Stéphane P.A. Bordas

The deep operator finite element method: A discrete variational neural operator for elasticity under variable loading

Learning solution operators for parametric partial differential equations is essential for real-time simulation and engineering analysis. However, existing physics-informed neural operators often suffer from unstable training due to numerical quadrature errors, sampling variabili...