Zhen-Ni / MFNN
multi-fidelity neural network
☆17Updated last year
Alternatives and similar repositories for MFNN:
Users that are interested in MFNN are comparing it to the libraries listed below
- ☆35Updated last year
- ☆35Updated last year
- ☆16Updated 11 months ago
- Physics-guided neural network framework for elastic plates☆34Updated 2 years ago
- ☆34Updated 2 years ago
- Multi-fidelity regression with neural networks☆11Updated 2 months ago
- Multi-fidelity reduced-order surrogate modeling☆19Updated 2 months ago
- ☆37Updated last year
- POD-PINN code and manuscript☆47Updated 3 months ago
- Automated representative volume element simulator via abaqus for material constitutive law discovery☆18Updated this week
- Soving heat transfer problems using PINN with tf2.0☆19Updated 3 years ago
- ☆16Updated 3 months ago
- Pytorch implementation of Bayesian physics-informed neural networks☆50Updated 3 years ago
- Multi-fidelity probability machine learning☆16Updated 3 weeks ago
- A Matlab toolbox for solving the generalized density evolution equation (GDEE) in the probability density evolution method (PDEM) by fini…☆26Updated 2 months ago
- This repository includes the implementation of the Physics Informed Neural Network and The Deep Energy Method on 1D, 2D boundary value an…☆15Updated 2 years ago
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆54Updated 3 years ago
- Physics-informed neural networks for identifying material properties in solid mechanics☆16Updated last year
- Proper Orthogonal Decomposition - Radial Basis Function (POD-RBF) Network☆59Updated last year
- An unsupervised latent/output physics-informed convolutional-LSTM network for solving partial differential equations using peridynamic di…☆27Updated 2 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆53Updated 8 months ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆26Updated last year
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆11Updated last year
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆27Updated 3 years ago
- I am doing a surrogate optimization of a transonic airfoil. I am using an artificial neural network as my surrogate model to approximate …☆8Updated 3 years ago
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 7 months ago
- ☆45Updated last year
- PINN program for computational mechanics☆97Updated 10 months ago
- A-PINN: Auxiliary physics informed neural networks for forward and inverse problems of nonlinear integro-differential equations☆16Updated 2 years ago