Low-Velocity Impact Localization on Composites Under Sensor Damage by Interpolation Reference Database and Fuzzy Evidence Theory

Composites are widely used in aeronautical manufacturing. Despite their excellent properties, composites suffer from barely visible impact damage caused by low-velocity objects. Random impacts need to be detected and located to alert pilots and engineers of the need for maintenance. Generally, fiber...

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Main Authors: Hongyang Li, Zhongyu Wang, Jeffrey Yi-Lin Forrest, Wensong Jiang
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8374415/
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spelling doaj-2494f0fe88b649d19ed52f709e3c33ac2021-03-29T20:49:19ZengIEEEIEEE Access2169-35362018-01-016311573116810.1109/ACCESS.2018.28448028374415Low-Velocity Impact Localization on Composites Under Sensor Damage by Interpolation Reference Database and Fuzzy Evidence TheoryHongyang Li0https://orcid.org/0000-0001-5207-8801Zhongyu Wang1Jeffrey Yi-Lin Forrest2Wensong Jiang3School of Instrument Science & Opto-electronics Engineering, Beihang University, Beijing, ChinaSchool of Instrument Science & Opto-electronics Engineering, Beihang University, Beijing, ChinaDepartment of Mathematics, Slippery Rock University, Slippery Rock, PA, USASchool of Instrument Science & Opto-electronics Engineering, Beihang University, Beijing, ChinaComposites are widely used in aeronautical manufacturing. Despite their excellent properties, composites suffer from barely visible impact damage caused by low-velocity objects. Random impacts need to be detected and located to alert pilots and engineers of the need for maintenance. Generally, fiber Bragg grating (FBG) sensors are installed in aerospace composites, and a reference database is established by recording the reference signals from different impact positions. The random impact is located by comparing its signal to the reference signals in the database. The performance of current localization algorithms mainly relies on the repeatability of FBG signals. However, the FBG sensors or their installation structures may be damaged by repeated impacts during the monitoring process, and the localization accuracy will decrease. In this paper, a new algorithm is proposed based on the interpolation reference database and fuzzy evidence theory to realize accurate impact localization under sensor damage. More correlation coefficients are obtained from the basic reference database by interpolation, and the influence of damaged sensors on localization results is reduced by fuzzy evidence theory. The proposed algorithm was tested on a carbon fiber reinforced polymer plate with four surface-attached FBG sensors. A parametric study was conducted to determine the coefficients of the algorithm. The localization performance was analyzed with both properly functioning sensors and damaged sensors. The results showed that the localization accuracy was better than the existing algorithms, especially in the case of sensor damage.https://ieeexplore.ieee.org/document/8374415/Low-velocity impact localizationfiber Bragg grating (FBG)sensor damageinterpolation reference databasefuzzy evidence theory
collection DOAJ
language English
format Article
sources DOAJ
author Hongyang Li
Zhongyu Wang
Jeffrey Yi-Lin Forrest
Wensong Jiang
spellingShingle Hongyang Li
Zhongyu Wang
Jeffrey Yi-Lin Forrest
Wensong Jiang
Low-Velocity Impact Localization on Composites Under Sensor Damage by Interpolation Reference Database and Fuzzy Evidence Theory
IEEE Access
Low-velocity impact localization
fiber Bragg grating (FBG)
sensor damage
interpolation reference database
fuzzy evidence theory
author_facet Hongyang Li
Zhongyu Wang
Jeffrey Yi-Lin Forrest
Wensong Jiang
author_sort Hongyang Li
title Low-Velocity Impact Localization on Composites Under Sensor Damage by Interpolation Reference Database and Fuzzy Evidence Theory
title_short Low-Velocity Impact Localization on Composites Under Sensor Damage by Interpolation Reference Database and Fuzzy Evidence Theory
title_full Low-Velocity Impact Localization on Composites Under Sensor Damage by Interpolation Reference Database and Fuzzy Evidence Theory
title_fullStr Low-Velocity Impact Localization on Composites Under Sensor Damage by Interpolation Reference Database and Fuzzy Evidence Theory
title_full_unstemmed Low-Velocity Impact Localization on Composites Under Sensor Damage by Interpolation Reference Database and Fuzzy Evidence Theory
title_sort low-velocity impact localization on composites under sensor damage by interpolation reference database and fuzzy evidence theory
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2018-01-01
description Composites are widely used in aeronautical manufacturing. Despite their excellent properties, composites suffer from barely visible impact damage caused by low-velocity objects. Random impacts need to be detected and located to alert pilots and engineers of the need for maintenance. Generally, fiber Bragg grating (FBG) sensors are installed in aerospace composites, and a reference database is established by recording the reference signals from different impact positions. The random impact is located by comparing its signal to the reference signals in the database. The performance of current localization algorithms mainly relies on the repeatability of FBG signals. However, the FBG sensors or their installation structures may be damaged by repeated impacts during the monitoring process, and the localization accuracy will decrease. In this paper, a new algorithm is proposed based on the interpolation reference database and fuzzy evidence theory to realize accurate impact localization under sensor damage. More correlation coefficients are obtained from the basic reference database by interpolation, and the influence of damaged sensors on localization results is reduced by fuzzy evidence theory. The proposed algorithm was tested on a carbon fiber reinforced polymer plate with four surface-attached FBG sensors. A parametric study was conducted to determine the coefficients of the algorithm. The localization performance was analyzed with both properly functioning sensors and damaged sensors. The results showed that the localization accuracy was better than the existing algorithms, especially in the case of sensor damage.
topic Low-velocity impact localization
fiber Bragg grating (FBG)
sensor damage
interpolation reference database
fuzzy evidence theory
url https://ieeexplore.ieee.org/document/8374415/
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AT zhongyuwang lowvelocityimpactlocalizationoncompositesundersensordamagebyinterpolationreferencedatabaseandfuzzyevidencetheory
AT jeffreyyilinforrest lowvelocityimpactlocalizationoncompositesundersensordamagebyinterpolationreferencedatabaseandfuzzyevidencetheory
AT wensongjiang lowvelocityimpactlocalizationoncompositesundersensordamagebyinterpolationreferencedatabaseandfuzzyevidencetheory
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