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Prediction of Adverse effects of Geomagnetic storms and Energetic Radiation (PAGER) project
Yuri Y. Shprits, Tony Arber, Michael Liemohn, Ondřej Santolík, Keith Bennett, Stefano Bianco, Melanie Burns, Angelica Castillo, Marina García Peñaranda, Bernhard Haas, Julia Himmelsbach, Artem Smirnov, Dedong Wang, Kuan-Yu Ke, Benoît Tezenas du Montcel, Arnaud Trouche, Julien Forest, Michael Wutzig, Irina Zhelavskaya, Anthony Saikin, Alexander Drozdov, Jorge Amaya, Alexi Glover, Norma B. Crosby, Dave Pitchford, et al. Advances in Space Research 77(12) 12321 (2026) https://doi.org/10.1016/j.asr.2026.03.090
Physics-informed feature engineering for LSTM-based short-term forecasting of the geomagnetic Kp index
Forecasting geomagnetic Kp index using Long Short-Term Memory-Attention model
Nazar Khalimonenko, Liudmyla Kozak, Bohdan Petrenko and Elena A. Kronberg Journal of Atmospheric and Solar-Terrestrial Physics 284 106839 (2026) https://doi.org/10.1016/j.jastp.2026.106839
Forecasting of the Geomagnetic Activity for the Next 3 Days Utilizing Neural Networks Based on Parameters Related to Large‐Scale Structures of the Solar Corona
Tingyu Wang, Bingxian Luo, Jingjing Wang, Xianzhi Ao, Liqin Shi, Qiuzhen Zhong and Siqing Liu Space Weather 23(2) (2025) https://doi.org/10.1029/2024SW004090
Estimation and assessment of solar wind propagation time from the Lagrange point L1 to Earth’s bow shock
Samira Tasnim, Ying Zou, Claudia Borries, Carsten Baumann, Brian M. Walsh, Connor O’Brien, Krishna Khanal and Huaming Zhang Frontiers in Astronomy and Space Sciences 12 (2025) https://doi.org/10.3389/fspas.2025.1675769
LSTM‐Based Modeling of Radiation Belt Electrons Using MagEIS Observations From RBSP Satellites
A Novel Model for Forecasting Geomagnetic Indices Using Machine Learning
Guram Kervalishvili, Ingo Michaelis, Monika Korte, Jan Rauberg and Jürgen Matzka Geophysical Research Letters 52(8) (2025) https://doi.org/10.1029/2025GL114848
Employing the Coupled EUHFORIA‐OpenGGCM Model to Predict CME Geoeffectiveness
Anwesha Maharana, W. Douglas Cramer, Evangelia Samara, Camilla Scolini, Joachim Raeder and Stefaan Poedts Space Weather 22(5) (2024) https://doi.org/10.1029/2023SW003715
Comparative Analysis of the Procedures to Forecast the Kp Geomagnetic Index by Machine Learning
Sean Bruinsma, Thierry Dudok de Wit, Tim Fuller-Rowell, Katherine Garcia-Sage, Piyush Mehta, Fabian Schiemenz, Yuri Y. Shprits, Ruggero Vasile, Jia Yue and Sean Elvidge Advances in Space Research (2023) https://doi.org/10.1016/j.asr.2023.05.011
A New Method for Predicting Non‐Recurrent Geomagnetic Storms
Forecast of the Energetic Electron Environment of the Radiation Belts
Simon N. Walker, Richard J. Boynton, Yuri Y. Shprits, Michael A. Balikhin and Alexander Y. Drozdov Space Weather 20(12) (2022) https://doi.org/10.1029/2022SW003124
On the Considerations of Using Near Real Time Data for Space Weather Hazard Forecasting
A. W. Smith, C. Forsyth, I. J. Rae, T. M. Garton, C. M. Jackman, M. Bakrania, R. M. Shore, G. S. Richardson, C. D. Beggan, M. J. Heyns, J. P. Eastwood, A. W. P. Thomson and J. M. Johnson Space Weather 20(7) (2022) https://doi.org/10.1029/2022SW003098
Modeling Radiation Belt Electrons With Information Theory Informed Neural Networks
Simon Wing, Drew L. Turner, Aleksandr Y. Ukhorskiy, Jay R. Johnson, Thomas Sotirelis, Romina Nikoukar and Giuseppe Romeo Space Weather 20(8) (2022) https://doi.org/10.1029/2022SW003090
Earth and Space Science Informatics Perspectives on Integrated, Coordinated, Open, Networked (ICON) Science
D. J. Hills, J. E. Damerow, B. Ahmmed, N. Catolico, S. Chakraborty, C. M. Coward, R. Crystal‐Ornelas, W. D. Duncan, L. N. Goparaju, C. Lin, Z. Liu, M. K. Mudunuru, Y. Rao, R. J. Rovetto, Z. Sun, B. P. Whitehead, L. Wyborn and T. Yao Earth and Space Science 9(4) (2022) https://doi.org/10.1029/2021EA002108
North–South IMF Disturbance Detection via an Adaptive Filter Approach
Forecasting the Geomagnetic Activity Several Days in Advance Using Neural Networks Driven by Solar EUV Imaging
