sciann / sciann-applications

Related projects: ⓘ

• levimcclenny / SA-PINNs
  Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]
  ☆163Updated 2 years ago
• sciann / sciann
  Deep learning for Engineers - Physics Informed Deep Learning
  ☆317Updated 8 months ago
• alexpapados / Physics-Informed-Deep-Learning-Solid-and-Fluid-Mechanics
  Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube proble…
  ☆138Updated last year
• Raocp / PINN-elastodynamics
  physics-informed neural network for elastodynamics problem
  ☆112Updated 2 years ago
• pierremtb / PINNs-TF2.0
  TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).
  ☆246Updated 9 months ago
• AmeyaJagtap / XPINNs
  Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…
  ☆146Updated last year
• PredictiveIntelligenceLab / GradientPathologiesPINNs
  ☆168Updated 2 years ago
• PredictiveIntelligenceLab / Physics-informed-DeepONets
  ☆267Updated last year
• okada39 / pinn_cavity
  Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.
  ☆115Updated 4 years ago
• Raocp / PINN-laminar-flow
  Physics-informed neural network for solving fluid dynamics problems
  ☆178Updated 3 years ago
• nanditadoloi / PINN
  Simple PyTorch Implementation of Physics Informed Neural Network (PINN)
  ☆234Updated 2 months ago
• okada39 / pinn_wave
  Physics Informed Neural Network (PINN) for the wave equation.
  ☆110Updated 4 years ago
• i207M / PINNacle
  Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.
  ☆217Updated last month
• PML-UCF / pinn
  Physics-informed neural networks package
  ☆247Updated 2 years ago
• Shengfeng233 / PINN-for-NS-equation
  A pytorch implementaion of physics informed neural networks for two dimensional NS equation
  ☆94Updated 5 months ago
• benmoseley / FBPINNs
  Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…
  ☆293Updated 2 months ago
• isds-neu / PhyCRNet
  Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs
  ☆118Updated 4 months ago
• PredictiveIntelligenceLab / CausalPINNs
  ☆135Updated 7 months ago
• lu-group / deeponet-fno
  DeepONet & FNO (with practical extensions)
  ☆205Updated last year
• Alexzihaohu / NSFnets
  PINN in solving Navier–Stokes equation
  ☆71Updated 4 years ago
• chen-yingfa / pinn-torch
  PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations
  ☆70Updated last year
• ShotaDeguchi / PINN_TF2
  Implementation of PINNs in TensorFlow 2
  ☆67Updated last year
• neuraloperator / physics_informed
  ☆346Updated 6 months ago
• jdtoscano94 / Learning-Scientific_Machine_Learning_Residual_Based_Attention_PINNs_DeepONets
  Physics Informed Machine Learning Tutorials (Pytorch and Jax)
  ☆428Updated 7 months ago
• maziarraissi / HFM
  Hidden Fluid Mechanics
  ☆282Updated last year
• rezaakb / pinns-torch
  PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.
  ☆187Updated 3 months ago
• a1k12 / characterizing-pinns-failure-modes
  Characterizing possible failure modes in physics-informed neural networks.
  ☆114Updated 2 years ago
• 314arhaam / heat-pinn
  A Physics-Informed Neural Network to solve 2D steady-state heat equations.
  ☆98Updated this week
• erfanhamdi / pinn-torch
  Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose
  ☆35Updated last year
• idrl-lab / idrlnet
  IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.
  ☆195Updated last year