tianshao1992 / PINNs4pytorchLinks
PINNs-Demo
☆13Updated 3 years ago
Alternatives and similar repositories for PINNs4pytorch
Users that are interested in PINNs4pytorch are comparing it to the libraries listed below
Sorting:
- Examplary code for NN, MFNN, DynNet, PINNs and CNN☆49Updated 3 years ago
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆70Updated 3 years ago
- ☆39Updated 2 years ago
- We introduce an innovative physics-informed LSTM framework for metamodeling of nonlinear structural systems with scarce data.☆90Updated last year
- Physics-informed learning of governing equations from scarce data☆145Updated last year
- DeepXDE and PINN☆121Updated 3 years ago
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆56Updated 4 years ago
- Non-adaptive and residual-based adaptive sampling for PINNs☆82Updated 2 years ago
- ☆129Updated 2 years ago
- Tutorials on deep learning, Python, and dissipative particle dynamics☆192Updated 3 years ago
- Physics Informed Neural Networks (based on Raissi et al) extended to three dimensions on the heat diffusion equations☆18Updated 3 years ago
- Research/development of physics-informed neural networks for dynamic systems☆25Updated 7 months ago
- Pytorch implementation of Bayesian physics-informed neural networks☆60Updated 3 years ago
- Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs☆150Updated last year
- multi-fidelity neural network☆19Updated 2 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆152Updated last year
- Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose☆49Updated 2 years ago
- The code for the paper Temperature field inversion of heat-source systems via physics-informed neural networks☆37Updated 2 years ago
- This Python script solves the Navier-Stokes equations using Physics-Informed Neural Network. This approach enables the modeling of fluid …☆14Updated last year
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆75Updated last year
- Physics-informed neural networks package☆315Updated 2 years ago
- 一个简易的模块化物理信息神经网络实现(PINN)☆39Updated 2 weeks ago
- Basic implementation of physics-informed neural network with pytorch.☆72Updated 2 years ago
- ☆45Updated 2 years ago
- Simple PyTorch Implementation of Physics Informed Neural Network (PINN)☆316Updated last year
- Implementing a physics-informed DeepONet from scratch☆44Updated 2 years ago
- Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]☆236Updated 3 years ago
- ☆354Updated 2 years ago
- Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.☆329Updated 11 months ago
- ☆37Updated last year