Physics-informed neural networks for data-free surrogate modelling and engineering optimization – An example from composite manufacturing

Engineering components require an optimization of design and manufacturing parameters to achieve maximum performance – usually involving numerous physics-based simulations. Optimizing these parameters is a resource-intensive endeavor, though, especially in high-dimensional scenarios or for complex m...

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Bibliographic Details
Main Authors: Tobias Würth, Constantin Krauß, Clemens Zimmerling, Luise Kärger
Format: Article
Language:English
Published: Elsevier 2023-07-01
Series:Materials & Design
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S0264127523004495