CFC2023

Student

Application of Reduced-Order Modeling in Context of Plastics Profile Extrusion

  • Hilger, Daniel (Chair for Computational Analysis of Technical Systems (CATS), RWTH Aachen University)
  • Hosters, Norbert (Chair for Computational Analysis of Technical Systems (CATS), RWTH Aachen University)

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In scope of this conference presentation, we will present our latest findings on the implementation of a physics-informed neural network (PINN) as a reduced-order model in context of the plastic profile extrusion (PPE) process. In context of the PPE process, the PINN can provide additional process information at process time that cannot be accessed by conventional measurements. In scope of this talk, we discuss the PINN model, the industrial context, and how the PINN can be embedded in the concept of digital shadows/digital twins.