erfan6511 / GNN-for-MetasurfacesLinks
☆13Updated 3 years ago
Alternatives and similar repositories for GNN-for-Metasurfaces
Users that are interested in GNN-for-Metasurfaces are comparing it to the libraries listed below
Sorting:
- code for Large area optimization of meta-lens via data-free machine learning☆24Updated last year
- GAN-enabled metasuraface design☆63Updated 4 years ago
- Meta_SCMT is a software to inverse design large-area dielectric metasurface. The key factor that differentiates the Meta_SCMT from curren…☆46Updated last year
- ☆19Updated 11 months ago
- Automated Metasurface Design by Machine Learning☆17Updated 4 years ago
- Inverse design of metasurface with non-local interations☆38Updated last year
- 2021 SJTU IPP Project, Metasurface, advised by Prof. Xuyang Lu☆13Updated 3 years ago
- RCWA with inherent automatic differentiation using TensorFlow☆49Updated 4 years ago
- ☆38Updated 4 years ago
- Metasurface design workflow realized with Python (notebook) based on Lumerical FDTD.☆31Updated 2 weeks ago
- SmartGlass (SG) is a python implementation of a diffractive optical neural network. Currently, it supports training an all-optical classi…☆45Updated 2 years ago
- Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasu…☆173Updated 3 years ago
- ☆10Updated last year
- Deep Learning for metasurface parameter optimization using tensorflow/keras☆106Updated last year
- A hybrid data- and physics-augmented CNN that predicts EM field distributions with ultrafast speed and high accuracy for entire classes o…☆20Updated 2 years ago
- Global optimization based on generative neural networks☆112Updated 2 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 3 years ago
- ☆11Updated 3 years ago
- GPU-accelerated RCWA with automatic differentiation☆147Updated last year
- RCWA for optical metrology and metasurfaces☆11Updated 2 years ago
- Simulation and optimization of dielectric metalens with Tidy3D☆27Updated 4 years ago
- (Tensorflow Version) D-Flat is a forward and inverse design framework for flat optics. Although specially geared for the design of metasu…☆80Updated last year
- Implementation of discrete version of GS-algorithm for metasurface holography☆12Updated 5 years ago
- Python implementation of rigorous coupled wave analysis, autograd supported for optimization purpose☆85Updated 4 years ago
- Rigorous coupled wave analysis and PWEM implemented in short readable python codes☆37Updated 4 years ago
- Adjoint-based optimization and inverse design of photonic devices.☆13Updated 6 years ago
- DFlat is a forward and inverse design framework for flat optics. Although specially geared for the design of metasurface optics, it may b…☆86Updated last month
- This is the SUTD PRT dataset for Metasurface Machine Learning☆19Updated 2 years ago
- Optimization and inverse design of photonic crystals using deep reinforcement learning☆81Updated 2 years ago
- Generating metasurface layout and simulating metalens as the superposition of the point source☆26Updated last year