A hybrid data- and physics-augmented CNN that predicts EM field distributions with ultrafast speed and high accuracy for entire classes of dielectric nanophotonic structures
☆22Nov 11, 2022Updated 3 years ago
Alternatives and similar repositories for waveynet
Users that are interested in waveynet are comparing it to the libraries listed below
Sorting:
- 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 3 years ago
- Simulation and optimization of dielectric metalens with Tidy3D☆27Jul 30, 2021Updated 4 years ago
- Jax wrapper for autograd-differentiable functions☆13Oct 20, 2025Updated 5 months ago
- Optimization and inverse design of photonic crystals using deep reinforcement learning☆94Apr 11, 2023Updated 2 years ago
- 2D multi-source electromagnetic simulations in frequency domain, implementing the augmented partial factorization (APF) and other methods…☆45May 9, 2024Updated last year
- Neural operator surrogates for electromagnetic inverse design☆49Feb 28, 2024Updated 2 years ago
- Implementation of discrete version of GS-algorithm for metasurface holography☆12Apr 16, 2020Updated 5 years ago
- Design code of 1D free-from deflector metasurface☆21Sep 5, 2023Updated 2 years ago
- ☆17Feb 10, 2023Updated 3 years ago
- FDFD solver for Helmholtz equation in 2D written in julia☆16Jul 23, 2020Updated 5 years ago
- A quick hack for adjoint gradient computations with MEEP.☆10Aug 20, 2020Updated 5 years ago
- Inverse design of nanophotonic devices using generative adversarial networks☆11Mar 6, 2026Updated 2 weeks ago
- Matlab library for nanophotonic inverse design☆22Aug 19, 2013Updated 12 years ago
- 3D multi-source electromagnetic simulations in frequency domain, implementing the augmented partial factorization (APF) and other methods…☆44Jul 11, 2024Updated last year
- Jaxwell is JAX + Maxwell☆49Sep 27, 2023Updated 2 years ago
- Code Implementation of AdjointDiffusion: a physics-guided and fabrication-aware optimization of photonic devices☆23Jan 4, 2026Updated 2 months ago
- Global optimization based on generative neural networks☆125Nov 17, 2022Updated 3 years ago
- finite difference based eigensolving for Maxwell's equations and photonic structures☆14Oct 28, 2021Updated 4 years ago
- ☆13Nov 9, 2015Updated 10 years ago
- ☆16Apr 12, 2019Updated 6 years ago
- ☆33Dec 22, 2025Updated 3 months ago
- Here, we combine deep learning (cDCGAN) with adjoint optimization (LumOpt) within a single user-friendly application (DeepAdjoint)). Refe…☆15Mar 18, 2023Updated 3 years ago
- Silicon Photonics Design Tools.☆66Sep 6, 2025Updated 6 months ago
- 2021 SJTU IPP Project, Metasurface, advised by Prof. Xuyang Lu☆13Mar 30, 2022Updated 3 years ago
- Python scripts facilitating the use MEEP finite-difference time-domain simulation, focused on the research of metamaterials (MM) and phot…☆12Apr 9, 2014Updated 11 years ago
- Training neural networks for inverse design of nanophotonic gratings.☆20Dec 15, 2021Updated 4 years ago
- ☆21Aug 13, 2024Updated last year
- An nanophotonics solver for inverse design of metamaterials☆14Sep 23, 2023Updated 2 years ago
- personal set of FDFD codes used for my research. Much of this has been inspired by Yu (Jerry) Shi and Wonseok Shin☆21May 24, 2019Updated 6 years ago
- Collection of solvers: 1) Spectral-element solvers for solving the 1D and 2D wave-equation, and 1D and 2D Helmholtz equation, 2) Fourier-…☆18Aug 31, 2023Updated 2 years ago
- A functional and efficient python implementation of the 3D version of Maxwell's equations☆30Feb 3, 2022Updated 4 years ago
- Python Implementation of Aperiodic Fourier Modal Method for solving Maxwell equations.☆23Feb 27, 2024Updated 2 years ago
- ☆20Sep 6, 2024Updated last year
- ☆12Jun 25, 2024Updated last year
- .gds to .gltf file conversion script and workflow to create photo-real animations of your photonic/electronic integrated circuits.☆11Jul 29, 2024Updated last year
- ☆16May 3, 2021Updated 4 years ago
- Continuous Adjoint Optimization with Lumerical, developed at UC Berkeley☆90Sep 22, 2018Updated 7 years ago
- Modeling and designing Photonic Crystal Nanocavities via Deep Learning☆18Apr 7, 2022Updated 3 years ago
- GAN-enabled metasuraface design☆69Jan 14, 2021Updated 5 years ago