[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 …
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
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 …
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 …
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
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 …
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
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 …
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 …
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
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 …
processing, especially for space weather applications. This is due to space weather impacts …
Interpretable machine learning to forecast SEP events for solar cycle 23
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 …
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 …
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 …
(SEP) events binary prediction is being presented. This is based on solar flare and coronal …