Generative Pre-Trained Physics-Informed Neural Networks Implementation
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Updated
Oct 8, 2023 - Python
Generative Pre-Trained Physics-Informed Neural Networks Implementation
Two solutions, written in MATLAB, for solving the viscous Burger's equation. They are both spectral methods: the first is a Fourier Galerkin method, and the second is Collocation on the Tchebyshev-Gauß-Lobatto points.
The fast Finite Volume simulator with UQ support.
Simple (and not-so-simple) CFD solvers written in Fortran with Python plotting routines
A Physics-Informed Neural Network for solving Burgers' equation.
Heliospheric Upwind eXtrapolation Technique (HUX)
Finite-difference solution to 1D viscid Burger's equation
Parallelization attempt to the “12 steps to Navier–Stokes” lessons using OpenMP/C
Solve the 1D forced Burgers equation with high order finite elements and finite difference schemes.
PySpectral is a Python package for solving the partial differential equation (PDE) of Burgers' equation in its deterministic and stochastic version.
Physics-informed neural networks (PINNs)
This report is developed with the purpose of giving the student a better understanding of what is turbulence modelling and its analysis. A brief introduction about the Burger's equation and the theories behind the models used later on the report. The study consist in the analysis of the Burger's equation in the Fourier space analysing the behavi…
Evaluation of an analytical Volterra series solution to the Burgers equation
偏微分方程式の数値計算サンプル.バグがまだ埋まってると思う.
Codebase for Master's dissertation in Mathematics at Durham University. Topic: applying neural networks to differential equations. Grade: 85/100.
Runge-Kutta adaptive-step solvers for nonlinear PDEs. Solvers include both exponential time differencing and integrating factor methods.
MATLAB functions and scripts for 1D Computational Fluid Dynamics
small examples of solving simple pde
Python script solving the Burgers' equation (équation de Burgers) 1D by using FFT pseudo-spectral method.
A bunch of solvers for some of the most common hyperbolic problems in C.
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