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Hybrid quantum tensor networks for aeroelastic applications

Hickmann, M. Lautaro and Quero, David and Schwenker, Friedhelm and 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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Official URL: https://indico.qtml2024.org/event/1/contributions/177/

Abstract

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.

Item URL in elib:https://elib.dlr.de/212232/
Document Type:Conference or Workshop Item (Poster)
Title:Hybrid quantum tensor networks for aeroelastic applications
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Hickmann, M. LautaroLautaro.Hickmann (at) dlr.dehttps://orcid.org/0000-0002-9501-4004UNSPECIFIED
Quero, DavidDavid.QueroMartin (at) dlr.dehttps://orcid.org/0000-0003-2602-4265UNSPECIFIED
Schwenker, FriedhelmUniversität UlmUNSPECIFIEDUNSPECIFIED
Rieser, Hans-Martinhans-martin.rieser (at) dlr.dehttps://orcid.org/0000-0002-1921-1436UNSPECIFIED
Date:November 2024
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:Tensor Networks, Quantum Machine Learning, Quantum Neural Networks, Variational Quantum Circuits
Event Title:Quantum Techniques in Machine Learning (QTML) 2024 Conference
Event Location:Melbourne, Australien
Event Type:international Conference
Event Start Date:24 November 2024
Event End Date:29 November 2024
Organizer:University of Melbourne
HGF - Research field:other
HGF - Program:other
HGF - Program Themes:other
DLR - Research area:Digitalisation
DLR - Program:D - no assignment
DLR - Research theme (Project):D - ELEVATE
Location: Ulm
Institutes and Institutions:Institute for AI Safety and Security
Institute of Aeroelasticity
Deposited By: Hickmann, Manuel Lautaro
Deposited On:30 Jan 2025 08:38
Last Modified:08 May 2025 13:29

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