Thermo-mechanical topology optimization using neural networks with gradient injection
Topology optimization using neural networks (TOuNN) parameterizes the density field via a compact fully-connected network and performs design updates through automatic differentiation, ensuring mesh independence and smooth boundaries. Existing TOuNN frameworks are restricted to purely mechanical problems. Under thermo-...