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Solar imaging pipeline for solar interference mitigation in MeerkAT

Project description

SolarKAT

MeerKAT as a solar telescope.

Radio frequency interference is a growing problem in radio astronomy, especially for new-generation telescopes such as MeerKAT. Its wide field of view and high sensitivity make the MeerKAT telescope capable of capturing the Sun even when looking far away from it (close to 90 degrees). This ability facilitates also contamination from the out-of-field Sun, causing, in some conditions, data corruption (which we call solar radio interference). To address this issue we present the SolarKAT pipeline. SolarKAT is a solar imaging pipeline that aims to mitigate solar interference in MeerKAT data and recover the visibilities rather than discarding them.

Installation

Git clone

You can have access to SolarKAT by cloning it from the repository to your local computer. To Run SolarKAT, you must first install Stimela (the framework on which SolarKAT is based). Stimela is installed in a virtual environment.

git clone https://github.com/ratt-ru/solarkat.git

pip intallation

SolarKAT can be installed using pip:

pip install solarkat

Running SolarKAT

Before running SolarKAT, create and activate the Stimela virtual environment.

$: virtualenv -p python3 stimela_env
source stimela-env/bin/activate

Then run:

stimela run recipe.yml [recipe_name] obs=obs

Example:

stimela run solarkat.yaml solarkat obs=L1

More details can be found in the Documentation here https://solarkat-docs.readthedocs.io/en/latest/index.html.

Citing this Pipeline

We kindly request that any work using this pipeline cites the following reference:

@article{samboco2024solarkat,
    author = {Samboco, Victória G. and  Heywood, Ian and Smirnov, Oleg},
    title = {SolarKAT: A Solar Imaging Pipeline for MeerKAT},
    journal = {Astrophysics Source Code Library},
    pages={ascl:2401.013},
    month={January},
    year = {2024}
    }

Thank you for considering our request.

Note

This package is in public Beta stage. SolarKAT is feature-complete, has undergone testing on multiple datasets, and is suitable for broader use. While efforts have been made to ensure stability, there may still be some undiscovered issues. Users are encouraged to use it, provide feedback, and report any issues on the project's GitHub page (https://github.com/ratt-ru/solarkat).

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