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Statics-Based Model-Free Damage Detection under Uncertainties Using Modal Interval Analysis
Deterministic damage detection methods often fail in practical applications due to ever-present uncertainties. Moreover, vibration-based model updating strategies are easily affected by measurement noises and could encounter ill-conditioning problems during inverse solutions. On this account, a mode...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7178183/ https://www.ncbi.nlm.nih.gov/pubmed/32231149 http://dx.doi.org/10.3390/ma13071567 |
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author | Fang, Sheng-En Huang, Ji-Yuan |
author_facet | Fang, Sheng-En Huang, Ji-Yuan |
author_sort | Fang, Sheng-En |
collection | PubMed |
description | Deterministic damage detection methods often fail in practical applications due to ever-present uncertainties. Moreover, vibration-based model updating strategies are easily affected by measurement noises and could encounter ill-conditioning problems during inverse solutions. On this account, a model-free method has been proposed combining modal interval analyses with static measurements. Structural geometrical dimensions, material parameters and external loads are expressed by interval variables representing uncertainties. Mechanical formulas for static responses are then extended to their interval forms, which are subsequently solved using classic interval and modal interval analyses. The analytical interval envelopes of static responses such as deflections and strains are defined by the interval solutions, and damage can be detected when the measured responses intersect the envelopes. By this approach, potential damage can be found in a fast and rough way without any inverse solution process such as model updating. The proposed method has been verified against both numerical and experimental reinforced concrete beams whose strains were taken as the desirable responses. It was found that the strain envelopes provided by modal interval analysis were narrower than those by classic interval analysis. Modal interval analysis effectively avoids the phenomenon of interval overestimation. In addition, the intersection point also identifies the current external load, providing a loading alarm for structures. |
format | Online Article Text |
id | pubmed-7178183 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-71781832020-04-28 Statics-Based Model-Free Damage Detection under Uncertainties Using Modal Interval Analysis Fang, Sheng-En Huang, Ji-Yuan Materials (Basel) Article Deterministic damage detection methods often fail in practical applications due to ever-present uncertainties. Moreover, vibration-based model updating strategies are easily affected by measurement noises and could encounter ill-conditioning problems during inverse solutions. On this account, a model-free method has been proposed combining modal interval analyses with static measurements. Structural geometrical dimensions, material parameters and external loads are expressed by interval variables representing uncertainties. Mechanical formulas for static responses are then extended to their interval forms, which are subsequently solved using classic interval and modal interval analyses. The analytical interval envelopes of static responses such as deflections and strains are defined by the interval solutions, and damage can be detected when the measured responses intersect the envelopes. By this approach, potential damage can be found in a fast and rough way without any inverse solution process such as model updating. The proposed method has been verified against both numerical and experimental reinforced concrete beams whose strains were taken as the desirable responses. It was found that the strain envelopes provided by modal interval analysis were narrower than those by classic interval analysis. Modal interval analysis effectively avoids the phenomenon of interval overestimation. In addition, the intersection point also identifies the current external load, providing a loading alarm for structures. MDPI 2020-03-28 /pmc/articles/PMC7178183/ /pubmed/32231149 http://dx.doi.org/10.3390/ma13071567 Text en © 2020 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 Fang, Sheng-En Huang, Ji-Yuan Statics-Based Model-Free Damage Detection under Uncertainties Using Modal Interval Analysis |
title | Statics-Based Model-Free Damage Detection under Uncertainties Using Modal Interval Analysis |
title_full | Statics-Based Model-Free Damage Detection under Uncertainties Using Modal Interval Analysis |
title_fullStr | Statics-Based Model-Free Damage Detection under Uncertainties Using Modal Interval Analysis |
title_full_unstemmed | Statics-Based Model-Free Damage Detection under Uncertainties Using Modal Interval Analysis |
title_short | Statics-Based Model-Free Damage Detection under Uncertainties Using Modal Interval Analysis |
title_sort | statics-based model-free damage detection under uncertainties using modal interval analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7178183/ https://www.ncbi.nlm.nih.gov/pubmed/32231149 http://dx.doi.org/10.3390/ma13071567 |
work_keys_str_mv | AT fangshengen staticsbasedmodelfreedamagedetectionunderuncertaintiesusingmodalintervalanalysis AT huangjiyuan staticsbasedmodelfreedamagedetectionunderuncertaintiesusingmodalintervalanalysis |