AleksandarHaber / Machine-Learning-and-System-Identification-for-Adaptive-OpticsLinks
This project deals with system identification and machine learning of large-scale deformable mirrors used in adaptive optics. I have submitted two papers that deal with this important problem. The approaches can be generalized two other problems of estimating large-scale system with the dynamics described by partial differential equations.
☆17Updated 3 months ago
Alternatives and similar repositories for Machine-Learning-and-System-Identification-for-Adaptive-Optics
Users that are interested in Machine-Learning-and-System-Identification-for-Adaptive-Optics are comparing it to the libraries listed below
Sorting:
- Determining high-accuracy random phase-only masks for complex local modulation of light fields☆13Updated 2 years ago
- Computes eigen frequencies in a 2D micro-cavity☆10Updated 4 years ago
- ☆12Updated 5 months ago
- monte-carlo-mie-scattering-polydisperse-particles☆21Updated 2 years ago
- 2D and 3D scalar finite-difference frequency-domain solver of the scattering matrix with the recursive Green's function method.☆16Updated 3 years ago
- Source code for the paper "Sample-efficient inverse design of freeform nanophotonic devices with physics-informed reinforcement learning"☆11Updated last year
- 2D multi-source electromagnetic simulations in frequency domain, implementing the augmented partial factorization (APF) and other methods…☆40Updated last year
- Monte Carlo simulation program for optical microscopy. Based on Lihong Wang, Steven L. Jacques, Liqiong Zheng, MCML—Monte Carlo modeling …☆11Updated 8 years ago
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆18Updated 2 years ago
- Electrostatic and Electromagnetic wave propagation simulations with FEM: EM field, TE & TM modes of a circular waveguide, scattering of a…☆49Updated 3 years ago
- Solves the GMMNLSE in MATLAB for pulse propagation in multimode fiber, with an efficient GPU implementation☆51Updated 6 years ago
- python orbital angular momentum codes☆13Updated 3 years ago
- Computes effective mode in a 2D wave guide☆38Updated 4 years ago
- Optical Transfer Matrix Solver☆39Updated 4 years ago
- Spectral solution for 2D Navier-Stokes equations☆14Updated 8 years ago
- CELES: CUDA-accelerated electromagnetic scattering by large ensembles of spheres☆58Updated 2 years ago
- ☆57Updated 3 years ago
- Short Matlab-based tutorial on doing Doppler and Dynamic Light Scattering processing on Optical Coherence Tomography. Great for making mi…☆12Updated 8 years ago
- This is the shared package to simulate pulse propagation in a solid-core fiber with GMMNLSE/MM-UPPE☆35Updated this week
- ☆10Updated 6 years ago
- Wave-transfer matrix and scattering matrix toolbox. Can be used for simple calculation of wave-transfer matrix or scattering matrix of mu…☆14Updated 3 years ago
- ☆21Updated 4 years ago
- This repository contains the code and models for our paper "Investigating and Mitigating Failure Modes in Physics-informed Neural Network…☆18Updated last year
- ☆52Updated 2 years ago
- MATLAB-based solver package of Maxwell's equations by the FDFD method☆116Updated 2 months ago
- Physics Constrained Neural Networks☆12Updated 2 years ago
- Deep Learning based method to try and learn the problem of inverse Navier Stokes and model the flow for an oscillating airfoil.☆20Updated 5 years ago
- Iterative FDFD solver of Maxwell's equations for large 3D problems☆36Updated 9 years ago
- The lid-driven cavity is a popular problem within the field of computational fluid dynamics (CFD) for validating computational methods. I…☆15Updated 3 years ago
- Implementation of Stochastic Gradient Descent algorithms in Python (cite https://doi.org/10.1007/s00158-020-02599-z)☆11Updated 4 years ago