Fig. 10: Schematic of the GNN surrogate architecture used for this work.

An input graph with various sets of nodal features maps to a final output layer for predicting stress along the loading direction σzz.
An input graph with various sets of nodal features maps to a final output layer for predicting stress along the loading direction σzz.