Solar Active Region Magnetogram Image Dataset for Studies of Space Weather

05/16/2023
by   Laura E. Boucheron, et al.
0

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.

READ FULL TEXT

page 6

page 7

research
09/04/2020

DeepSun: Machine-Learning-as-a-Service for Solar Flare Prediction

Solar flare prediction plays an important role in understanding and fore...
research
09/21/2022

An Image Processing approach to identify solar plages observed at 393.37 nm by Kodaikanal Solar Observatory

Solar Plages are bright chromospheric features observed in Ca II K photo...
research
12/29/2022

Towards data-driven modeling and real-time prediction of solar flares and coronal mass ejections

Modeling of transient events in the solar atmosphere requires the conflu...
research
12/28/2020

Shape-based Feature Engineering for Solar Flare Prediction

Solar flares are caused by magnetic eruptions in active regions (ARs) on...
research
06/03/2019

A Curated Image Parameter Dataset from Solar Dynamics Observatory Mission

We provide a large image parameter dataset extracted from the Solar Dyna...
research
03/09/2021

Exploring Coronal Heating Using Unsupervised Machine-Learning

The perplexing mystery of what maintains the solar coronal temperature a...

Please sign up or login with your details

Forgot password? Click here to reset