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  1. Article

    Open Access

    The OPS-SAT case: A data-centric competition for onboard satellite image classification

    While novel artificial intelligence and machine learning techniques are evolving and disrupting established terrestrial technologies at an unprecedented speed, their adaptation onboard satellites is seemingly ...

    Gabriele Meoni, Marcus Märtens, Dawa Derksen, Kenneth See, Toby Lightheart in Astrodynamics (2024)

  2. Article

    Open Access

    Geodesy of irregular small bodies via neural density fields

    Asteroids’ and comets’ geodesy is a challenging yet important task for planetary science and spacecraft operations, such as ESA’s Hera mission tasked to look at the aftermath of the recent NASA DART spacecraft...

    Dario Izzo, Pablo Gómez in Communications Engineering (2022)

  3. Article

    Open Access

    Spacecraft collision avoidance challenge: Design and results of a machine learning competition

    Spacecraft collision avoidance procedures have become an essential part of satellite operations. Complex and constantly updated estimates of the collision risk between orbiting objects inform various operators...

    Thomas Uriot, Dario Izzo, Luís F. Simões, Rasit Abay, Nils Einecke in Astrodynamics (2022)

  4. Article

    Message from the Guest Editors of the Special Issue on Applications of Artificial Intelligence in Aerospace Engineering

    Dario Izzo, Marcus Märtens, Binfeng Pan in Astrodynamics (2019)

  5. No Access

    Article

    Learning the optimal state-feedback via supervised imitation learning

    Imitation learning is a control design paradigm that seeks to learn a control policy reproducing demonstrations from expert agents. By substituting expert demonstrations for optimal behaviours, the same paradi...

    Dharmesh Tailor, Dario Izzo in Astrodynamics (2019)

  6. No Access

    Article

    Super-resolution of PROBA-V images using convolutional neural networks

    European Space Aqency (ESA)’s PROBA-V Earth observation (EO) satellite enables us to monitor our planet at a large scale to study the interaction between vegetation and climate, and provides guidance for impor...

    Marcus Märtens, Dario Izzo, Andrej Krzic, Daniël Cox in Astrodynamics (2019)

  7. No Access

    Article

    A survey on artificial intelligence trends in spacecraft guidance dynamics and control

    The rapid developments of artificial intelligence in the last decade are influencing aerospace engineering to a great extent and research in this context is proliferating. We share our observations on the rece...

    Dario Izzo, Marcus Märtens, Binfeng Pan in Astrodynamics (2019)

  8. No Access

    Article

    Target selection for a small low-thrust mission to near-Earth asteroids

    The preliminary mission design of spacecraft missions to asteroids often involves, in the early phases, the selection of candidate target asteroids. The final result of such an analysis is a list of asteroids,...

    Alessio Mereta, Dario Izzo in Astrodynamics (2018)

  9. No Access

    Article

    Revisiting Lambert’s problem

    The orbital boundary value problem, also known as Lambert problem, is revisited. Building upon Lancaster and Blanchard approach, new relations are revealed and a new variable representing all problem classes, ...

    Dario Izzo in Celestial Mechanics and Dynamical Astronomy (2015)

  10. No Access

    Article

    An evolutionary robotics approach for the distributed control of satellite formations

    We propose and study a decentralized formation flying control architecture based on the evolutionary robotic technique. We develop our control architecture for the MIT SPHERES robotic platform on board the I...

    Dario Izzo, Luís F. Simões, Guido C. H. E. de Croon in Evolutionary Intelligence (2014)