2 papers
physics.optics2026
Inductively Scalable, Single-Step Neural Surrogates for Wave-Scattering Inverse Problems
Charles Dove, Laura Waller
Neural network surrogates are an emerging alternative to traditional electromagnetic wave simulators like finite-difference time-domain (FDTD); their goal is to replace rigorous ph…
physics.optics2024
Unified, Verifiable Neural Simulators for Electromagnetic Wave Inverse Problems
Charles Dove, Jatearoon Boondicharern, Laura Waller
Simulators based on neural networks offer a path to orders-of-magnitude faster electromagnetic wave simulations. Existing models, however, only address narrowly tailored classes of…