías
Matemáticas y Física
machine learning
warship
one-class
Fault detection
2205 Mecánica
1209.03 Análisis de Datos
id ES_f6fb073c8b08655b2edd09f6db1ecf30
oai_identifier_str oai:repositorio.ucjc.edu:20.500.12020/1281
network_acronym_str ES
network_name_str España
repository_id_str
spelling A Fault-Detection System Approach for the Optimization of Warship Equipment Replacement Parts Based on Operation ParametersMichelena, ÁlvaroLópez, VíctorLamas López, FranciscoArce Fariña, ElenaMendoza García, JoséSuárez García, AndrésGarcía Espinosa, GuillermoCalvo Rolle, José LuisQuintián, HéctorIngenieríasMatemáticas y Físicamachine learningwarshipone-classFault detection2205 Mecánica1209.03 Análisis de DatosSystems engineering plays a key role in the naval sector, focusing on how to design, integrate, and manage complex systems throughout their life cycle; it is therefore difficult to conceive functional warships without it. To this end, specialized information systems for logistical support and the sustainability of material solutions are essential to ensure proper provisioning and to know the operational status of the frigate. However, based on an architecture composed of a set of logistics applications, this information system may require highly qualified operators with a deep knowledge of the behavior of onboard systems to manage it properly. In this regard, failure detection systems have been postulated as one of the main cutting-edge methods to address the challenge, employing intelligent techniques for observing anomalies in the normal behavior of systems without the need for expert knowledge. In this paper, the study is concerned to the scope of the Spanish navy, where a complex information system structure is responsible for ensuring the correct maintenance and provisioning of the vessels. In such context, we hereby suggest a comparison between different one-class techniques, such as statistical models, geometric boundaries, or dimensional reduction to face anomaly detection in specific subsystems of a warship, with the prospect of applying it to the whole ship.ISDEFECITICARMADAMINISDEFMDPI2023info:eu-repo/semantics/articlehttps://www.mdpi.com/1424-8220/23/7/3389http://hdl.handle.net/20.500.12020/1281https://doi.org/10.3390/s23073389reponame:Depósito Digital e-UCJCinstname:Universidad Camilo José Cela (UCJC)InglésED431G 2019/01info:eu-repo/semantics/openAccessoai:repositorio.ucjc.edu:20.500.12020/12812026-05-27T07:36:51Z
dc.title.none.fl_str_mv A Fault-Detection System Approach for the Optimization of Warship Equipment Replacement Parts Based on Operation Parameters
title A Fault-Detection System Approach for the Optimization of Warship Equipment Replacement Parts Based on Operation Parameters
spellingShingle A Fault-Detection System Approach for the Optimization of Warship Equipment Replacement Parts Based on Operation Parameters
Michelena, Álvaro
Ingenierías
Matemáticas y Física
machine learning
warship
one-class
Fault detection
2205 Mecánica
1209.03 Análisis de Datos
title_short A Fault-Detection System Approach for the Optimization of Warship Equipment Replacement Parts Based on Operation Parameters
title_full A Fault-Detection System Approach for the Optimization of Warship Equipment Replacement Parts Based on Operation Parameters
title_fullStr A Fault-Detection System Approach for the Optimization of Warship Equipment Replacement Parts Based on Operation Parameters
title_full_unstemmed A Fault-Detection System Approach for the Optimization of Warship Equipment Replacement Parts Based on Operation Parameters
title_sort A Fault-Detection System Approach for the Optimization of Warship Equipment Replacement Parts Based on Operation Parameters
dc.creator.none.fl_str_mv Michelena, Álvaro
López, Víctor
Lamas López, Francisco
Arce Fariña, Elena
Mendoza García, José
Suárez García, Andrés
García Espinosa, Guillermo
Calvo Rolle, José Luis
Quintián, Héctor
author Michelena, Álvaro
author_facet Michelena, Álvaro
López, Víctor
Lamas López, Francisco
Arce Fariña, Elena
Mendoza García, José
Suárez García, Andrés
García Espinosa, Guillermo
Calvo Rolle, José Luis
Quintián, Héctor
author_role author
author2 López, Víctor
Lamas López, Francisco
Arce Fariña, Elena
Mendoza García, José
Suárez García, Andrés
García Espinosa, Guillermo
Calvo Rolle, José Luis
Quintián, Héctor
author2_role author
author
author
author
author
author
author
author
dc.subject.none.fl_str_mv Ingenierías
Matemáticas y Física
machine learning
warship
one-class
Fault detection
2205 Mecánica
1209.03 Análisis de Datos
topic Ingenierías
Matemáticas y Física
machine learning
warship
one-class
Fault detection
2205 Mecánica
1209.03 Análisis de Datos
description Systems engineering plays a key role in the naval sector, focusing on how to design, integrate, and manage complex systems throughout their life cycle; it is therefore difficult to conceive functional warships without it. To this end, specialized information systems for logistical support and the sustainability of material solutions are essential to ensure proper provisioning and to know the operational status of the frigate. However, based on an architecture composed of a set of logistics applications, this information system may require highly qualified operators with a deep knowledge of the behavior of onboard systems to manage it properly. In this regard, failure detection systems have been postulated as one of the main cutting-edge methods to address the challenge, employing intelligent techniques for observing anomalies in the normal behavior of systems without the need for expert knowledge. In this paper, the study is concerned to the scope of the Spanish navy, where a complex information system structure is responsible for ensuring the correct maintenance and provisioning of the vessels. In such context, we hereby suggest a comparison between different one-class techniques, such as statistical models, geometric boundaries, or dimensional reduction to face anomaly detection in specific subsystems of a warship, with the prospect of applying it to the whole ship.
publishDate 2023
dc.date.none.fl_str_mv 2023
dc.type.none.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv https://www.mdpi.com/1424-8220/23/7/3389
http://hdl.handle.net/20.500.12020/1281
https://doi.org/10.3390/s23073389
url https://www.mdpi.com/1424-8220/23/7/3389
http://hdl.handle.net/20.500.12020/1281
https://doi.org/10.3390/s23073389
dc.language.none.fl_str_mv Inglés
language_invalid_str_mv Inglés
dc.relation.none.fl_str_mv ED431G 2019/01
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv MDPI
publisher.none.fl_str_mv MDPI
dc.source.none.fl_str_mv reponame:Depósito Digital e-UCJC
instname:Universidad Camilo José Cela (UCJC)
instname_str Universidad Camilo José Cela (UCJC)
reponame_str Depósito Digital e-UCJC
collection Depósito Digital e-UCJC
repository.name.fl_str_mv
repository.mail.fl_str_mv
_version_ 1869424813974487040
score 15,300724

Registos relacionados