Helmholtz equation

The Helmholtz equation is a partial differential equation used to evaluate high-frequency oscillatory phenomena in various scientific fields, such as fluid mechanics and electromagnetic wave propagation.

Papers using Helmholtz equation (9)

Learning Hidden Physics and System Parameters with Deep Operator Networks2024 · 7 citesA Conformal Prediction Framework for Uncertainty Quantification in Physics-Informed Neural Networks2025 · 2 citesSeparated-Variable Spectral Neural Networks: A Physics-Informed Learning Approach for High-Frequency PDEs2025 · 2 citesGenPANIS: A Latent-Variable Generative Framework for Forward and Inverse PDE Problems in Multiphase Media2026DInf-Grid: A Neural Differential Equation Solver with Differentiable Feature Grids2026Mask-PINNs: Mitigating Internal Covariate Shift in Physics-Informed Neural Networks2025Binary structured physics-informed neural networks for solving equations with rapidly changing solutions2024 · 11 citesEfficient physics-informed neural networks using hash encoding2023 · 3 citesDensely Multiplied Physics Informed Neural Networks2024 · 1 cites