Imperative learning: A self-supervised neural-symbolic learning framework for robot autonomy

C Wang, K Ji, J Geng, Z Ren, T Fu, F Yang… - arXiv preprint arXiv …, 2024 - arxiv.org
Data-driven methods such as reinforcement and imitation learning have achieved
remarkable success in robot autonomy. However, their data-centric nature still hinders them …

AstroSLAM: autonomous monocular navigation in the vicinity of a celestial small body—theory and experiments

M Dor, T Driver, K Getzandanner… - … International Journal of …, 2024 - journals.sagepub.com
We propose AstroSLAM, a standalone vision-based solution for autonomous online
navigation around an unknown celestial target small body. AstroSLAM is predicated on the …

An introductory review of swarm technology for spacecraft on‐orbit servicing

EG Asri, ZH Zhu - International Journal of Mechanical System …, 2024 - Wiley Online Library
This review paper presents a comprehensive evaluation and forward‐looking perspective
on the underexplored topic of servicing target objects using spacecraft swarms. Such targets …

RDDRL: a recurrent deduction deep reinforcement learning model for multimodal vision-robot navigation

Z Li, A Zhou - Applied Intelligence, 2023 - Springer
Existing deep reinforcement learning-based mobile robot navigation relies largely on single-
modal visual perception to perform local-scale navigation. However, multimodal visual …

Event-based Structure-from-Orbit

E Elms, Y Latif, TH Park… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Event sensors offer high temporal resolution visual sensing which makes them ideal for
perceiving fast visual phenomena without suffering from motion blur. Certain applications in …

Fault resilient decentralized multi-sensorial fusion based pose estimation for autonomous navigation around asteroid

M Mukherjee, A Banerjee, SG Satpute… - International Journal of …, 2023 - Springer
A decentralized multi-sensor fusion-based resilient pose estimation architecture for
autonomous navigation of satellites around an asteroid is presented in this article …

Shadow-robust silhouette reconstruction for small-body applications

P Panicucci, J Lebreton, R Brochard, E Zenou… - Journal of Spacecraft …, 2023 - arc.aiaa.org
Small bodies' exploration highlighted the need to develop new algorithms for deep space
probes navigation. The estimation of the small-body shape is a crucial step for relative …

Distributed absolute and relative estimation of spacecraft formations

K Prabhu, KT Alfriend, A Rahmani… - Journal of Guidance …, 2023 - arc.aiaa.org
For optimal decision making and collaborative task performance in multispacecraft missions,
it is essential for each spacecraft to maintain a state estimate of all the spacecraft in the …

Spacecraft State Estimation Using Neural Radiance Fields

AM Heintz, M Peck - Journal of Guidance, Control, and Dynamics, 2023 - arc.aiaa.org
MANY environments in which spacecraft operate are poorly specified, such as proximity
operations near small bodies, navigation in hazardous terrain, or precise entry, descent, and …

Bennunet-An Update on Applying Deep Learning for Minor Bodies Optical Navigation

AE Lopez, P Ghiglino… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
This paper presents Bennunet, a hybrid neural network-based method, devoted to on-board
spacecraft relative position and attitude estimation in the vicinity of minor bodies using …