Soal, Keith Ian und Volkmar, Robin und Hughes, Lloyd und Govers, Yves und Böswald, Marc (2019) Evolutionary based approach to modal parameter identification. In: 8th International Operational Modal Analysis Conference, IOMAC 2019. IOMAC 2019 - 8th International Operational Modal Analysis Conference, 2019-05-13 - 2019-05-15, Copenhagen, Denmark.
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Kurzfassung
An important task in modal analysis is the optimal selection of physical poles of a system. In this paper an Artificial Intelligence (AI) evolutionary algorithm is used to optimize the modal parameters from Output Only Modal Analysis (OMA). The evolutionary algorithm begins by generating a population selected randomly from mode clusters. The fitness of each individual is then evaluated based on the difference between the measured and synthesized spectra. The best individuals are then reproduced using a crossover strategy. A random mutation allows the exploration of the larger solution space in order to avoid convergence in local minima. The algorithm is tested on simulated data as well as the DLR AIRMOD laboratory structure, and is found to provide accurate and robust heuristic solutions to large and complex solution spaces.
elib-URL des Eintrags: | https://elib.dlr.de/127890/ | ||||||||||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||||||
Titel: | Evolutionary based approach to modal parameter identification | ||||||||||||||||||||||||
Autoren: |
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Datum: | Mai 2019 | ||||||||||||||||||||||||
Erschienen in: | 8th International Operational Modal Analysis Conference, IOMAC 2019 | ||||||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||||||
Open Access: | Nein | ||||||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||||||
In SCOPUS: | Ja | ||||||||||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||||||
Stichwörter: | artificial intelligence, automatic modal analysis, genetic algorithm | ||||||||||||||||||||||||
Veranstaltungstitel: | IOMAC 2019 - 8th International Operational Modal Analysis Conference | ||||||||||||||||||||||||
Veranstaltungsort: | Copenhagen, Denmark | ||||||||||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||||||
Veranstaltungsbeginn: | 13 Mai 2019 | ||||||||||||||||||||||||
Veranstaltungsende: | 15 Mai 2019 | ||||||||||||||||||||||||
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), L - Flugphysik (alt) | ||||||||||||||||||||||||
Standort: | Göttingen | ||||||||||||||||||||||||
Institute & Einrichtungen: | Institut für Aeroelastik > Strukturdynamik und aeroelastische Systemidentifikation | ||||||||||||||||||||||||
Hinterlegt von: | Soal, Dr Keith Ian | ||||||||||||||||||||||||
Hinterlegt am: | 24 Jun 2019 11:32 | ||||||||||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:31 |
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