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Solar Active Region Magnetogram Image Dataset for Studies of Space Weather

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arxiv 2305.09492 v3 pith:5FCY3LG5 submitted 2023-05-16 astro-ph.SR astro-ph.IMcs.LG

Solar Active Region Magnetogram Image Dataset for Studies of Space Weather

classification astro-ph.SR astro-ph.IMcs.LG
keywords datasetsolarmagneticactiveregionsflareimageimages
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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In this dataset we provide a comprehensive collection of magnetograms (images quantifying the strength of the magnetic field) from the National Aeronautics and Space Administration's (NASA's) Solar Dynamics Observatory (SDO). The dataset incorporates data from three sources and provides SDO Helioseismic and Magnetic Imager (HMI) magnetograms of solar active regions (regions of large magnetic flux, generally the source of eruptive events) as well as labels of corresponding flaring activity. This dataset will be useful for image analysis or solar physics research related to magnetic structure, its evolution over time, and its relation to solar flares. The dataset will be of interest to those researchers investigating automated solar flare prediction methods, including supervised and unsupervised machine learning (classical and deep), binary and multi-class classification, and regression. This dataset is a minimally processed, user configurable dataset of consistently sized images of solar active regions that can serve as a benchmark dataset for solar flare prediction research.

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  1. Constraining the radial decay timescale of solar surface magnetic field through a comparative study of data-assimilative 2D surface flux transport and 3D dynamo models

    astro-ph.SR 2026-07 conditional novelty 6.0

    A comparative analysis of 2D surface flux transport and 3D dynamo models yields a mode-dependent radial decay spectrum with effective timescales τ≈2 yr (l=8) for magnetogram assimilation and τ≈7 yr (dipole) for active...