Designing a knowledge management system for Naval Materials Failures

NAVMAT Research project attempts an interdisciplinary approach by integrating Materials Engineering and Informatics under a platform of Knowledge Management. Failure analysis expands into forensics engineering for it aims not only to identify individual and symptomatic reasons of failure but to asse...

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Autores principales: Melanitis Nikolaos, Giannakopoulos George, Stamatakis Konstantinos, Mouzakis Dionysios, Koutsomichalis Aggelos
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Publicado: EDP Sciences 2021
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Acceso en línea:https://doaj.org/article/702947f26d364c9487e3591d21f74ffa
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spelling oai:doaj.org-article:702947f26d364c9487e3591d21f74ffa2021-12-02T17:13:46ZDesigning a knowledge management system for Naval Materials Failures2261-236X10.1051/matecconf/202134903006https://doaj.org/article/702947f26d364c9487e3591d21f74ffa2021-01-01T00:00:00Zhttps://www.matec-conferences.org/articles/matecconf/pdf/2021/18/matecconf_iceaf2021_03006.pdfhttps://doaj.org/toc/2261-236XNAVMAT Research project attempts an interdisciplinary approach by integrating Materials Engineering and Informatics under a platform of Knowledge Management. Failure analysis expands into forensics engineering for it aims not only to identify individual and symptomatic reasons of failure but to assess and understand repetitive failure patterns, which could be related to underlying material faults, design mistakes or maintenance omissions. NAVMAT approach utilizes a focused common-cause failure methodology for the naval and marine environment, to begin with. It will eventually support decision making through appropriate Artificial Intelligence and Natural Language Processing methods. The presented work describes the design of a knowledge based system dedicated to effective recording, efficient indexing, easy and accurate retrieval of information, history of maintenance and secure operation concerning failure incidents of marine materials, components and systems in a fleet organisation. Based on materials failure ontology, utilising artificial intelligence algorithms and modern approaches in data handling, NAVMAT aims at the optimisation of naval materials failure management and the support of decision making in Maintenance and Repair Operations (MRO), materials supplies and staff training.Melanitis NikolaosGiannakopoulos GeorgeStamatakis KonstantinosMouzakis DionysiosKoutsomichalis AggelosEDP SciencesarticleEngineering (General). Civil engineering (General)TA1-2040ENFRMATEC Web of Conferences, Vol 349, p 03006 (2021)
institution DOAJ
collection DOAJ
language EN
FR
topic Engineering (General). Civil engineering (General)
TA1-2040
spellingShingle Engineering (General). Civil engineering (General)
TA1-2040
Melanitis Nikolaos
Giannakopoulos George
Stamatakis Konstantinos
Mouzakis Dionysios
Koutsomichalis Aggelos
Designing a knowledge management system for Naval Materials Failures
description NAVMAT Research project attempts an interdisciplinary approach by integrating Materials Engineering and Informatics under a platform of Knowledge Management. Failure analysis expands into forensics engineering for it aims not only to identify individual and symptomatic reasons of failure but to assess and understand repetitive failure patterns, which could be related to underlying material faults, design mistakes or maintenance omissions. NAVMAT approach utilizes a focused common-cause failure methodology for the naval and marine environment, to begin with. It will eventually support decision making through appropriate Artificial Intelligence and Natural Language Processing methods. The presented work describes the design of a knowledge based system dedicated to effective recording, efficient indexing, easy and accurate retrieval of information, history of maintenance and secure operation concerning failure incidents of marine materials, components and systems in a fleet organisation. Based on materials failure ontology, utilising artificial intelligence algorithms and modern approaches in data handling, NAVMAT aims at the optimisation of naval materials failure management and the support of decision making in Maintenance and Repair Operations (MRO), materials supplies and staff training.
format article
author Melanitis Nikolaos
Giannakopoulos George
Stamatakis Konstantinos
Mouzakis Dionysios
Koutsomichalis Aggelos
author_facet Melanitis Nikolaos
Giannakopoulos George
Stamatakis Konstantinos
Mouzakis Dionysios
Koutsomichalis Aggelos
author_sort Melanitis Nikolaos
title Designing a knowledge management system for Naval Materials Failures
title_short Designing a knowledge management system for Naval Materials Failures
title_full Designing a knowledge management system for Naval Materials Failures
title_fullStr Designing a knowledge management system for Naval Materials Failures
title_full_unstemmed Designing a knowledge management system for Naval Materials Failures
title_sort designing a knowledge management system for naval materials failures
publisher EDP Sciences
publishDate 2021
url https://doaj.org/article/702947f26d364c9487e3591d21f74ffa
work_keys_str_mv AT melanitisnikolaos designingaknowledgemanagementsystemfornavalmaterialsfailures
AT giannakopoulosgeorge designingaknowledgemanagementsystemfornavalmaterialsfailures
AT stamatakiskonstantinos designingaknowledgemanagementsystemfornavalmaterialsfailures
AT mouzakisdionysios designingaknowledgemanagementsystemfornavalmaterialsfailures
AT koutsomichalisaggelos designingaknowledgemanagementsystemfornavalmaterialsfailures
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