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@MALES-project

MALES-project

Machine Learning for Single Star Scidar

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Abstract

Optical satellite communications is a growing research field with bright commercial perspectives. One of the challenges for optical links through the atmosphere is turbulence, which is also apparent by the twinkling of stars. The reduction of the quality can be calculated, but it needs the turbulence strength over the path the optical beam is running. Estimation of the turbulence strength is done at astronomic sites, but not at rural or urban sites. To be able to do this, a simple instrument is required. We want to propose to use a single star Scintillation Detection and Ranging (SCIDAR), which is an instrument that can estimate the turbulence strength, based on the observation of a single star. Here, reliable signal processing of the received images of the star is most challenging. We propose to solve this by Machine Learning.

Resources

Glossary

  • NNs: Neural Networks
  • SCIDAR: Scintillation Detection and Ranging

Other

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Popular repositories Loading

  1. SpeckleCn2Profiler SpeckleCn2Profiler Public

    📡 🌀 A platform to use speckle patterns to describe atmospheric turbulence

    Python 4

  2. lie_learn_escience lie_learn_escience Public

    Forked from AMLab-Amsterdam/lie_learn

    Computations involving Lie groups and harmonic analysis

    Python 2

  3. examples_speckcn2 examples_speckcn2 Public

    Notebooks, python scripts and slurm scripts to use speckcn2

    Python 1

  4. escnn_escience escnn_escience Public

    Forked from QUVA-Lab/escnn

    Equivariant Steerable CNNs Library for Pytorch https://quva-lab.github.io/escnn/

    Python 1

  5. test_data test_data Public

    Data for testing SpeckCn2

    1

  6. .github .github Public

Repositories

Showing 9 of 9 repositories
  • SpeckleCn2Profiler Public

    📡 🌀 A platform to use speckle patterns to describe atmospheric turbulence

    MALES-project/SpeckleCn2Profiler’s past year of commit activity
    Python 4 Apache-2.0 0 1 (1 issue needs help) 0 Updated Dec 5, 2024
  • test_data Public

    Data for testing SpeckCn2

    MALES-project/test_data’s past year of commit activity
    1 0 0 0 Updated Nov 19, 2024
  • examples_speckcn2 Public

    Notebooks, python scripts and slurm scripts to use speckcn2

    MALES-project/examples_speckcn2’s past year of commit activity
    Python 1 0 0 0 Updated Oct 28, 2024
  • lie_learn_escience Public Forked from AMLab-Amsterdam/lie_learn

    Computations involving Lie groups and harmonic analysis

    MALES-project/lie_learn_escience’s past year of commit activity
    Python 2 MIT 49 0 0 Updated Jul 11, 2024
  • escnn_escience Public Forked from QUVA-Lab/escnn

    Equivariant Steerable CNNs Library for Pytorch https://quva-lab.github.io/escnn/

    MALES-project/escnn_escience’s past year of commit activity
    Python 1 48 0 0 Updated Jun 28, 2024
  • MALES-project/8screens_1024x1024’s past year of commit activity
    0 0 0 0 Updated Nov 28, 2023
  • MALES Public
    MALES-project/MALES’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Nov 7, 2023
  • .github Public
    MALES-project/.github’s past year of commit activity
    0 0 0 0 Updated Nov 7, 2023
  • piml Public Forked from mpierzyna/piml

    Π-ML: Learn data-driven similarity theories of physical problems

    MALES-project/piml’s past year of commit activity
    Python 0 GPL-3.0 2 0 0 Updated Sep 4, 2023

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