This PhD position focuses on developing physics-based multilevel surrogate models for electromagnetic wave propagation using neural networks in the frequency domain. The research will involve studying physics-based deep neural networks (DNNs), conducting numerical simulations of wave propagation models, and extending studies to 3D Maxwell equations. The selected candidate will also engage in software development, model evaluation, and contribute to publications in scientific computing and neural network-based models.