Impact Localisation in Composite Plates of Different Stiffness Impactors under Simulated Environmental and Operational Conditions

A parametric investigation of the effect of impactor stiffness as well as environmental and operational conditions on impact contact behaviour and the subsequently generated lamb waves in composite structures is presented. It is shown that differing impactor stiffness generates the most significant...

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Main Authors: Aldyandra Hami Seno, M.H. Ferri Aliabadi
Format: Article
Language:English
Published: MDPI AG 2019-08-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/19/17/3659
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spelling doaj-1101f6803b9240faa224e58c7e22960e2020-11-24T21:49:21ZengMDPI AGSensors1424-82202019-08-011917365910.3390/s19173659s19173659Impact Localisation in Composite Plates of Different Stiffness Impactors under Simulated Environmental and Operational ConditionsAldyandra Hami Seno0M.H. Ferri Aliabadi1Department of Aeronautics, Imperial College London, Exhibition Road, South Kensington, London SW7 2AZ, UKDepartment of Aeronautics, Imperial College London, Exhibition Road, South Kensington, London SW7 2AZ, UKA parametric investigation of the effect of impactor stiffness as well as environmental and operational conditions on impact contact behaviour and the subsequently generated lamb waves in composite structures is presented. It is shown that differing impactor stiffness generates the most significant changes in contact area and lamb wave characteristics (waveform, frequency, and amplitude). A novel impact localisation method was developed based on the above observations that allows for variations due to differences in impactor stiffness based on modifications of the reference database method and the Akaike Information Criterion (AIC) time of arrival (ToA) picker. The proposed method was compared against a benchmark method based on artificial neural networks (ANNS) and the normalised smoothed envelope threshold (NSET) ToA extraction method. The results indicate that the proposed method had comparable accuracy to the benchmark method for hard impacts under various environmental and operational conditions when trained only using a single hard impact case. However, when tested with soft impacts, the benchmark method had very low accuracy, whilst the proposed method was able to maintain its accuracy at an acceptable level. Thus, the proposed method is capable of detecting the location of impacts of varying stiffness under various environmental and operational conditions using data from only a single impact case, which brings it closer to the application of data driven impact detection systems in real life structures.https://www.mdpi.com/1424-8220/19/17/3659composite materialsimpact detectionimpactor stiffnessenvironmental conditionsoperational conditionsstructural health monitoringpassive sensing
collection DOAJ
language English
format Article
sources DOAJ
author Aldyandra Hami Seno
M.H. Ferri Aliabadi
spellingShingle Aldyandra Hami Seno
M.H. Ferri Aliabadi
Impact Localisation in Composite Plates of Different Stiffness Impactors under Simulated Environmental and Operational Conditions
Sensors
composite materials
impact detection
impactor stiffness
environmental conditions
operational conditions
structural health monitoring
passive sensing
author_facet Aldyandra Hami Seno
M.H. Ferri Aliabadi
author_sort Aldyandra Hami Seno
title Impact Localisation in Composite Plates of Different Stiffness Impactors under Simulated Environmental and Operational Conditions
title_short Impact Localisation in Composite Plates of Different Stiffness Impactors under Simulated Environmental and Operational Conditions
title_full Impact Localisation in Composite Plates of Different Stiffness Impactors under Simulated Environmental and Operational Conditions
title_fullStr Impact Localisation in Composite Plates of Different Stiffness Impactors under Simulated Environmental and Operational Conditions
title_full_unstemmed Impact Localisation in Composite Plates of Different Stiffness Impactors under Simulated Environmental and Operational Conditions
title_sort impact localisation in composite plates of different stiffness impactors under simulated environmental and operational conditions
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2019-08-01
description A parametric investigation of the effect of impactor stiffness as well as environmental and operational conditions on impact contact behaviour and the subsequently generated lamb waves in composite structures is presented. It is shown that differing impactor stiffness generates the most significant changes in contact area and lamb wave characteristics (waveform, frequency, and amplitude). A novel impact localisation method was developed based on the above observations that allows for variations due to differences in impactor stiffness based on modifications of the reference database method and the Akaike Information Criterion (AIC) time of arrival (ToA) picker. The proposed method was compared against a benchmark method based on artificial neural networks (ANNS) and the normalised smoothed envelope threshold (NSET) ToA extraction method. The results indicate that the proposed method had comparable accuracy to the benchmark method for hard impacts under various environmental and operational conditions when trained only using a single hard impact case. However, when tested with soft impacts, the benchmark method had very low accuracy, whilst the proposed method was able to maintain its accuracy at an acceptable level. Thus, the proposed method is capable of detecting the location of impacts of varying stiffness under various environmental and operational conditions using data from only a single impact case, which brings it closer to the application of data driven impact detection systems in real life structures.
topic composite materials
impact detection
impactor stiffness
environmental conditions
operational conditions
structural health monitoring
passive sensing
url https://www.mdpi.com/1424-8220/19/17/3659
work_keys_str_mv AT aldyandrahamiseno impactlocalisationincompositeplatesofdifferentstiffnessimpactorsundersimulatedenvironmentalandoperationalconditions
AT mhferrialiabadi impactlocalisationincompositeplatesofdifferentstiffnessimpactorsundersimulatedenvironmentalandoperationalconditions
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