Moix-Bonet, Maria and Eckstein, Benjamin and Bach, Martin and Wierach, Peter and Wiedemann, Martin (2017) Damage Classification in Aeronautic Structures using Guided Waves. International Workshop for Structural Health Monitoring, 12-14 September 2017, Stanford University, California, USA.
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Abstract
A composite aircraft door surround structure with an integrated SHM network has been manufactured. The structure has been impacted creating realistic damages such as skin delaminations and stringer debondings. The guided wave signal has been acquired using the SHM-network, allowing the subsequent damage identification. The presented work focuses on the classification of different types of damage using a data-driven approach. The method focuses on feature selection and a Support Vector Machine (SVM) algorithm for damage classification. The results show a SVM algorithm capable of distinguishing between three damage types.
Item URL in elib: | https://elib.dlr.de/117056/ | ||||||||||||||||||
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Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||||
Title: | Damage Classification in Aeronautic Structures using Guided Waves | ||||||||||||||||||
Authors: |
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Date: | September 2017 | ||||||||||||||||||
Refereed publication: | Yes | ||||||||||||||||||
Open Access: | No | ||||||||||||||||||
Gold Open Access: | No | ||||||||||||||||||
In SCOPUS: | No | ||||||||||||||||||
In ISI Web of Science: | No | ||||||||||||||||||
Status: | Published | ||||||||||||||||||
Keywords: | Acousto Ultrasonics, Pattern Recognition, Damage Classification, Suport Vector Machine | ||||||||||||||||||
Event Title: | International Workshop for Structural Health Monitoring | ||||||||||||||||||
Event Location: | Stanford University, California, USA | ||||||||||||||||||
Event Type: | international Conference | ||||||||||||||||||
Event Dates: | 12-14 September 2017 | ||||||||||||||||||
HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||
HGF - Program: | Aeronautics | ||||||||||||||||||
HGF - Program Themes: | fixed-wing aircraft | ||||||||||||||||||
DLR - Research area: | Aeronautics | ||||||||||||||||||
DLR - Program: | L AR - Aircraft Research | ||||||||||||||||||
DLR - Research theme (Project): | L - Structures and Materials (old) | ||||||||||||||||||
Location: | Braunschweig | ||||||||||||||||||
Institutes and Institutions: | Institute of Composite Structures and Adaptive Systems > Multifunctional Materials | ||||||||||||||||||
Deposited By: | Moix-Bonet, Maria | ||||||||||||||||||
Deposited On: | 11 Dec 2017 19:47 | ||||||||||||||||||
Last Modified: | 20 Jun 2021 15:50 |
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