Peiyao Zhao

The Adaptive Solution of High-Frequency Helmholtz Equations via Multi-Grade Deep Learning

Abstract The Helmholtz equation is fundamental for modeling wave propagation in acoustics, electromagnetics, and geophysics; however, high-frequency regimes remain notoriously difficult due to the severe numerical “pollution effect.” We propose FD-MGDL, an adaptive framework that...