[HTML][HTML] Towards sustainable human space exploration—priorities for radiation research to quantify and mitigate radiation risks

A Fogtman, S Baatout, B Baselet, T Berger… - npj …, 2023 - nature.com
Human spaceflight is entering a new era of sustainable human space exploration. By 2030
humans will regularly fly to the Moon's orbit, return to the Moon's surface and preparations …

[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 …

Improving solar energetic particle event prediction through multivariate time series data augmentation

P Hosseinzadeh, SF Boubrahimi… - The Astrophysical …, 2024 - iopscience.iop.org
Solar energetic particles (SEPs) are associated with extreme solar events that can cause
major damage to space-and ground-based life and infrastructure. High-intensity SEP events …

Explaining full-disk deep learning model for solar flare prediction using attribution methods

C Pandey, RA Angryk, B Aydin - Joint European Conference on Machine …, 2023 - Springer
Solar flares are transient space weather events that pose a significant threat to space and
ground-based technological systems, making their precise and reliable prediction crucial for …

Exploring deep learning for full-disk solar flare prediction with empirical insights from guided grad-cam explanations

C Pandey, A Ji, T Nandakumar… - 2023 IEEE 10th …, 2023 - ieeexplore.ieee.org
This study progresses solar flare prediction research by presenting a full-disk deep-learning
model to forecast ≧M-class solar flares and evaluating its efficacy on both central …

Explainable deep learning-based solar flare prediction with post hoc attention for operational forecasting

C Pandey, RA Angryk, MK Georgoulis… - … Conference on Discovery …, 2023 - Springer
This paper presents a post hoc analysis of a deep learning-based full-disk solar flare
prediction model. We used hourly full-disk line-of-sight magnetogram images and selected …

Short-term Classification of Strong Solar Energetic Particle Events Using Multivariate Time-series Classifiers

SA Rotti, B Aydin, PC Martens - The Astrophysical Journal, 2024 - iopscience.iop.org
Solar energetic particle (SEP) events are one of the most crucial aspects of space weather
that require continuous monitoring and forecasting. Their prediction depends on various …

[HTML][HTML] Improved space weather observations and modeling for aviation radiation

HM Bain, TG Onsager, CJ Mertens… - Frontiers in Astronomy …, 2023 - frontiersin.org
In recent years there has been a growing interest from the aviation community for space
weather radiation forecasts tailored to the needs of the aviation industry. In 2019 several …

[HTML][HTML] Particle radiation environment in the heliosphere: Status, limitations, and recommendations

J Guo, B Wang, K Whitman, C Plainaki, L Zhao… - Advances in Space …, 2024 - Elsevier
Abstract Space weather is a multidisciplinary research area connecting scientists from
across heliophysics domains seeking a coherent understanding of our space environment …

[HTML][HTML] Progress and challenges in understanding the ambient solar magnetic field, heating, and spectral irradiance

MA Reiss, CN Arge, CJ Henney, JA Klimchuk… - Advances in Space …, 2023 - Elsevier
Abstract The Committee on Space Research (COSPAR) International Space Weather Action
Teams (ISWAT) has the objective of addressing key problems in space weather research …