Articles published in scientific journals related to the SWATNet project will appear here


  • Chierichini S., J. Liu, M. B. Korsós, D. Del Moro, R. Erdélyi:  ‘CME arrival Modelling with Machine Learning’. Astrophys. J.(accepted) (Project 11)
  • Chierichini, S., G. Francisco, R. Mugatwala, R. Foldes, E. Camporeale, G. De Gasperis, L. Giovannelli, G. Napoletano, D. Del Moro, R. Erdélyi: ‘A Bayesian approach to the drag-based modelling of ICMEs’. J. Space Weather Space Clim.Volume 14, 2024, DOI: (project 11)
  • Bourgeois, S. T. Barata, R. Erdélyi, R. Gafeira, O. Oliveira:  ‘Sunspots identification through Mathematical Morphology ’. Sol Phys 299, 10 (2024)  DOI (Project 12)
  • Francisco, G., Berretti, M., Chierichini, S.Mugatwala, R., et al.: Limits of solar flare forecasting models and new deep learning approach, Submitted to JGR : Machine Learning and Computation. (2024-01-23) Preprint on ESS Open Archive 
    DOI:, (Project 10)
  • Husidic, E., N. Wijsen, T. Baratashvili, S. Poedts, R. Vainio:  ‘Energetic particle modelling with the novel Icarus+PARADISE simulation model’. JSWSC (Revised Version submitted) (Project 8)
  • Kumar, M., K. Murawski, L. Kadowaki, B. Kuźma and E. K. J. Kilpua:  ‘Impulsively generated waves in two-fluid plasma in the solar chromosphere: Heating and generation of plasma outflows’ A&A,Volume 681, January 2024, Article Number A60,  DOI (Project 5)
  • Koya, S., S.Patsourakos, M.K Georgoulis, and A. Nindos, Title: Assessment of the Near-Sun Magnetic Field of the 10 March 2022 Coronal Mass Ejection Observed by Solar Orbiter,  A&A (Submitted) (Project 2)
  • Kumar, M., K. Murawski, B. Kuźma, E.K.J. Kilpua, L.H.S. Kadowaki, S. Poedts, and R. Erdélyi, Tittle: Solar granulation-generated chromospheric heating and plasma outflows in two-fluid magnetic arcade,  A&A (Submitted) (Project 5)
  • Mugatwala R, Chierichini S, Francisco G, Napoletano G, Foldes R, et al. 2024. A catalogue of observed geo-effective CME/ICME characteristics. J. Space Weather Space Clim. 14, 6.
  • Wagner, A, S. Bourgeois, E.K.J. Kilpua,  et. al. The Automatic Identification and Tracking of Coronal Flux Ropes — Part II: New Mathematical Morphology-based Flux Rope Extraction Method and Deflection Analysis, A&A, DOI: 10.1051/0004-6361/202348113 (Project 6)
  • Wagner, A. , D. J. Price, S. Bourgeois, J. Pomoell, S. Poedts, E. K. J. Kilpua, Solar magnetic flux rope identification with GUITAR: GUI for Tracking and Analysing flux Ropes, Frontiers in Astronomy and Space Sciences, submitted


  • Wagner, A. E. K. J. Kilpua, S. Poedts, D.J., Price, J. Pomoell, A. Kumari, F. Daei, and R. Sarkar, The Automatic Identification and Tracking of Coronal Flux Ropes – Part I: Footpoints and Fluxes, Astronomy & Astrophysics, 677, doi:, 2023.