[HTML][HTML] Review on Hardware Devices and Software Techniques Enabling Neural Network Inference Onboard Satellites

L Diana, P Dini - Remote Sensing, 2024 - mdpi.com
Neural networks (NNs) have proven their ability to deal with many computer vision tasks,
including image-based remote sensing such as the identification and segmentation of …

[HTML][HTML] A comprehensive survey of orbital edge computing: Systems, applications, and algorithms

YIN Zengshan, WU Changhao, GUO Chongbin… - Chinese Journal of …, 2024 - Elsevier
The number of satellites, especially those operating in Low-Earth Orbit (LEO), has been
exploding in recent years. Additionally, the burgeoning development of Artificial Intelligence …

[HTML][HTML] Proposal and investigation of a distributed learning strategy in Orbital Edge Computing-endowed satellite networks for Earth Observation applications

F Valente, FG Lavacca, T Fiori, V Eramo - Computer Networks, 2024 - Elsevier
One of the key enabling solutions to in-orbit extract information from Earth Observation
images is given by deep learning techniques. However, the accuracy of these algorithms is …

Delay-Sensitive Service Provisioning in Software-Defined Low-Earth-Orbit Satellite Networks

F Dong, Y Zhang, G Liu, H Yu, C Sun - Electronics, 2023 - mdpi.com
With the advancement of space technology and satellite communications, low-Earth-orbit
(LEO) satellite networks have experienced rapid development in the past decade. In the …

[HTML][HTML] A Distributed Deadlock-Free Task Offloading Algorithm for Integrated Communication–Sensing–Computing Satellites with Data-Dependent Constraints

R Zhang, Y Yang, H Li - Remote Sensing, 2024 - mdpi.com
Integrated communication–sensing–computing (ICSC) satellites, which integrate edge
computing servers on Earth observation satellites to process collected data directly in orbit …

Research on reliability mapping of 5G low orbit constellation network slice based on deep reinforcement learning

Y Xiao, N Li, J Yu, B Zhao, D Chen, Z Wei - Scientific Reports, 2024 - nature.com
Reliability mapping of 5G low orbit constellation network slice is an important means to
ensure link network communication. The problem of state space explosion is a typical …

Onboard Computing for Autonomy and Decision Making in Satellite Systems: An Overview

R Ravishankar, OL de Weck - AIAA SCITECH 2025 Forum, 2025 - arc.aiaa.org
As satellite missions heighten in complexity, there is a need for spacecraft equipped with
greater intelligence and autonomy. This calls for onboard, real-time decision-making …

Proposal and Investigation of a Distributed Learning Strategy for training of Neural Networks in Earth Observation Application Scenarios

F Valente, FG Lavacca, T Fiori… - NOMS 2024-2024 IEEE …, 2024 - ieeexplore.ieee.org
One of the key enabling solutions to in-orbit extract information from Earth Observation
images is given by deep learning techniques. However, the accuracy of these algorithms is …

Visibility-Aware User Association and Resource Allocation in Multi-Slice LEO Satellite Networks

M Mahyoub, H Yanikomeroglu, GK Kurt, S Martel - Authorea Preprints, 2024 - techrxiv.org
The low Earth orbit (LEO) satellite megaconstellation can provide ubiquitous coverage and
high-performance connectivity, supporting multi-slice applications with various key …

Design and evaluation of strategies to minimize operating costs and support in-orbit Distributed Learning within satellite networks for Earth Observation

F Valente - 2024 - iris.uniroma1.it
Earth Observation (EO) satellites currently acquire images to be then stored in their on-
board memory, until they fly over a ground station, when they shall transmit a high amount of …