Project
EF-LI-Opt-7
Anisotropic Topology Optimization with Adaptive Galerkin Neural Networks
Project Heads
Martin Eigel, Robert Lasarzik, Christian Merdon, Claudia Schillings
Project Members
Alexander Korzec
Project Duration
01.11.2026 – 31.10.2029
Located at
WIAS
Description
We develop an anisotropic topology optimization framework for carbonfiber-reinforced additive manufacturing. The model combines phase-field topology optimization with fiber-orientation-dependent elasticity and accounts for manufacturing-induced uncertainties in material behavior. To accelerate repeated elasticity solves, we construct adaptive Galerkin neural-network surrogates for the parameter-to-solution map.
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