BensonRen / AEM_DIM_Bench
Repo for paper "Inverse deep learning methods and benchmarks for artificial electromagnetic material design"
☆16Updated 2 years ago
Alternatives and similar repositories for AEM_DIM_Bench:
Users that are interested in AEM_DIM_Bench are comparing it to the libraries listed below
- Predicting spectral emissivity of particles from a given material and geometry using decision trees and random forest.☆9Updated 3 years ago
- Probability-density-based deep learning paradigm for the fuzzy design of functional metastructures. Research AAAS & NeurIPS ML4PS.☆20Updated 2 years ago
- "Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi‐Supervised Learning Strategy…☆31Updated 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
- 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
- ☆30Updated 2 years ago
- IDToolkit: A Toolkit for Benchmarking and Developing Inverse Design Algorithms in Nanophotonics, KDD'23☆12Updated last year
- PyTorch implementation of tandem neural networks.☆20Updated 3 years ago
- ☆11Updated 2 years ago
- Global optimization based on generative neural networks☆108Updated 2 years ago
- ☆22Updated 10 months ago
- 3 physical problems + multiple ML architectures benchmarking☆11Updated 2 years ago
- ☆29Updated 4 years ago
- Neural Inverse Design of Nanostructures☆40Updated last year
- Design code of 1D free-from deflector metasurface☆19Updated last year
- Simulation and optimization of dielectric metalens with Tidy3D☆28Updated 3 years ago
- Python package for modeling structural color in colloidal systems☆16Updated last month
- ☆10Updated 3 years ago
- Optimization and inverse design of photonic crystals using deep reinforcement learning☆79Updated 2 years ago
- X-ray diffraction denoising using deep convolutional neural networks☆13Updated last year
- Inverse design of nanophotonic devices using generative adversarial networks☆11Updated 2 years ago
- 📐 Workshop material for optical inverse design and automatic differentiation☆107Updated 5 years ago
- GAN-enabled metasuraface design☆60Updated 4 years ago
- Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasu…☆161Updated 2 years ago
- Code for all work presented in Nanophotonic Particle Simulation and Inverse Design Using Artificial Neural Networks☆83Updated 2 years ago
- Automated Metasurface Design by Machine Learning☆15Updated 4 years ago
- ☆29Updated 3 years ago
- Adjoint-based optimization and inverse design of photonic devices.☆12Updated 5 years ago
- code for Large area optimization of meta-lens via data-free machine learning☆20Updated last year
- Implementation of discrete version of GS-algorithm for metasurface holography☆12Updated 5 years ago