Moix-Bonet, Maria und Eckstein, Benjamin und Bach, Martin und Wierach, Peter und Wiedemann, Martin (2017) Damage Classification in Aeronautic Structures using Guided Waves. International Workshop for Structural Health Monitoring, 2017-09-12 - 2017-09-14, Stanford University, California, USA. doi: 10.12783/shm2017/14111.
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Kurzfassung
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.
elib-URL des Eintrags: | https://elib.dlr.de/117056/ | ||||||||||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||||||
Titel: | Damage Classification in Aeronautic Structures using Guided Waves | ||||||||||||||||||||||||
Autoren: |
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Datum: | September 2017 | ||||||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||||||
Open Access: | Nein | ||||||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||||||||||
DOI: | 10.12783/shm2017/14111 | ||||||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||||||
Stichwörter: | Acousto Ultrasonics, Pattern Recognition, Damage Classification, Suport Vector Machine | ||||||||||||||||||||||||
Veranstaltungstitel: | International Workshop for Structural Health Monitoring | ||||||||||||||||||||||||
Veranstaltungsort: | Stanford University, California, USA | ||||||||||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||||||
Veranstaltungsbeginn: | 12 September 2017 | ||||||||||||||||||||||||
Veranstaltungsende: | 14 September 2017 | ||||||||||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||||||
HGF - Programm: | Luftfahrt | ||||||||||||||||||||||||
HGF - Programmthema: | Flugzeuge | ||||||||||||||||||||||||
DLR - Schwerpunkt: | Luftfahrt | ||||||||||||||||||||||||
DLR - Forschungsgebiet: | L AR - Aircraft Research | ||||||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | L - Strukturen und Werkstoffe (alt) | ||||||||||||||||||||||||
Standort: | Braunschweig | ||||||||||||||||||||||||
Institute & Einrichtungen: | Institut für Faserverbundleichtbau und Adaptronik > Multifunktionswerkstoffe | ||||||||||||||||||||||||
Hinterlegt von: | Moix-Bonet, Maria | ||||||||||||||||||||||||
Hinterlegt am: | 11 Dez 2017 19:47 | ||||||||||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:21 |
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