Here, we combine deep learning (cDCGAN) with adjoint optimization (LumOpt) within a single user-friendly application (DeepAdjoint)). Reference: https://pubs.acs.org/doi/10.1021/acsphotonics.2c00968
☆18Mar 18, 2023Updated 3 years ago
Alternatives and similar repositories for DeepAdjoint_ML-Optimization_Integration
Users that are interested in DeepAdjoint_ML-Optimization_Integration are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasu…☆237Jun 3, 2022Updated 4 years ago
- PhD research project on applying Deep Learning method to perform microstructural inverse design.☆13Mar 7, 2022Updated 4 years ago
- 3 physical problems + multiple ML architectures benchmarking☆17Sep 19, 2022Updated 4 years ago
- Adjoint-based optimization and inverse design of photonic devices.☆15Aug 22, 2019Updated 7 years ago
- To implement inverse design method to optimize photonic devices using Lumerical's LumOpt.☆14Jul 3, 2023Updated 3 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- Here, we use Deep SHAP (or SHAP) to explain the behavior of nanophotonic structures learned by a convolutional neural network (CNN). Refe…☆22May 7, 2022Updated 4 years ago
- Laser Photonics Rev 2025, e00448 | Vectorial Generalized Snell's Law-Enabled Differentiable Ray Tracing for Large-Aperture Visible Achrom…☆15Jul 29, 2025Updated last year
- ☆17Feb 10, 2023Updated 3 years ago
- 超透镜设计（Windows部分）☆15Jul 17, 2026Updated 3 months ago
- Archived: this repository is no longer maintained. For current Tidy3D notebooks, see the Example Library linked below.☆51Jul 28, 2026Updated 3 months ago
- FDTD Solutions Script Library for Metasurface Holographic (FSMH)☆39Mar 26, 2021Updated 5 years ago
- MATLAB code to simulate the reflection, transmission and field distribution caused due to the diffraction of light from 3D metamaterial g…☆15Feb 4, 2022Updated 4 years ago
- Neural Networks for Optical Inverse Design☆23Sep 25, 2017Updated 9 years ago
- Adjoint-solver module for MEEP.☆11Dec 7, 2019Updated 6 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Automated Metasurface Design by Machine Learning☆20Nov 23, 2020Updated 5 years ago
- BJT publication examples☆14Aug 2, 2024Updated 2 years ago
- ☆18May 3, 2021Updated 5 years ago
- RCWA simulation of metasurface library☆11Jun 20, 2023Updated 3 years ago
- Generates metasurface GDSII layouts for a given phase mask and FDTD dimension vs phase data☆73Aug 3, 2026Updated 2 months ago
- code for Large area optimization of meta-lens via data-free machine learning☆25Oct 27, 2023Updated 3 years ago
- Python port of xsection script for KLayout☆19Oct 1, 2026Updated 3 weeks ago
- ☆45Feb 25, 2021Updated 5 years ago
- EDOF image restoration in a cell phone☆21May 20, 2023Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Neural Inverse Design of Nanostructures☆55Oct 31, 2023Updated 3 years ago
- ☆35Mar 29, 2021Updated 5 years ago
- ☆16Dec 26, 2021Updated 4 years ago
- Global optimization based on generative neural networks☆127Nov 17, 2022Updated 3 years ago
- A hybrid data- and physics-augmented CNN that predicts EM field distributions with ultrafast speed and high accuracy for entire classes o…☆26Nov 11, 2022Updated 3 years ago
- Dynamical Metasurface Aperture Simulation using CST-Matlab API☆15Jun 22, 2021Updated 5 years ago
- Optimization and inverse design of photonic chips using deep reinforcement learning☆108Apr 11, 2023Updated 3 years ago
- This is the implementation of the "parameter constrained spectral encoder and decoder (PCSED)" introduced in the paper "Deep-Learned Broa…☆27Jul 17, 2021Updated 5 years ago
- Gila implements free space, frequency domain, electromagnetic Green functions.☆13Updated this week
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- GAN-enabled metasuraface design☆73Jan 14, 2021Updated 5 years ago
- ☆29May 4, 2025Updated last year
- Berry curvature and (valley) Chern number are computed for 2D photonic crystals☆17Sep 8, 2023Updated 3 years ago
- Meta_SCMT is a software to inverse design large-area dielectric metasurface. The key factor that differentiates the Meta_SCMT from curren…☆55Nov 24, 2023Updated 2 years ago
- compare training duration of CNN with CPU (i7 8550U) vs GPU (mx150) with CUDA depending on batch size☆12Mar 24, 2018Updated 8 years ago
- Matlab library for nanophotonic inverse design☆22Aug 19, 2013Updated 13 years ago
- Contains codes associated with our paper "Gyroid-like metamaterials: Topology optimization and Deep Learning"☆18Aug 1, 2023Updated 3 years ago