ucl-bug / helmnetLinks
Deep-learning iterative solver for the heterogeneous 2D Helmholtz equation
☆32Updated 2 years ago
Alternatives and similar repositories for helmnet
Users that are interested in helmnet are comparing it to the libraries listed below
Sorting:
- ODIL (Optimizing a Discrete Loss) is a Python framework for solving inverse and data assimilation problems for partial differential equat…☆118Updated 3 weeks ago
- Sparse Physics-based and Interpretable Neural Networks☆52Updated 4 years ago
- ☆45Updated 2 years ago
- ☆14Updated 4 years ago
- Solving wave problems using FEniCS-X☆22Updated 4 years ago
- Generator of 2D gaussian random fields☆52Updated 3 years ago
- Code for "Deep Nitsche Method: Deep Ritz Method with Essential Boundary Conditions"☆16Updated 3 years ago
- Official repo for separable operator networks -- extreme-scale operator learning for parametric PDEs.☆32Updated last year
- ☆15Updated last year
- Code for training and inferring acoustic wave propagation in 3D☆41Updated this week
- An implementation of Physics-Informed Neural Networks (PINNs) to solve various forward and inverse problems for the 1 dimensional wave eq…☆40Updated 3 years ago
- ☆107Updated last year
- Fourier-DeepONet: Fourier-enhanced deep operator networks for full waveform inversion with improved accuracy, generalizability, and robus…☆27Updated last year
- ☆37Updated 2 years ago
- Dimension reduced surrogate construction for parametric PDE maps☆38Updated 2 months ago
- ☆13Updated last year
- Neural Operators with Applications to the Helmholtz Equation☆11Updated last year
- Reliable extrapolation of deep neural operators informed by physics or sparse observations☆27Updated 2 years ago
- hp-VPINNs: variational physics-informed neural network with domain decomposition is a general framework to solve differential equations☆84Updated 2 months ago
- Discontinuity Computing Using Physics-Informed Neural Network☆26Updated last year
- Python codes for Locally Adaptive Activation Function (LAAF) used in deep neural networks. Please cite this work as "A D Jagtap, K Kawa…☆43Updated 2 years ago
- Source code of 'Deep transfer operator learning for partial differential equations under conditional shift'.☆74Updated 2 years ago
- Geometric Inverse Problem using Parametric Level-Set☆18Updated 2 years ago
- Code for reproducing the paper: RANG: A Residual-based Adaptive Node Generation Method for Physics-Informed Neural Networks☆16Updated 3 years ago
- ☆99Updated 4 years ago
- ☆55Updated 3 years ago
- Separabale Physics-Informed DeepONets in JAX☆14Updated 11 months ago
- An adaptive mesh refinement algorithm for MATLAB☆36Updated 5 years ago
- ☆14Updated 6 years ago
- Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."☆72Updated 6 months ago