Space Weather: From solar origins to risks and hazards evolving in time

N Buzulukova, B Tsurutani - Frontiers in Astronomy and Space …, 2022 - frontiersin.org
Space Weather is the portion of space physics that has a direct effect on humankind. Space
Weather is an old branch of space physics that originates back to 1808 with the publication …

[HTML][HTML] Prediction of solar energetic events impacting space weather conditions

MK Georgoulis, SL Yardley, JA Guerra… - Advances in Space …, 2024 - Elsevier
Aiming to assess the progress and current challenges on the formidable problem of the
prediction of solar energetic events since the COSPAR/International Living With a Star …

What sustained multi-disciplinary research can achieve: The space weather modeling framework

TI Gombosi, Y Chen, A Glocer, Z Huang… - Journal of Space …, 2021 - swsc-journal.org
Magnetohydrodynamics (MHD)-based global space weather models have mostly been
developed and maintained at academic institutions. While the “free spirit” approach of …

Operational solar flare prediction model using Deep Flare Net

N Nishizuka, Y Kubo, K Sugiura, M Den… - Earth, Planets and Space, 2021 - Springer
We developed an operational solar flare prediction model using deep neural networks,
named Deep Flare Net (DeFN). DeFN can issue probabilistic forecasts of solar flares in two …

Solar flare index prediction using SDO/HMI vector magnetic data products with statistical and machine-learning methods

H Zhang, Q Li, Y Yang, J Jing, JTL Wang… - The Astrophysical …, 2022 - iopscience.iop.org
Solar flares, especially the M-and X-class flares, are often associated with coronal mass
ejections. They are the most important sources of space weather effects, which can severely …

Predicting CME arrival time through data integration and ensemble learning

KA Alobaid, Y Abduallah, JTL Wang… - Frontiers in Astronomy …, 2022 - frontiersin.org
The Sun constantly releases radiation and plasma into the heliosphere. Sporadically, the
Sun launches solar eruptions such as flares and coronal mass ejections (CMEs). CMEs …

Using support vector machine (SVM) and ionospheric total electron content (TEC) data for solar flare predictions

S Asaly, LA Gottlieb, Y Reuveni - IEEE Journal of Selected …, 2020 - ieeexplore.ieee.org
Predicting where and when space weather events such as solar flares and X-rays bursts are
likely to occur in a specific area of interest constitutes a significant challenge in space …

Kronecker-structured covariance models for multiway data

Y Wang, Z Sun, D Song, A Hero - Statistic Surveys, 2022 - projecteuclid.org
Many applications produce multiway data of exceedingly high dimension. Modeling such
multi-way data is important in multichannel signal and video processing where sensors …

Machine learning techniques applied to solar flares forecasting

F Ribeiro, ALS Gradvohl - Astronomy and Computing, 2021 - Elsevier
Abstract Space weather encompasses the Solar-Terrestrial environment's interactions,
emphasizing phenomena in the solar environment, such as sunspots, coronal mass …

Short-term solar eruptive activity prediction models based on machine learning approaches: A review

X Huang, Z Zhao, Y Zhong, L Xu, MB Korsós… - Science China Earth …, 2024 - Springer
Solar eruptive activities, mainly including solar flares, coronal mass ejections (CME), and
solar proton events (SPE), have an important impact on space weather and our …