LLNL / macc
Robust neural network surrogate for inertial confinement fusion
☆28Updated 2 years ago
Alternatives and similar repositories for macc:
Users that are interested in macc are comparing it to the libraries listed below
- Automatic-Differentiation-Enabled Plasma Transport in JAX☆28Updated last month
- Lecture and hands-on material for Track 8- Machine Learning of Argonne Training Program on Extreme-Scale Computing☆37Updated 7 months ago
- 1D-1V Vlasov-Poisson(-Fokker-Planck), Plasma Physics PDE Simulation Tool in NumPy and experiment management in MLFlow☆33Updated last year
- mpi4py-fft is a Python package for computing Fast Fourier Transforms (FFTs).☆52Updated 3 months ago
- Reference implementation for the Hasegawa-Wakatani model of plasma turbulence inside nuclear fusion reactors in two dimensions☆23Updated 7 months ago
- A Python driven, Fortran powered Finite Difference solver for arbitrary hyperbolic PDE systems. This is the mini-app for the Miranda cod…☆65Updated 3 months ago
- A short course in pseudospectral collocation methods for wave equations, with implementations in Python.☆51Updated 2 years ago
- A machine learning boosted parallel-in-time differential equation solver framework.☆26Updated last year
- Learning Green's functions of partial differential equations with deep learning.☆65Updated last year
- PyTorch-FEniCS interface☆100Updated 4 years ago
- A Python library for training neural ODEs.☆21Updated last month
- Using NVIDIA modulus for airfoil optimizations at different angles.☆22Updated last year
- Physics-driven machine learning using PyTorch and Firedrake☆14Updated last year
- Scientific Machine Learning Tutorials☆36Updated 3 years ago
- Simple OOP Python Code to run some Pseudo-Spectral 2D Simulations of Turbulence☆65Updated 2 years ago
- 10 Lectures on Inverse Problems and Imaging☆44Updated last month
- XBraid Parallel-in-Time Solvers☆76Updated 7 months ago
- Differentiable interface to FEniCS for JAX☆53Updated 3 years ago
- Introduction to JAX Workshop @ ETH Zurich, 25 June 2024☆26Updated 9 months ago
- A collection of spectral collocation differentiation matrices☆12Updated 6 months ago
- Neural network based solvers for partial differential equations and inverse problems . Implementation of physics-informed neural networks…☆146Updated 2 months ago
- Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed c…☆114Updated 3 years ago
- Dimension reduced surrogate construction for parametric PDE maps☆37Updated last week
- ☆38Updated last year
- Pseudospectral Kolmogorov Flow Solver☆38Updated last year
- Bootcamp notebooks☆52Updated 10 months ago
- Solving PDEs with NNs☆52Updated 2 years ago
- Toolbox for HODLR and HSS matrices in MATLAB☆45Updated last year
- Innovative, efficient, and computational-graph-based finite element simulator for inverse modeling☆83Updated 3 years ago
- Numerical simulation of magnetohydrodynamics.☆31Updated 4 years ago