Alternatives and similar repositories for PINNs4pytorch

Users that are interested in PINNs4pytorch are comparing it to the libraries listed below

• MinglangYin / PyTorchTutorial
  Examplary code for NN, MFNN, DynNet, PINNs and CNN
  ☆50Updated 3 years ago
• amir-cardiolab / PINN-examples
  Examples implementing physics-informed neural networks (PINN) in Pytorch
  ☆73Updated 4 years ago
• lu-group / pinn-sampling
  A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks
  ☆87Updated 2 years ago
• zhry10 / PhyLSTM
  We introduce an innovative physics-informed LSTM framework for metamodeling of nonlinear structural systems with scarce data.
  ☆92Updated 2 years ago
• xdfeng7370 / Multi-fidelity-neural-network-
  ☆41Updated 2 years ago
• saniaki / sequential_PINN
  Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems
  ☆56Updated 4 years ago
• erfanhamdi / pinn-torch
  Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose
  ☆50Updated 2 years ago
• isds-neu / EQDiscovery
  Physics-informed learning of governing equations from scarce data
  ☆149Updated 2 years ago
• kerimcaliskan182 / NavierStokesEqSolnWithPINN
  This Python script solves the Navier-Stokes equations using Physics-Informed Neural Network. This approach enables the modeling of fluid …
  ☆14Updated last year
• itsjacobhere / PINN
  Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations
  ☆18Updated 3 years ago
• Shengfeng233 / PINN-for-NS-equation
  A pytorch implementaion of physics informed neural networks for two dimensional NS equation
  ☆155Updated last year
• ZzYyPp47 / pinn
  一个简易的模块化物理信息神经网络实现(PINN)
  ☆40Updated last month
• Shengfeng233 / PINN-for-turbulence
  A pytorch implementation of several approaches using PINN to slove turbulent flow
  ☆79Updated last year
• PML-UCF / pinn_ode_tutorial
  ☆129Updated 3 years ago
• lululxvi / tutorials
  Tutorials on deep learning, Python, and dissipative particle dynamics
  ☆195Updated 3 years ago
• Raocp / PINN-laminar-flow
  Physics-informed neural network for solving fluid dynamics problems
  ☆237Updated 4 years ago
• Wulx2050 / DeepXDE-and-PINN
  DeepXDE and PINN
  ☆124Updated 3 years ago
• nanditadoloi / PINN
  Simple PyTorch Implementation of Physics Informed Neural Network (PINN)
  ☆322Updated last year
• levimcclenny / SA-PINNs
  Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]
  ☆243Updated 3 years ago
• obok13 / B-PINNs
  Pytorch implementation of Bayesian physics-informed neural networks
  ☆61Updated 3 years ago
• ShuaiGuo16 / PI-DeepONet
  Implementing a physics-informed DeepONet from scratch
  ☆46Updated 2 years ago
• liuxu97531 / PINN_TFI-HSS
  The code for the paper Temperature field inversion of heat-source systems via physics-informed neural networks
  ☆38Updated 2 years ago
• hojunkim13 / PINNs
  Basic implementation of physics-informed neural network with pytorch.
  ☆75Updated 2 years ago
• isds-neu / PhyCRNet
  Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs
  ☆152Updated last year
• pierremtb / PINNs-TF2.0
  TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).
  ☆262Updated last year
• okada39 / pinn_cavity
  Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.
  ☆150Updated 5 years ago
• tianshao1992 / PINNs_Cylinder
  ☆46Updated 2 years ago
• Vaezi92 / PINNs-TF2.x
  Physics Informed Neural Networks: a starting step for CFD specialists
  ☆34Updated 3 years ago
• hsbhc / AMAW-PINN
  Enhancing PINNs for Solving PDEs via Adaptive Collocation Point Movement and Adaptive Loss Weighting
  ☆37Updated 2 years ago
• i207M / PINNacle
  Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.
  ☆337Updated last year