Giacomo Acciarini

24 papers B 1C 2Journal 20Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
Connecting the Dots: A Machine Learning Ready Dataset for Ionospheric Forecasting Models.
CoRR
Linnea Wolniewicz, Halil Kelebek, Simone Mestici, Michael Vergalla, Giacomo Acciarini, Bala Poduval, Olga Verkhoglyadova, Madhulika Guhathakurta, Thomas E. Berger, Atilim Günes Baydin, Frank Soboczenski
2025 J jnl
EclipseNETs: Learning Irregular Small Celestial Body Silhouettes.
CoRR
Giacomo Acciarini, Dario Izzo, Francesco Biscani
2025 J jnl
Forecasting the Ionosphere from Sparse GNSS Data with Temporal-Fusion Transformers.
CoRR
Giacomo Acciarini, Simone Mestici, Halil Kelebek, Linnea M. Wolniewicz, Michael D. Vergalla, Madhulika Guhathakurta, Umaa Rebbapragada, Bala Poduval, Atilim Günes Baydin, Frank Soboczenski
2025 J jnl
High-order expansion of Neural Ordinary Differential Equations flows.
CoRR
Dario Izzo, Sebastien Origer, Giacomo Acciarini, Francesco Biscani
2025 J jnl
IonCast: A Deep Learning Framework for Forecasting Ionospheric Dynamics.
CoRR
Halil Kelebek, Linnea M. Wolniewicz, Michael D. Vergalla, Simone Mestici, Giacomo Acciarini, Bala Poduval, Olga Verkhoglyadova, Madhulika Guhathakurta, Thomas E. Berger, Frank Soboczenski, Atilim Günes Baydin
2025 J jnl
Probability of collision in nonlinear dynamics by moment propagation.
CoRR
Théo Verhelst, Giacomo Acciarini, Dario Izzo, Francesco Biscani
2025 J jnl
Towards Methane Detection Onboard Satellites.
CoRR
Maggie Chen, Hala Lambdouar, Luca Marini, Laura Martínez-Ferrer, Christopher Bridges, Giacomo Acciarini
2024 J jnl
Asteroid Mining: ACT&Friends' Results for the GTOC 12 Problem.
CoRR
Dario Izzo, Marcus Märtens, Laurent Beauregard, Max Bannach, Giacomo Acciarini, Emmanuel Blazquez, Alexander Hadjiivanov, Jai Grover, Gernot Heißel, Yuri Shimane, Chit Hong Yam
2024 J jnl
Certifying Guidance & Control Networks: Uncertainty Propagation to an Event Manifold.
CoRR
Sebastien Origer, Dario Izzo, Giacomo Acciarini, Francesco Biscani, Rita Mastroianni, Max Bannach, Harry Holt
2024 J jnl
Closing the Gap Between SGP4 and High-Precision Propagation via Differentiable Programming.
CoRR
Giacomo Acciarini, Atilim Günes Baydin, Dario Izzo
2024 J jnl
Computing low-thrust transfers in the asteroid belt, a comparison between astrodynamical manipulations and a machine learning approach.
CoRR
Giacomo Acciarini, Laurent Beauregard, Dario Izzo
2024 J jnl
EclipseNETs: a differentiable description of irregular eclipse conditions.
CoRR
Giacomo Acciarini, Francesco Biscani, Dario Izzo
2024 C conf
Live Twinning: A Vision of ML Enabled Assets in Leo for Rapid Response to Natural Catastrophes.
IGARSS
James Parr, Giacomo Acciarini, Chris Bridges, Gonzalo Mateo-Garcia, Enrique Portales Julia, Cormac Purcell, Vít Ruzicka, Anne Spalding, Josh Veitch-Michaelis
2024 J jnl
NeuralODEs for VLEO simulations: Introducing thermoNET for Thermosphere Modeling.
CoRR
Dario Izzo, Giacomo Acciarini, Francesco Biscani
2024 J jnl
Nonlinear Propagation of Non-Gaussian Uncertainties: Theory and Applications to Spacecraft Trajectory Design.
CoRR
Giacomo Acciarini, Nicola Baresi, David Lloyd, Dario Izzo
2024 J jnl
Onboard Cloud Detection and Atmospheric Correction With Efficient Deep Learning Models.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
César Aybar, Gonzalo Mateo-García, Giacomo Acciarini, Vít Ruzicka, Gabriele Meoni, Nicolas Longépé, Luis Gómez-Chova
2024 — conf
The Space Optimization Competition: Third Edition.
GECCO Companion
Max Bannach, Emmanuel Blazquez, Dario Izzo, Giacomo Acciarini, Alexander Hadjiivanov, Gernot Heißel, Rita Mastroianni, Sebastien Origer, Jai Grover, Dominik Dold, Zacharia Rudge
2023 J jnl
High-Cadence Thermospheric Density Estimation enabled by Machine Learning on Solar Imagery.
CoRR
Shreshth A. Malik, James Walsh, Giacomo Acciarini, Thomas E. Berger, Atilim Günes Baydin
2023 C conf
Onboard Cloud Detection and Atmospheric Correction with Deep Learning Emulators.
IGARSS
Gonzalo Mateo-García, César Aybar, Giacomo Acciarini, Vít Ruzicka, Gabriele Meoni, Nicolas Longépé, Luis Gómez-Chova
2022 J jnl
The Fellowship of the Dyson Ring: ACT&Friends' Results and Methods for GTOC 11.
CoRR
Marcus Märtens, Dario Izzo, Emmanuel Blazquez, Moritz von Looz, Pablo Gómez, Anne Mergy, Giacomo Acciarini, Chit Hong Yam, Javier Hernando Ayuso, Yuri Shimane
2021 J jnl
Simultaneous Multivariate Forecast of Space Weather Indices using Deep Neural Network Ensembles.
CoRR
Bernard Benson, Edward Brown, Stefano Bonasera, Giacomo Acciarini, Jorge A. Pérez-Hernández, Eric Sutton, Moriba K. Jah, Christopher Bridges, Meng Jin, Atilim Günes Baydin
2020 B conf
MHACO: a Multi-Objective Hypervolume-Based Ant Colony Optimizer for Space Trajectory Optimization.
CEC
Giacomo Acciarini, Dario Izzo, Erwin Mooij
2020 J jnl
Spacecraft Collision Risk Assessment with Probabilistic Programming.
CoRR
Giacomo Acciarini, Francesco Pinto, Sascha Metz, Sarah Boufelja, Sylvester Kaczmarek, Klaus Merz, José A. Martinez-Heras, Francesca Letizia, Christopher Bridges, Atilim Günes Baydin
2020 J jnl
Towards Automated Satellite Conjunction Management with Bayesian Deep Learning.
CoRR
Francesco Pinto, Giacomo Acciarini, Sascha Metz, Sarah Boufelja, Sylvester Kaczmarek, Klaus Merz, José A. Martinez-Heras, Francesca Letizia, Christopher Bridges, Atilim Günes Baydin