jLabKAIST / Physics-Informed-Reinforcement-LearningLinks
Source code for the paper "Sample-efficient inverse design of freeform nanophotonic devices with physics-informed reinforcement learning"
☆11Updated last year
Alternatives and similar repositories for Physics-Informed-Reinforcement-Learning
Users that are interested in Physics-Informed-Reinforcement-Learning are comparing it to the libraries listed below
Sorting:
- A functional and efficient python implementation of the 3D version of Maxwell's equations☆28Updated 3 years ago
- Vectorized transfer matrix method (TMM) for computing the optical reflection and transmission of multilayer planar stacks☆35Updated 5 years ago
- Neural operator surrogates for electromagnetic inverse design☆44Updated last year
- Jaxwell is JAX + Maxwell☆46Updated 2 years ago
- A collection of inverse design challenges☆54Updated 2 weeks ago
- 2D multi-source electromagnetic simulations in frequency domain, implementing the augmented partial factorization (APF) and other methods…☆43Updated last year
- finite difference based eigensolving for Maxwell's equations and photonic structures☆14Updated 4 years ago
- Electromagnetic simulation (RCWA) & optimization package in Python☆100Updated 10 months ago
- some basic algorithms explored on the Yee Grid in FDTD☆13Updated 7 years ago
- Jaxwell is JAX + Maxwell☆24Updated last year
- pjz is JAX and fdtd-z -- scalable photonic simulation and optimization☆21Updated last year
- personal set of FDFD codes used for my research. Much of this has been inspired by Yu (Jerry) Shi and Wonseok Shin☆20Updated 6 years ago
- A suite of tools for optimizing the shape and topology of electromagnetic structures.☆110Updated 3 weeks ago
- Fourier Modal Method with Jax (official maintained repo)☆15Updated 2 weeks ago
- testbed problems for photonics optimization☆41Updated last year
- measure minimum solid/void lengthscales in binary image☆17Updated last month
- Fourier Modal Method for multilayer metamaterials. Mirror of https://gitlab.com/nannos/nannos☆20Updated last year
- Rigorous coupled wave analysis and PWEM implemented in short readable python codes☆38Updated 4 years ago
- 📐 Workshop material for optical inverse design and automatic differentiation☆114Updated 5 years ago
- Python Implementation of Aperiodic Fourier Modal Method for solving Maxwell equations.☆23Updated last year
- A package includes various time-domain numerical solvers for the Maxwell's equations.☆14Updated last year
- Collection of examples and tutorials for the Tidy3D solver by Flexcompute Inc☆38Updated this week
- A numerical swiss army knife for computing and optimizing the optical response of multilayered structures.☆55Updated this week
- NumBAT, the Numerical Brillouin Analysis Tool, integrates electromagnetic and acoustic mode solvers to calculate the interactions of opti…☆19Updated 2 years ago
- Optical Transfer Matrix Solver with index dispersion☆26Updated 4 years ago
- A quick hack for adjoint gradient computations with MEEP.☆10Updated 5 years ago
- Rigorous Coupled Wave Analyses (RCWA) for layered structures with incommensurate periodicities☆30Updated 8 months ago
- Optical Transfer Matrix Solver☆43Updated 4 years ago
- Dataset of solutions to inverse design challenges☆13Updated 2 weeks ago
- A hybrid data- and physics-augmented CNN that predicts EM field distributions with ultrafast speed and high accuracy for entire classes o…☆21Updated 2 years ago