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Giacomo Acciarini
Giacomo Acciarini
Visiting Researcher at European Space Agency, Advanced Concepts Team
Bestätigte E-Mail-Adresse bei ext.esa.int
Titel
Zitiert von
Zitiert von
Jahr
Towards automated satellite conjunction management with Bayesian deep learning
F Pinto, G Acciarini, S Metz, S Boufelja, S Kaczmarek, K Merz, ...
NeurIPS 2020, AI for Earth Sciences, 2020
192020
MHACO: a Multi-Objective Hypervolume-Based Ant Colony Optimizer for Space Trajectory Optimization
G Acciarini, D Izzo, E Mooij
IEEE World Congress on Computational Intelligence (IEEE WCCI), 8, 2020
182020
Spacecraft collision risk assessment with probabilistic programming
G Acciarini, F Pinto, S Metz, S Boufelja, S Kaczmarek, K Merz, ...
NeurIPS 2020, Machine Learning and the Physical Sciences, 2020
162020
Kessler: A machine learning library for spacecraft collision avoidance
G Acciarini, F Pinto, F Letizia, JA Martinez-Heras, K Merz, C Bridges, ...
8th European Conference on Space Debris, 1-9, 2021
152021
Calathus: A sample-return mission to Ceres
O Gassot, P Panicucci, G Acciarini, H Bates, M Caballero, P Cambianica, ...
Acta Astronautica 181, 112-129, 2021
112021
Dropout and Ensemble Networks for Thermospheric Density Uncertainty Estimation
S Bonasera, G Acciarini, JA Pérez-Hernández, B Benson, E Brown, ...
NeurIPS 2021, Bayesian Deep Learning, 2021
52021
A multi-layer temporal network model of the space environment
G Acciarini, M Vasile
71st International Astronautical Congress, 2020
42020
Observation Strategies and Megaconstellations Impact on Current LEO Population
G Acciarini, N Baresi, C Bridges, L Felicetti, S Hobbs, AG Baydin
2nd NEO and Debris Detection Conference, 2023
32023
The Fellowship of the Dyson Ring: ACT&Friends' Results and Methods for GTOC 11
M Märtens, D Izzo, E Blazquez, M von Looz, P Gómez, A Mergy, ...
Acta Astronautica, 2022
32022
Simultaneous Multivariate Forecast of Space Weather Indices using Deep Neural Network Ensembles
B Benson, E Brown, S Bonasera, G Acciarini, JA Pérez-Hernández, ...
NeurIPS 2021, Machine Learning and the Physical Sciences, 2021
32021
Karman - a Machine Learning Software Package for Benchmarking Thermospheric Density Models
G Acciarini, E Brown, C Bridges, AG Baydin, TE Berger, M Guhathakurta
Advanced Maui Optical and Space Surveillance Technologies Conference (AMOS), 2023
22023
Learning the solar latent space: sigma-variational autoencoders for multiple channel solar imaging
EJE Brown, S Bonasera, B Benson, JA Pérez-Hernández, G Acciarini, ...
NeurIPS 2021, Machine Learning and the Physical Sciences, 2021
22021
On the Solution of the Fokker-Planck Equation without Diffusion for Uncertainty Propagation in Orbital Dynamics
G Acciarini, C Greco, M Vasile
2020 AAS/AIAA Astrodynamics Specialist Conference South Lake Tahoe, CA, 2020
22020
A network-based evolutionary model of the space environment
G Acciarini, M Vasile
8th European Conference on Space Debris, 1-9, 2021
12021
Closing the Gap Between SGP4 and High-Precision Propagation via Differentiable Programming
G Acciarini, AG Baydin, D Izzo
arXiv preprint arXiv:2402.04830, 2024
2024
Improving Thermospheric Density Predictions in Low‐Earth Orbit With Machine Learning
G Acciarini, E Brown, TE Berger, M Guhathakurta, J Parr, C Bridges, ...
Space Weather 22 (2), 2024
2024
Uncertainty propagation in orbital dynamics via Galerkin projection of the Fokker-Planck Equation
G Acciarini, C Greco, M Vasile
Advances in Space Research 73 (1), 53-63, 2024
2024
Incorporating Direct EUV Irradiance from Solar Images into Thermospheric Density Modelling with Machine Learning
TE Berger, S Malik, J Walsh, G Acciarini
AGU23, 2023
2023
High-Cadence Thermospheric Density Estimation enabled by Machine Learning on Solar Imagery
SA Malik, J Walsh, G Acciarini, TE Berger, AG Baydin
NeurIPS 2023, Machine Learning and the Physical Sciences, 2023
2023
Onboard Cloud Detection and Atmospheric Correction with Deep Learning Emulators
G Mateo-García, C Aybar, G Acciarini, V Růžička, G Meoni, N Longépé, ...
IGARSS 2023-2023 IEEE International Geoscience and Remote Sensing Symposium …, 2023
2023
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