[HTML][HTML] Review of solar energetic particle prediction models

K Whitman, R Egeland, IG Richardson, C Allison… - Advances in Space …, 2023 - Elsevier
Abstract Solar Energetic Particle (SEP) events are interesting from a scientific perspective as
they are the product of a broad set of physical processes from the corona out through the …

Earth-affecting solar transients: a review of progresses in solar cycle 24

J Zhang, M Temmer, N Gopalswamy… - Progress in Earth and …, 2021 - Springer
This review article summarizes the advancement in the studies of Earth-affecting solar
transients in the last decade that encompasses most of solar cycle 24. It is a part of the effort …

Space weather: The solar perspective: An update to Schwenn (2006)

M Temmer - Living Reviews in Solar Physics, 2021 - Springer
The Sun, as an active star, is the driver of energetic phenomena that structure interplanetary
space and affect planetary atmospheres. The effects of Space Weather on Earth and the …

Application of the deep convolutional neural network to the forecast of solar flare occurrence using full-disk solar magnetograms

E Park, YJ Moon, S Shin, K Yi, D Lim… - The Astrophysical …, 2018 - iopscience.iop.org
In this study, we present the application of the Convolutional Neural Network (CNN) to the
forecast of solar flare occurrence. For this, we consider three CNN models (two pretrained …

The flare likelihood and region eruption forecasting (FLARECAST) project: flare forecasting in the big data & machine learning era

MK Georgoulis, DS Bloomfield, M Piana… - Journal of Space …, 2021 - swsc-journal.org
The European Union funded the FLARECAST project, that ran from January 2015 until
February 2018. FLARECAST had a research-to-operations (R2O) focus, and accordingly …

CMEs and SEPs during November–December 2020: A challenge for real‐time space weather forecasting

E Palmerio, CO Lee, ML Mays, JG Luhmann… - Space …, 2022 - Wiley Online Library
Predictions of coronal mass ejections (CMEs) and solar energetic particles (SEPs) are a
central issue in space weather forecasting. In recent years, interest in space weather …

The automated prediction of solar flares from SDO images using deep learning

AK Abed, R Qahwaji, A Abed - Advances in Space Research, 2021 - Elsevier
In the last few years, there has been growing interest in near-real-time solar data
processing, especially for space weather applications. This is due to space weather impacts …

Interpretable machine learning to forecast SEP events for solar cycle 23

S Kasapis, L Zhao, Y Chen, X Wang, M Bobra… - Space …, 2022 - Wiley Online Library
We use machine learning methods to predict whether an active region (AR) which produces
flares will lead to a solar energetic particle (SEP) event using Space‐Weather Michelson …

Space radiation and plasma effects on satellites and aviation: Quantities and metrics for tracking performance of space weather environment models

Y Zheng, NY Ganushkina, P Jiggens, I Jun… - Space …, 2019 - Wiley Online Library
Abstract The Community Coordinated Modeling Center has been leading community‐wide
space science and space weather model validation projects for many years. These efforts …

Assessing the predictability of solar energetic particles with the use of machine learning techniques

E Lavasa, G Giannopoulos, A Papaioannou… - Solar Physics, 2021 - Springer
A consistent approach for the inherently imbalanced problem of solar energetic particle
(SEP) events binary prediction is being presented. This is based on solar flare and coronal …