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 …
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
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 …
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
Magnetohydrodynamics (MHD)-based global space weather models have mostly been
developed and maintained at academic institutions. While the “free spirit” approach of …
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 …
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
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 …
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 …
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
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 …
likely to occur in a specific area of interest constitutes a significant challenge in space …
Kronecker-structured covariance models for multiway data
Many applications produce multiway data of exceedingly high dimension. Modeling such
multi-way data is important in multichannel signal and video processing where sensors …
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 …
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
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 …
solar proton events (SPE), have an important impact on space weather and our …