PinZhang3 / PiNet
Prior Information based NEural neTwork (PiNet) is tailored for constitutive modelling and solving partial differential equations in soil mechanics and geotechnical engineering.
☆8Updated last month
Alternatives and similar repositories for PiNet:
Users that are interested in PiNet are comparing it to the libraries listed below
- ☆11Updated last year
- ☆12Updated 10 months ago
- ☆13Updated 4 years ago
- The repository contains implementations of examples provided in the literature on energy minimization based approach to Physics Informed …☆11Updated 5 years ago
- Application of Graph Neural Networks to predict material properties from their microstructures.☆16Updated 5 months ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆10Updated 8 months ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆11Updated 3 years ago
- ☆12Updated last year
- Qi ZHANG's simulation code☆11Updated 9 months ago
- Mohr Coulomb Model☆15Updated 3 years ago
- Using Fourier Neural Operator to measure the physical fields for a mode-I failure of 2D composites☆12Updated 2 years 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
- 这是一个基于 Python 有限元理论,算法与应用的仓库☆13Updated 5 years ago
- Finite Element Code for Elasto-plastic Analysis of Slope Stability☆25Updated 3 years ago
- ☆39Updated last year
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆20Updated 2 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆13Updated last year
- Physics informed neural network for learning seepage flow models☆17Updated 2 years ago
- This repository offers a collection of simulation datasets from mechanical simulations of metamaterials. Jupyter notbooks demonstrate how…☆15Updated 2 years ago
- The Smoothed Particle Finite Element Method (SPFEM) has gained popularity as one of the effective numerical methods for modelling geotech…☆15Updated last year
- ☆12Updated this week
- ☆19Updated 7 months ago
- Public ML-programming courses carried out by NGI. Focusing on geotechnical challenges and datasets.☆11Updated 2 years ago
- Differentiable Flexible Mechanical Metamaterials☆19Updated 5 months ago
- Explicit GPU-based implementation under a mpm numerical framework (GIMPM) to solve for elasto-plastic problems in Geomechanics.☆17Updated 3 years ago
- Density-based topology optimization via the deep energy method☆10Updated 2 years ago
- Thermodynamics-based Artificial Neural Networks☆25Updated 2 years ago
- ☆20Updated last year
- FEM code for phase-field fracture of poroelastic media☆12Updated 8 years ago
- ☆30Updated 2 years ago