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Franz, M.
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Publications (7/7 displayed)
- 2022Estimation of Composite Laminate Ply Angles Using an Inverse Bayesian Approach Based on Surrogate Models
- 2022The electronic structure of Tb silicide nanowires on Si(001)
- 2020Wafer-level integration of self-aligned high aspect ratio silicon 3D structures using the MACE method with Au, Pd, Pt, Cu, and Ircitations
- 2011Simulation-Based Planning of Optimal Conditions for Industrial Computed Tomography
- 2010Synchronous artefact reduction in industrial computed tomography ; Einsatzsynchrone Artefakt-Reduktion in der industriellen Computertomografiecitations
- 2010Synchronous arftefact reduction in industrial computed tomography ; Einsatzsynchrone Artefakt-Reduktion in der industriellen Computertomografiecitations
- 2007Thermal Analysis of Multilayer Printed Circuit Boards with Embedded Carbon Black-Polymer Resistorscitations
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article
Estimation of Composite Laminate Ply Angles Using an Inverse Bayesian Approach Based on Surrogate Models
Abstract
<jats:title>Abstract</jats:title><jats:p>A digital twin (DT) relies on a detailed, virtual representation of a physical product. Since uncertainties and deviations can lead to significant changes in the functionality and quality of products, they should be considered in the DT. However, valuable product properties are often hidden and thus difficult to integrate into a DT. In this work, a Bayesian inverse approach based on surrogate models is applied to infer hidden composite laminate ply angles from strain measurements. The approach is able to find the true values even for ill-posed problems and shows good results up to 6 plies.</jats:p>