JeremieMelo / NeurOLight
A Neural Operator-based Integrated Photonic Device Simulation Framework, NeurOLight NeurIPS 2022
☆34Updated last year
Related projects ⓘ
Alternatives and complementary repositories for NeurOLight
- A collection of papers in the area of photonic design automation☆57Updated 9 months ago
- Neural operator surrogates for electromagnetic inverse design☆31Updated 8 months ago
- Code for our paper 'Automatic Synthesis of Broadband Silicon Photonic Devices via Bayesian Optimization'☆12Updated 6 months ago
- A fully modular framework for modeling and optimizing analog neural networks☆17Updated last month
- ☆20Updated 3 years ago
- Scripts for training neural networks resistant to photon shot noise with quantization-aware training, together with the code for simulati…☆18Updated 2 years ago
- Base repository for simulation and control of photonic devices☆12Updated last year
- ☆9Updated last week
- A collection of inverse design challenges☆31Updated 2 weeks ago
- ☆38Updated last year
- testbed problems for photonics optimization☆30Updated 4 months ago
- Highly parallel simulation and optimization of photonic circuits in time and frequency domain based on the deep-learning framework PyTorc…☆70Updated 2 years ago
- 📐 Workshop material for optical inverse design and automatic differentiation☆97Updated 4 years ago
- IDToolkit: A Toolkit for Benchmarking and Developing Inverse Design Algorithms in Nanophotonics, KDD'23☆9Updated last year
- Fourier modal method with Jax☆101Updated 3 weeks ago
- Artificial nanofabrication of integrated photonic circuits using deep learning☆43Updated 2 weeks ago
- Official implementation of Neural Lithography (SIGGRAPH Asia 2023)☆25Updated last month
- Another inverse design library (wip)☆17Updated last year
- Prediction of fabrication variations in integrated photonic devices using deep learning☆27Updated last year
- code to show F-Principle in the DNN training☆59Updated 2 years ago
- ☆16Updated last year
- A hybrid data- and physics-augmented CNN that predicts EM field distributions with ultrafast speed and high accuracy for entire classes o…☆19Updated 2 years ago
- Global optimization based on generative neural networks☆101Updated 2 years ago
- Neural Inverse Design of Nanostructures☆38Updated last year
- LithoBench: Benchmarking AI Computational Lithography for Semiconductor Manufacturing☆44Updated last year
- A simulation framework for unitary neural networks and photonic devices☆102Updated 3 years ago
- Solve sparse linear systems in JAX using the KLU algorithm☆33Updated last week
- Jupyter notebooks for the neuroptica simulator☆11Updated 5 years ago
- Tutorials and code collections of my publications associated with photonic neural networks.☆18Updated 2 years ago
- A suite of photonic inverse design challenge problems for topology optimization benchmarking☆94Updated 10 months ago