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2022

Stevenson, Emma; Martinez, Riansares; Rodriguez-Fernandez, Victor; Camacho, David

Predicting the effects of kinetic impactors on asteroid deflection using end-to-end deep learning Inproceedings

In: 2022 IEEE Congress on Evolutionary Computation (CEC), pp. 1-8, Padua, Italy, 2022.

Abstract | Links | BibTeX | Tags: Asteroid Deflection, Deep Learning, Planetary Defence, Self-supervised Learning, Time Series, Transformers

Stevenson, Emma; Rodriguez-Fernandez, Victor; Urrutxua, Hodei; Camacho, David

Deep learning for all-vs-all conjunction detection Inproceedings

In: 5th Workshop on Key Topics in Orbit Propagation Applied to Space Situational Awareness (KePASSA), Logroño, Spain, 2022.

Abstract | BibTeX | Tags: Conjunction Assessment, Deep Learning, Self-supervised Learning, Space Debris, Space Situational Awareness

2021

Stevenson, Emma; Rodriguez-Fernandez, Victor; Urrutxua, Hodei; Morand, Vincent; Camacho, David

Self-supervised machine learning based approach to orbit modelling applied to space traffic management Inproceedings

In: 11th International Association for the Advancement of Space Safety Conference (IAASS), (Virtual), Osaka, Japan, 2021.

Abstract | BibTeX | Tags: Machine Learning, Orbits, Self-supervised Learning, Space Debris, Space Traffic Management