Publications

2025

A. Volpara, A. Lupoli, F. Filbir, E. Perracchione, A.M. Massone and M. Piana, "RIS: Regularized imaging spectroscopy for STIX on board Solar Orbiter", Astronomy & Astrophysics, 694, A47 (2025).

M. Cavaiola, F. Cassola, D. Sacchetti, F. Ferrari, A. Mazzino, "Hybrid AI-enhanced lightning flash prediction in the medium-range forecast horizon", Nature Communications 15, 1188 (2024).
T. Wenzel, F. Marchetti, E. Perracchione, "Data-Driven Kernel Designs for Optimized Greedy Schemes: A Machine Learning Perspective", SIAM Journal on Scientific Computing, vol. 46(1), C101—C126, 2024.
H. Müller, P. Massa, A. Mus, J.-S. Kim, E. Perracchione, "Identifying synergies between VLBI and STIX imaging", Astronomy & Astrophysics, 684 (2024) A47.
F. Camattari, S. Guastavino, F. Marchetti, M. Piana and E. Perracchione, "Classifier-dependent feature selection via greedy methods", Statistics and Computing, vol. 34, article number 151, (2024).
S. Guastavino, K. Bahamazava, E. Perracchione, F. Camattari, G. Audone, D. Telloni, R. Susino, G. Nicolini, S. Fineschi, M. Piana and A.M. Massone. "Forecasting Geoeffective Events from Solar Wind Data and Evaluating the Most Predictive Features through Machine Learning Approaches". The Astrophysical Journal, 971:94, (2024).
A. Volpara, M. Catalano, M. Piana and A. M. Massone. "Multi-scale CLEAN for Fourier-based hard x-ray solar imaging". Inverse Problems, 40 125017 (2024).
M. Cavaiola, P. E. Tuju and A. Mazzino. "Accurate and efficient AI-assisted paradigm for adding granularity to ERA5 precipitation reanalysis". Scientific Reports, 14, Article number: 26158 (2024).

E. Perracchione, F. Camattari, A. Volpara, P. Massa, A. M. Massone, M. Piana, "Unbiased CLEAN for STIX in Solar Orbiter", The Astrophysical Journal Supplement Series, (2023), 268 (68).

S. Guastavino, V. Candiani, F. Marchetti, F. Benvenuto, A. M. Massone, A. Bemporad, R. Susino, D. Telloni, S. Fineschi, M. Piana, "Physics-driven machine learning for the prediction of coronal mass ejections' travel times", The Astrophysical Journal, (2023), 954(2): 151.
F. Marchetti, E. Perracchione, A. Volpara, A. M. Massone, S. De Marchi, M. Piana, "Mapped Variably Scaled Kernels: Applications to Solar Imaging", Lecture Notes in Computer Science, 577 - 592, 2023, 23rd International Conference on Computational Science and Its Applications (ICCSA 2023), Athens 3-6 July 2023.

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