hcw-00 / Probabilistic_representation_and_inverse_design_tf
"Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi‐Supervised Learning Strategy" (modified) tf implementation
☆31Updated 3 years ago
Alternatives and similar repositories for Probabilistic_representation_and_inverse_design_tf:
Users that are interested in Probabilistic_representation_and_inverse_design_tf are comparing it to the libraries listed below
- ☆29Updated 3 years ago
- ☆57Updated 3 years ago
- Matlab code to extract multipole representations from the metamaterials modelled in COMSOL 4☆9Updated 3 years ago
- Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasu…☆159Updated 2 years ago
- ☆30Updated 2 years ago
- Optimization and inverse design of photonic crystals using deep reinforcement learning☆79Updated 2 years ago
- Computing the Bandgap of a 2D Photonic Crystal by COMSOL-MATLAB Scripting☆50Updated 6 years ago
- GAN-enabled metasuraface design☆60Updated 4 years ago
- Here, we use Deep SHAP (or SHAP) to explain the behavior of nanophotonic structures learned by a convolutional neural network (CNN). Refe…☆21Updated 2 years ago
- Adjoint-based optimization and inverse design of photonic devices.☆12Updated 5 years ago
- Codes for the project "Computational Design and Fabrication of Metasurfaces".☆17Updated 4 years ago
- Global optimization based on generative neural networks☆108Updated 2 years ago
- Deep Learning for metasurface parameter optimization using tensorflow/keras☆98Updated last year
- Some examples of laser and photonic lattice simulations.☆10Updated 4 years ago
- Code for all work presented in Nanophotonic Particle Simulation and Inverse Design Using Artificial Neural Networks☆82Updated 2 years ago
- Matlab library for nanophotonic inverse design☆19Updated 11 years ago
- 3 physical problems + multiple ML architectures benchmarking☆11Updated 2 years ago
- Training neural networks for inverse design of nanophotonic gratings.☆14Updated 3 years ago
- ☆28Updated 4 years ago
- ☆44Updated 5 years ago
- PyTorch implementation of tandem neural networks.☆20Updated 3 years ago
- ☆11Updated 2 years ago
- Probability-density-based deep learning paradigm for the fuzzy design of functional metastructures. Research AAAS & NeurIPS ML4PS.☆20Updated 2 years ago
- ☆15Updated last year
- ☆17Updated 4 years ago
- Use matlab to control comsol and search for best params☆11Updated 4 years ago
- Simulations of metamaterials with Comsol and Ansys☆16Updated 7 years ago
- ☆29Updated 4 years ago
- Inverse design of metasurface with non-local interations☆37Updated last year
- 2021 SJTU IPP Project, Metasurface, advised by Prof. Xuyang Lu☆12Updated 3 years ago