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
☆16Mar 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:
- 3 physical problems + multiple ML architectures benchmarking☆17Sep 19, 2022Updated 3 years ago
- Collection of examples and tutorials for the Tidy3D solver by Flexcompute Inc☆50Jul 3, 2026Updated 2 weeks ago
- Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasu…☆231Jun 3, 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 11 months ago
- 超透镜设计（Windows部分）☆15Updated this week
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- MATLAB code to simulate the reflection, transmission and field distribution caused due to the diffraction of light from 3D metamaterial g…☆16Feb 4, 2022Updated 4 years ago
- ☆17May 3, 2021Updated 5 years ago
- Adjoint-solver module for MEEP.☆12Dec 7, 2019Updated 6 years ago
- Neural Networks for Optical Inverse Design☆23Sep 25, 2017Updated 8 years ago
- ☆43Feb 25, 2021Updated 5 years ago
- Python port of xsection script for KLayout☆18Jul 1, 2026Updated 3 weeks ago
- Automated Metasurface Design by Machine Learning☆20Nov 23, 2020Updated 5 years ago
- Generates metasurface GDSII layouts for a given phase mask and FDTD dimension vs phase data☆72May 24, 2021Updated 5 years ago
- A hybrid data- and physics-augmented CNN that predicts EM field distributions with ultrafast speed and high accuracy for entire classes o…☆23Nov 11, 2022Updated 3 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- Neural Inverse Design of Nanostructures☆52Oct 31, 2023Updated 2 years ago
- EDOF image restoration in a cell phone☆21May 20, 2023Updated 3 years ago
- Global optimization based on generative neural networks☆124Nov 17, 2022Updated 3 years ago
- ☆35Mar 29, 2021Updated 5 years ago
- ☆16Dec 26, 2021Updated 4 years ago
- PhD research project on applying Deep Learning method to perform microstructural inverse design.☆13Mar 7, 2022Updated 4 years ago
- ☆27May 4, 2025Updated last year
- Berry curvature and (valley) Chern number are computed for 2D photonic crystals☆16Sep 8, 2023Updated 2 years ago
- Dynamical Metasurface Aperture Simulation using CST-Matlab API☆15Jun 22, 2021Updated 5 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- This is the implementation of the "parameter constrained spectral encoder and decoder (PCSED)" introduced in the paper "Deep-Learned Broa…☆26Jul 17, 2021Updated 5 years ago
- GAN-enabled metasuraface design☆71Jan 14, 2021Updated 5 years ago
- Gila implements free space, frequency domain, electromagnetic Green functions.☆13May 27, 2025Updated last year
- 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
- Metamaterial lens shape discovery and optimization methods for the design of COPILOT optical instruments.☆19Mar 21, 2023Updated 3 years ago
- Contains codes associated with our paper "Gyroid-like metamaterials: Topology optimization and Deep Learning"☆17Aug 1, 2023Updated 2 years ago
- Matlab library for nanophotonic inverse design☆22Aug 19, 2013Updated 12 years ago
- Controlling scientific instruments used in optics, photonics and electronics labs☆15May 19, 2026Updated 2 months ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- ☆10Sep 7, 2023Updated 2 years ago
- Codes for the project "Computational Design and Fabrication of Metasurfaces".☆21Aug 18, 2020Updated 5 years ago
- Training neural networks for inverse design of nanophotonic gratings.☆22Dec 15, 2021Updated 4 years ago
- ☆40Apr 16, 2022Updated 4 years ago
- A deep learning model for predicting reflection (S11) and transmission (S21) coefficients of metasurfaces based on their geometric and ma…☆20Feb 25, 2025Updated last year
- EDA-agnostic and Solver-agnostic 3D FDTD simulations execution framework for photonic layouts: GDS in, results out (S-parameters, visuali…☆33Updated this week
- This program finds words and/or phrases in PDF document pages. Elasticsearch, Django.☆12Jan 23, 2016Updated 10 years ago