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A Multi-Level Decision Fusion Strategy for Condition Based Maintenance of Composite Structures

In this work, a multi-level decision fusion strategy is proposed which weighs the Value of Information (VoI) against the intended functions of a Structural Health Monitoring (SHM) system. This paper presents a multi-level approach for three different maintenance strategies in which the performance o...

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Detalles Bibliográficos
Autores principales: Sharif Khodaei, Zahra, Aliabadi, M.H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5457114/
https://www.ncbi.nlm.nih.gov/pubmed/28773910
http://dx.doi.org/10.3390/ma9090790
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author Sharif Khodaei, Zahra
Aliabadi, M.H.
author_facet Sharif Khodaei, Zahra
Aliabadi, M.H.
author_sort Sharif Khodaei, Zahra
collection PubMed
description In this work, a multi-level decision fusion strategy is proposed which weighs the Value of Information (VoI) against the intended functions of a Structural Health Monitoring (SHM) system. This paper presents a multi-level approach for three different maintenance strategies in which the performance of the SHM systems is evaluated against its intended functions. Level 1 diagnosis results in damage existence with minimum sensors covering a large area by finding the maximum energy difference for the guided waves propagating in pristine structure and the post-impact state; Level 2 diagnosis provides damage detection and approximate localization using an approach based on Electro-Mechanical Impedance (EMI) measures, while Level 3 characterizes damage (exact location and size) in addition to its detection by utilising a Weighted Energy Arrival Method (WEAM). The proposed multi-level strategy is verified and validated experimentally by detection of Barely Visible Impact Damage (BVID) on a curved composite fuselage panel.
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spelling pubmed-54571142017-07-28 A Multi-Level Decision Fusion Strategy for Condition Based Maintenance of Composite Structures Sharif Khodaei, Zahra Aliabadi, M.H. Materials (Basel) Article In this work, a multi-level decision fusion strategy is proposed which weighs the Value of Information (VoI) against the intended functions of a Structural Health Monitoring (SHM) system. This paper presents a multi-level approach for three different maintenance strategies in which the performance of the SHM systems is evaluated against its intended functions. Level 1 diagnosis results in damage existence with minimum sensors covering a large area by finding the maximum energy difference for the guided waves propagating in pristine structure and the post-impact state; Level 2 diagnosis provides damage detection and approximate localization using an approach based on Electro-Mechanical Impedance (EMI) measures, while Level 3 characterizes damage (exact location and size) in addition to its detection by utilising a Weighted Energy Arrival Method (WEAM). The proposed multi-level strategy is verified and validated experimentally by detection of Barely Visible Impact Damage (BVID) on a curved composite fuselage panel. MDPI 2016-09-21 /pmc/articles/PMC5457114/ /pubmed/28773910 http://dx.doi.org/10.3390/ma9090790 Text en © 2016 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
Sharif Khodaei, Zahra
Aliabadi, M.H.
A Multi-Level Decision Fusion Strategy for Condition Based Maintenance of Composite Structures
title A Multi-Level Decision Fusion Strategy for Condition Based Maintenance of Composite Structures
title_full A Multi-Level Decision Fusion Strategy for Condition Based Maintenance of Composite Structures
title_fullStr A Multi-Level Decision Fusion Strategy for Condition Based Maintenance of Composite Structures
title_full_unstemmed A Multi-Level Decision Fusion Strategy for Condition Based Maintenance of Composite Structures
title_short A Multi-Level Decision Fusion Strategy for Condition Based Maintenance of Composite Structures
title_sort multi-level decision fusion strategy for condition based maintenance of composite structures
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5457114/
https://www.ncbi.nlm.nih.gov/pubmed/28773910
http://dx.doi.org/10.3390/ma9090790
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