GaneshShivalingappa / Parametric-NN-Models
Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network
☆18Updated last month
Alternatives and similar repositories for Parametric-NN-Models:
Users that are interested in Parametric-NN-Models are comparing it to the libraries listed below
- ☆18Updated last year
- Computational Homogenization calculation in macroscopic and microscopic structurures. The microscopic BVPs are solved by FFT method. The …☆18Updated 8 months ago
- Physics Informed Neural Networks To Solve Problems In Solid Mechanics☆11Updated last year
- FEM enhanced neural network☆15Updated 2 years ago
- The reliability analysis is studied for stiffened Kirchhoff's plate bending using the Finite Element Method in MATLAB. We used the Hsieh-…☆12Updated 3 years ago
- ☆39Updated last year
- Direct Mesh-free Topology Optimization using Neural Networks☆18Updated last year
- ☆49Updated last year
- A parallel multi-scale FE2 code based on COMSOL Multi-physics and MATLAB☆16Updated 4 years ago
- Various finite element implementations for composite laminate plates in MatLab☆11Updated 7 years ago
- A physics-informed deep learning (DL)-based constitutive model for investigating epoxy based composites under different ambient condition…☆11Updated 6 months ago
- Physics-informed radial basis network☆30Updated 10 months ago
- Physics-guided neural network framework for elastic plates☆37Updated 3 years ago
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆23Updated 3 years ago
- Code for 'Physics-Informed Neural Networks for Shell Structures'☆35Updated 7 months ago
- Physics-informed neural networks for identifying material properties in solid mechanics☆17Updated last year
- Second and fourth-order adaptive phase field modeling of fracture using PHT-splines in the framework of IGA.☆49Updated 4 years ago
- Physics-Informed Neural Network (PINN) for Solving Direct and Inverse Heat Conduction Problems☆12Updated 2 years ago
- A deep energy method (DEM) to solve J2 elastoplasticity problems in 3D.☆18Updated 2 years ago
- A monte carlo simulation for the performance of composite laminate plates with stochastic material properties.☆13Updated 4 years ago
- Finite element method for linear and nonlinear beams and plates☆12Updated 6 years ago
- Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)☆10Updated 7 months ago
- A Machine Learning approach to Finite Element Methods, using U-Net inspired architectures.☆26Updated 5 years ago
- Soving heat transfer problems using PINN with tf2.0☆20Updated 3 years ago
- Neural Network Approach for Elastoplastic Constitutive Modeling☆25Updated last year
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆19Updated 3 years ago
- Matlab code for multiscale Multiphysics optimization of porous structure☆14Updated 2 years ago
- Optimal calibration of continuum cyclic constitutive model using Particle Swarm Optimization☆16Updated 7 years ago
- Machine learning-based multiscale topology optimization☆16Updated last year
- The code is for two phase demonstration as example 1 shown in the paper - Gao, Yi, and Yongming Liu. "Reliability-based topology optimiza…☆11Updated 3 years ago