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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2016
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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. |
format | Online Article Text |
id | pubmed-5457114 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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