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February 1, 2024
Journal Article
Title

An optimization approach for a milling dynamics simulation based on Quantum Computing

Abstract
Since the machining of complex aerospace components, like integral compressor-rotors (blade integrated disks), is very cost-intensive, optimizing the process by means of process simulations is an active field of research. With the rise of Quantum Computing, a new instrument with high optimization potential is moving into focus. In this paper, a possible application of Quantum Computing for the machining simulation of multi-axis milling of thin-walled aerospace components is discussed. For this reason, a simulation framework used for the milling simulation is analyzed and each component is evaluated separately in relation to Quantum Computing. Parts of the Harrow, Hassidim, and Lloyd algorithm are proposed to enhance the Finite-Element simulation-based component, like the modal analysis for dynamics simulation. This algorithm can solve linear system problems with exponential speed-up over the classical method. The paper presents a roadmap on how the classical steps of a modal analysis for dynamics simulation could be replaced by quantum algorithms based on quantum phase estimation. The implementation of the first working steps is presented to validate this approach. The linear system problem, arising from the dynamics simulation, is analyzed in detail and a minimal value problem of linear coupled oscillators is derived.
Author(s)
Schröder, Stefan  orcid-logo
Fraunhofer-Institut für Produktionstechnologie IPT  
Danz, Sven
Forschungszentrum Jülich  
Kienast, Pascal
Fraunhofer-Institut für Produktionstechnologie IPT  
König, Valentina
ModuleWorks GmbH
Ganser, Philipp  
Fraunhofer-Institut für Produktionstechnologie IPT  
Bergs, Thomas  
Fraunhofer-Institut für Produktionstechnologie IPT  
Journal
Procedia CIRP  
Project(s)
Quantum-Computing Enhanced Service Ecosystem for Simulation in Manufacturing  
Funder
Bundesministerium für Wirtschaft und Klimaschutz -BMWK-
Conference
CIRP Global Web Conference 2023  
Open Access
File(s)
Download (952.83 KB)
Rights
CC BY-NC-ND 4.0: Creative Commons Attribution-NonCommercial-NoDerivatives
DOI
10.24406/publica-2557
10.1016/j.procir.2023.09.223
Language
English
Fraunhofer-Institut für Produktionstechnologie IPT  
Keyword(s)
  • Milling

  • FEM

  • Model analysis

  • Optimization

  • Quantum computing

  • Quantum phase estimation

  • Harrow, Hassidim, and Lloyd algorithm

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