Guillerme Bernoux, Antoine Brunet, Éric Buchlin, Miho Janvier and Angélica Sicard Journal of Geophysical Research: Space Physics 127(10) (2022) https://doi.org/10.1029/2022JA030868
Investigating and comparing the two superstorms in the 23rd solar cycle
Forecasting the Probability of Large Rates of Change of the Geomagnetic Field in the UK: Timescales, Horizons, and Thresholds
A. W. Smith, C. Forsyth, I. J. Rae, T. M. Garton, T. Bloch, C. M. Jackman and M. Bakrania Space Weather 19(9) (2021) https://doi.org/10.1029/2021SW002788
Forecasting SYM‐H Index: A Comparison Between Long Short‐Term Memory and Convolutional Neural Networks
F. Siciliano, G. Consolini, R. Tozzi, M. Gentili, F. Giannattasio and P. De Michelis Space Weather 19(2) (2021) https://doi.org/10.1029/2020SW002589
The Geomagnetic Kp Index and Derived Indices of Geomagnetic Activity
RMSE is not enough: Guidelines to robust data-model comparisons for magnetospheric physics
Michael W. Liemohn, Alexander D. Shane, Abigail R. Azari, Alicia K. Petersen, Brian M. Swiger and Agnit Mukhopadhyay Journal of Atmospheric and Solar-Terrestrial Physics 218 105624 (2021) https://doi.org/10.1016/j.jastp.2021.105624
Local Magnetic Activity Index Nowcast Based on Concurrent Measurements at Two Observatories in Close Proximity
An operational approach to forecast the Earth’s radiation belts dynamics
Guillerme Bernoux, Antoine Brunet, Éric Buchlin, Miho Janvier and Angélica Sicard Journal of Space Weather and Space Climate 11 60 (2021) https://doi.org/10.1051/swsc/2021045
Predicting the Effects of Solar Storms on the Ionosphere Based on a Comparison of Real-Time Solar Wind Data with the Best-Fitting Historical Storm Event
Classification of Magnetosheath Jets Using Neural Networks and High Resolution OMNI (HRO) Data
Savvas Raptis, Sigiava Aminalragia-Giamini, Tomas Karlsson and Martin Lindberg Frontiers in Astronomy and Space Sciences 7 (2020) https://doi.org/10.3389/fspas.2020.00024
The Space Weather Atmosphere Models and Indices (SWAMI) project: Overview and first results
David R. Jackson, Sean Bruinsma, Sandra Negrin, et al. Journal of Space Weather and Space Climate 10 18 (2020) https://doi.org/10.1051/swsc/2020019
Identifying Magnetic Reconnection in 2D Hybrid Vlasov Maxwell Simulations with Convolutional Neural Networks
A. Hu, M. Sisti, F. Finelli, F. Califano, J. Dargent, M. Faganello, E. Camporeale and J. Teunissen The Astrophysical Journal 900(1) 86 (2020) https://doi.org/10.3847/1538-4357/aba527
Probabilistic Forecasts of Storm Sudden Commencements From Interplanetary Shocks Using Machine Learning
A. W. Smith, I. J. Rae, C. Forsyth, D. M. Oliveira, M. P. Freeman and D. R. Jackson Space Weather 18(11) (2020) https://doi.org/10.1029/2020SW002603
Medium‐Range Forecasting of Solar Wind: A Case Study of Building Regression Model With Space Weather Forecast Testbed (SWFT)
Chunming Wang, I. Gary Rosen, Bruce T. Tsurutani, Olga P. Verkhoglyadova, Xing Meng and Anthony J. Mannucci Space Weather 18(12) (2020) https://doi.org/10.1029/2019SW002433
Systematic Analysis of Machine Learning and Feature Selection Techniques for Prediction of the Kp Index
O+ Escape During the Extreme Space Weather Event of 4–10 September 2017
Audrey Schillings, Hans Nilsson, Rikard Slapak, Peter Wintoft, Masatoshi Yamauchi, Magnus Wik, Iannis Dandouras and Chris M. Carr Space Weather 16(9) 1363 (2018) https://doi.org/10.1029/2018SW001881
Model Evaluation Guidelines for Geomagnetic Index Predictions
Michael W. Liemohn, James P. McCollough, Vania K. Jordanova, Chigomezyo M. Ngwira, Steven K. Morley, Consuelo Cid, W. Kent Tobiska, Peter Wintoft, Natalia Yu. Ganushkina, Daniel T. Welling, Suzy Bingham, Michael A. Balikhin, Hermann J. Opgenoorth, Miles A. Engel, Robert S. Weigel, Howard J. Singer, Dalia Buresova, Sean Bruinsma, Irina S. Zhelavskaya, Yuri Y. Shprits and Ruggero Vasile Space Weather 16(12) 2079 (2018) https://doi.org/10.1029/2018SW002067
Prediction of Solar Wind Speed at 1 AU Using an Artificial Neural Network