A differentiable PDE solving framework for machine learning
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Jan 24, 2025 - Python
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pde-solver
Here are 58 public repositories matching this topic...
A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.
deep-learning time-series pypi pytorch artificial-intelligence ode scientific-computing neural-networks differential-equations mathematical-modelling odes pinn pde-solver initial-value-problem boundary-value-problem physics-informed-neural-networks
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Jul 15, 2024 - Python
A flexible framework for solving PDEs with modern spectral methods.
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Jan 24, 2025 - Python
Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.
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Aug 12, 2024 - Python
2D-Finite Element Analysis with Python
python elasticity scientific-computing fem finite-elements finite-element-analysis meshes gmsh solid-mechanics finite-element-methods meshio pde-solver
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Dec 27, 2024 - Python
IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.
python machine-learning inverse-problems pde-solver data-driven-model scientific-machine-learning physics-informed-neural-networks
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Oct 21, 2024 - Python
This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs
benchmark deep-learning pytorch scientific-computing partial-differential-equations navier-stokes pde pde-solver navier-stokes-equations fno cno neural-operator ml4physics neural-operators ml4science
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Oct 15, 2024 - Python
Deep learning library for solving differential equations on top of PyTorch.
python machine-learning deep-learning neural-network pytorch scientific-computing neural-networks pde pinn pde-solver
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Jul 30, 2020 - Python
JAX-DIPS is a differentiable interfacial PDE solver.
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Sep 14, 2024 - Python
Python script solving the wave equation (équations de D'Alembert) 1D and 2D by taking into account velocity variation.
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Jul 25, 2021 - Python
Codomain attention neural operator for single to multi-physics PDE adaptation.
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Jan 5, 2025 - Python
PENN code for NeurIPS 2022
machine-learning deep-learning pde-solver physical-simulation graph-neural-network equivariant-network
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Jan 11, 2023 - Python
This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495
deep-learning partial-differential-equations pde super-resolution pde-solver graph-neural-networks implicit-neural-representation neural-pde-solver
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Jun 21, 2023 - Python
A library for building finite difference simulations
python simulation mechanical-engineering scipy partial-differential-equations finite-difference heat-transfer physics-simulation pde fluid-dynamics process-simulation cupy engineering-tools engineering-design pde-solver electromagnetic-simulation finite-difference-simulations
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Apr 22, 2021 - Python
Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms
control reinforcement-learning-algorithms pde benchmark-suite pde-solver reinforcement-learning-environments high-dimensional-systems
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Apr 2, 2024 - Python
Solving High Dimensional Partial Differential Equations with Deep Neural Networks
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Dec 21, 2021 - Python
Official implementation of Scalable Transformer for PDE surrogate modelling
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Mar 23, 2024 - Python
Numba-accelerated Pythonic implementation of MPDATA with examples in Python, Julia, Rust and Matlab
python research simulation atmospheric-modelling numba numerical-integration advection pde-solver pypi-package advection-diffusion
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Jan 23, 2025 - Python
A machine learning boosted parallel-in-time differential equation solver framework.
machine-learning deep-learning hpc physics parallel-computing scientific-computing differential-equations numerical-methods ode-solver pde-solver parallel-in-time parareal finite-difference-method physics-informed-neural-networks
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May 29, 2023 - Python
Finite volume toolbox in Python
partial-differential-equations boundary-conditions finite-volume-methods pde-solver finite-volume-method advection-diffusion scientific-computing-with-python convection-diffusion-reaction transport-phenomena
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Aug 10, 2024 - Python
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