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Top 8 Julia partial-differential-equation Projects
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DifferentialEquations.jl
Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.
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NeuralPDE.jl
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
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DiffEqFlux.jl
Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods
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DiffEqBase.jl
The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems
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FourierFlows.jl
Tools for building fast, hackable, pseudospectral partial differential equation solvers on periodic domains
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Julia partial-differential-equations discussion
Julia partial-differential-equations related posts
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[Research] Input Arbitrary PDE -> Output Approximate Solution
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A note from our sponsor - SaaSHub
www.saashub.com | 2 Dec 2024
Index
What are some of the best open-source partial-differential-equation projects in Julia? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | DifferentialEquations.jl | 2,875 |
| 2 | NeuralPDE.jl | 999 |
| 3 | DiffEqFlux.jl | 871 |
| 4 | Gridap.jl | 716 |
| 5 | ApproxFun.jl | 541 |
| 6 | DiffEqBase.jl | 318 |
| 7 | FourierFlows.jl | 206 |
| 8 | MethodOfLines.jl | 168 |
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