pinn

There are 91 repositories under pinn topic.

  • pinnify

    A simple, templated script to create PINN-compatible compressed tarballs and metadata from an OS disk image

    Language:Shell7

  • DAS-2

    Deep Adaptive Sampling for Surrogate Modeling Without Labeled Data

    Language:Python6

  • pinn-heat-equation

    A standalone project to test libtorch C++ APIs on solving the 2D heat equation with PINN.

    Language:C++6

  • Burger-s-Equation-PINN

    Using Physics Informed Neural Networks to solve the Burger's Equation

    Language:Jupyter Notebook6

  • openwrt2rpi

    Downloading and converting OpenWrt image to Raspberry Pi NOOBS/PINN os format

    Language:Shell6

  • HomPINN

    HomPINNs

    Language:Python5

  • MultiAdam

    Code for MultiAdam: Parameter-wise Scale-invariant Optimizer for Physics-informed Neural Network

    5

  • PINN_3D_Solid_Mechanics

    PINN example for 3D stretching cube problem in jax.

    Language:Jupyter Notebook4

  • PINN-for-CSTR

    The application of a Physics Informed Neural Network on modelling the parameters of a Continuously Stirred Tank Reactor, based on the data generated by a Simulink model.

    Language:Python4

  • CurveMEF

    Fast lightweight physical informed multi-exposure fusion model.

    Language:Python4

  • pinnx

    Physics-Informed Neural Networks for Scientific Machine Learning in JAX

    Language:Python3

  • NSE

    Navier-Stokes oil dynamics in a rectangular 3D tank, physics-informed neural network approach

    Language:Jupyter Notebook3

  • Pinn

    A discord bot so everyone on your server can pin messages, without being given the manage messages permission.

    Language:JavaScript3

  • n_tangentprop

    Implementation for the n-TangentProp algorithm which can compute d^n/dx^n u in linear, rather than exponential, time.

    Language:Python2

  • PINNS_Elliptic_Interface_Problems

    Applications of Physics-informed Neural Networks to the Elliptic Interface Problems

    Language:Jupyter Notebook2

  • xpinn

    A (unofficial) Pytorch implementation of Extended Physics-Informed Neural Networks (XPINNs)

    Language:Python2

  • ML4_3D

    ML for 3D reconstruction and Physics simulation

    Language:Jupyter Notebook2

  • SCaSML

    ScaSML solver for high dimensional gradient dependent semilinear PDE

    Language:Python2

  • RANS-Wake-PINN

    Code associated with the paper "RANS wake surrogate: Impact of Physics Information in Neural Networks"

    Language:Jupyter Notebook2

  • PINNacle

    Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.

    Language:Python2

  • PINN-NTK

    Pytorch version of 1D Wave equation.

    Language:Python2

  • exercise_9_pinn_cylinder2d

    physics-informed neural networks for solving simple differential equations

    Language:Python2

  • Si-battery-project

    Solving high order DE using Neural Networks.

    Language:Jupyter Notebook2

  • MasterThesis-ML4ACADS

    Collection of my R&D works and implementations in my Airbus Master Thesis

    Language:HTML2

  • Meta-PINN

    Reproducible material for Meta learning for improved neural network wavefield solutions

    Language:Python1

  • PINN-multi-library-benchmark

    PDE problems solved by several PINN libraries ⚠️ Mirror repository of jinns

    Language:Jupyter Notebook1

  • CAEBloX-PoD-Protocol

    The PoD protocol is an advanced geometry similarity scoring system built to support the minting process for CAEBlox, a platform focused on verifying 3D geometries Similarity. This tool automates the evaluation of 3D STL files, leveraging Signed Distance Function (SDF) to deliver highly accurate similarity scoring between Network designs.

    Language:Python1

  • PINN

    Physics Informed Neural Networks

    Language:Jupyter Notebook1

  • PINN

    Physics Informed Neural Networks

    Language:Python1

  • autograd_v2

    C++ automatic differentiation library with no dependencies and arbitrary higher order derivatives, stand-alone, header only

    Language:C++1

  • PINN_Square_Cavity_Flow

    PINN example for 2D square cavity flow in multiple conditions.

    Language:Python1

  • PINNS_pde

    Solving partial differential equations with PINNS (Direct and Inverse Problem)

    Language:Jupyter Notebook1

  • biological_PINN

    Implementation of a PINN solver for biological differential equations

    Language:Python1

  • Learning-commitors-with-neural-FBSDE

    FBSDE neural network for committor learning

    Language:Jupyter Notebook1

  • Laplace_PINN

    This project is a Physics Inspired Neural Network, based on Laplaces equation.

    Language:Jupyter Notebook1

  • morpho_repo

    PINN and Turing

    Language:Jupyter Notebook1