[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 …

Operational prediction of solar flares using a transformer-based framework

Y Abduallah, JTL Wang, H Wang, Y Xu - Scientific reports, 2023 - nature.com
Solar flares are explosions on the Sun. They happen when energy stored in magnetic fields
around solar active regions (ARs) is suddenly released. Solar flares and accompanied …

Beyond traditional flare forecasting: A data-driven labeling approach for high-fidelity predictions

J Hong, A Ji, C Pandey, B Aydin - … Conference on Big Data Analytics and …, 2023 - Springer
Solar flare prediction is a central problem in space weather forecasting. Existing solar flare
prediction tools are mainly dependent on the GOES classification system, and models …

A selective up-sampling method applied upon unbalanced data for flare prediction: potential to improve model performance

S Liu, J Wang, M Li, Y Cui, J Guo, Y Shi… - Frontiers in Astronomy …, 2023 - frontiersin.org
The Spaceweather HMI Active Region Patch (SHARP) parameters have been widely used
to develop flare prediction models. The relatively small number of strong-flare events leads …

Interpretable ML-based forecasting of CMEs associated with flares

H Raju, S Das - Solar Physics, 2023 - Springer
Coronal mass ejections (CMEs) that cause geomagnetic disturbances on the Earth can be
found in conjunction with flares, filament eruptions, or independently. Though flares and …

Investigating Performance Trends of Simulated Real-time Solar Flare Predictions: The Impacts of Training Windows, Data Volumes, and the Solar Cycle

GT Goodwin, VM Sadykov… - The Astrophysical …, 2024 - iopscience.iop.org
This study explores the behavior of machine-learning-based flare forecasting models
deployed in a simulated operational environment. Using Georgia State University's Space …

An Innovative Solar Flare Metadata Collection for Space Weather Analytics

J Hong, C Pandey, A Ji, B Aydin - … International Conference on …, 2023 - ieeexplore.ieee.org
Space weather events can have a significant impact on electric systems and health, with
solar flares being one of the central events in space weather forecasting. However, existing …

Prediction of Space Weather Events through Analysis of Active Region Magnetograms using Convolutional Neural Network

S Sakpal - arXiv preprint arXiv:2405.02545, 2024 - arxiv.org
Although space weather events may not directly affect human life, they have the potential to
inflict significant harm upon our communities. Harmful space weather events can trigger …

[PDF][PDF] Improving Anomaly Classification using Combined Data Transformation and Machine Learning Methods.

A Shrivastava, PR Vamsi - International Journal of Performability …, 2024 - researchgate.net
Data processing plays a significant role in improving the performance of machine learning
models. In an IoT network, data generated by sensor nodes will be multivariate and consist …

[PDF][PDF] Toward Reliable Solar Flare Forecasting: Exploring Multi-Wavelength Data from the Solar Dynamics Observatory

A Popowicz - 2025 - preprints.org
Solar flares, originating from sudden energy releases in the Sun's atmosphere, pose
significant risks to spaceborne and terrestrial technological systems, including satellite …