Hickmann, M. Lautaro und Quero, David und Schwenker, Friedhelm und Rieser, Hans-Martin (2024) Hybrid quantum tensor networks for aeroelastic applications. Quantum Techniques in Machine Learning (QTML) 2024 Conference, 2024-11-24 - 2024-11-29, Melbourne, Australien.
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Offizielle URL: https://indico.qtml2024.org/event/1/contributions/177/
Kurzfassung
We investigated the prospect of using hybrid quantum tensor network based algorithms for aeroelastic problems. Quantum tensor networks for Machine Learning can be realized by Variational Quantum Circuits using a tensor network inspired internal gate structure. We found that hybrid quantum tensor network based algorithms can be successfully applied to aeroelastic problems. Nevertheless, the appropriate choice of hyperparameters is still a challenge.
| elib-URL des Eintrags: | https://elib.dlr.de/212232/ | ||||||||||||||||||||
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| Dokumentart: | Konferenzbeitrag (Poster) | ||||||||||||||||||||
| Titel: | Hybrid quantum tensor networks for aeroelastic applications | ||||||||||||||||||||
| Autoren: |
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| Datum: | November 2024 | ||||||||||||||||||||
| Referierte Publikation: | Ja | ||||||||||||||||||||
| Open Access: | Ja | ||||||||||||||||||||
| Gold Open Access: | Nein | ||||||||||||||||||||
| In SCOPUS: | Nein | ||||||||||||||||||||
| In ISI Web of Science: | Nein | ||||||||||||||||||||
| Status: | veröffentlicht | ||||||||||||||||||||
| Stichwörter: | Tensor Networks, Quantum Machine Learning, Quantum Neural Networks, Variational Quantum Circuits | ||||||||||||||||||||
| Veranstaltungstitel: | Quantum Techniques in Machine Learning (QTML) 2024 Conference | ||||||||||||||||||||
| Veranstaltungsort: | Melbourne, Australien | ||||||||||||||||||||
| Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||
| Veranstaltungsbeginn: | 24 November 2024 | ||||||||||||||||||||
| Veranstaltungsende: | 29 November 2024 | ||||||||||||||||||||
| Veranstalter : | University of Melbourne | ||||||||||||||||||||
| HGF - Forschungsbereich: | keine Zuordnung | ||||||||||||||||||||
| HGF - Programm: | keine Zuordnung | ||||||||||||||||||||
| HGF - Programmthema: | keine Zuordnung | ||||||||||||||||||||
| DLR - Schwerpunkt: | Digitalisierung | ||||||||||||||||||||
| DLR - Forschungsgebiet: | D - keine Zuordnung | ||||||||||||||||||||
| DLR - Teilgebiet (Projekt, Vorhaben): | D - ELEVATE | ||||||||||||||||||||
| Standort: | Ulm | ||||||||||||||||||||
| Institute & Einrichtungen: | Institut für KI-Sicherheit Institut für Aeroelastik | ||||||||||||||||||||
| Hinterlegt von: | Hickmann, Manuel Lautaro | ||||||||||||||||||||
| Hinterlegt am: | 30 Jan 2025 08:38 | ||||||||||||||||||||
| Letzte Änderung: | 08 Mai 2025 13:29 |
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