Sergey V. Minin

Physics-Informed Neural Networks and Graph Neural Networks for the Numerical Modeling of the Vector Helmholtz Equation

This workinvestigates neural network representations of vector fields governed by the vector Helmholtz equation, with particular attention on domains containing discontinuous material properties. The de Rham complex and its discrete Whitney–Nédélec counterpart are considered to clarify the relationship between the regu...