pcdgan / PcDGAN
PcDGAN: A Continuous Conditional Diverse Generative Adversarial Network For Inverse Design
☆27Updated 4 years ago
Alternatives and similar repositories for PcDGAN
Users that are interested in PcDGAN are comparing it to the libraries listed below
Sorting:
- METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials Design☆14Updated 2 years ago
- Probability-density-based deep learning paradigm for the fuzzy design of functional metastructures. Research AAAS & NeurIPS ML4PS.☆20Updated 2 years ago
- A General Framework Combining Generative Adversarial Networks and Mixture Density Networks for Inverse Modeling in Microstructural Materi…☆9Updated 2 years ago
- Code for 'Inverting the structure-property map of truss metamaterials via deep learning'☆27Updated 7 months ago
- Differentiable Flexible Mechanical Metamaterials☆19Updated 5 months ago
- Solving inverse problems using conditional invertible neural networks.☆33Updated 4 years ago
- A novel graph U-net architecture☆17Updated last year
- Code for the paper "Deep learning of thermodynamics-aware reduced-order models from data" published in Computer Methods in Applied Mechan…☆14Updated last year
- ☆30Updated 3 years ago
- ☆10Updated 6 years ago
- Mechanical-MNIST is a benchmark dataset for mechanical meta-models -- this repository contains code to generate metamodels for Mechanica…☆30Updated 5 years ago
- Reparameterizing Engineering Designs for Augmented Multi-objective Optimization☆9Updated 2 years ago
- Code, technical details and links to datasets and trained models for TopoDiff☆40Updated last year
- ☆28Updated 2 years ago
- Implementation of 'Inverse-design of nonlinear mechanical metamaterials via video denoising diffusion models'☆57Updated 9 months ago
- TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain☆43Updated 3 years ago
- All the codes and data used in "Inverse design of soft materials via a deep-learning-based evolutionary strategy", by G. M. Coli, E. Boat…☆11Updated 3 years ago
- ☆13Updated 3 years ago
- This repo includes the dataset/code of 3D Convolutional Neural Network for material property prediction☆20Updated 4 years ago
- Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks☆32Updated 5 years ago
- Reaction diffusion system prediction based on convolutional neural network☆16Updated 2 years ago
- A deep learning Bayesian framework for attribute driven inverse materials design☆14Updated 5 years ago
- TorchFEM: Another Finite Element Package...in PyTorch☆16Updated last year
- 采用PINN/ResPINN对两种偏微分方程（Burgers&Allen-Cahn）的训练与求解☆12Updated 4 years ago
- Graph neural networks for stress and strain fields prediction☆50Updated 2 years ago
- ☆26Updated last year
- Direct Mesh-free Topology Optimization using Neural Networks☆18Updated last year
- ☆20Updated 3 years ago
- Implementation of Stochastic Gradient Descent algorithms in Python (cite https://doi.org/10.1007/s00158-020-02599-z)☆11Updated 4 years ago
- ☆33Updated 3 years ago