research-article

A Cloud-Edge Collaboration CNN-Based Routing Method for ISAC in LEO Satellite Networks

Authors:

Yafei ZhaoAuthors Info & Claims

ISACom '23: Proceedings of the 2nd Workshop on Integrated Sensing and Communications for Metaverse

Pages 25 - 29

https://doi.org/10.1145/3597065.3597451

Published: 20 June 2023 Publication History

Abstract

Benefit from the development of satellite communication technology, low earth orbit (LEO) satellite network is poised to be a critical technology for the sixth generation (6G) communication technology. LEO satellites within the constellation and between different constellations can route data from node to node through intersatel-lite link, improving the continuous transmission of service data and space-based in-orbit service capabilities. However, traffic in the network varies over time, while the mobility of LEO satellites causes the network topology to change over time, raising a problem that requires instantaneous routing updates based on the satellite network state and topology. Motivated by this, in this paper, we propose a CNN-based real-time routing scheme with the overall goal of minimizing the service data flow delay. In the simulation scenario, experimental results show that compared with the shortest path first algorithm (SPF), the algorithm proposed in this paper can reduce the data flow completion time (FCT) by 10%.

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Cited By

Shen HLi JLi XCheng RHao KWang Z(2025)Theoretical Proof and Implementation of Digital Beam Control and Beamforming Algorithm for Low Earth Orbit Satellite Broadcast Signal Reception Processing TerminalElectronics10.3390/electronics1403044014:3(440)Online publication date: 22-Jan-2025
https://doi.org/10.3390/electronics14030440
Luan YSun FZhou J(2024)A Service-Caching Strategy Assisted by Double DQN in LEO Satellite NetworksSensors10.3390/s2411337024:11(3370)Online publication date: 24-May-2024
https://doi.org/10.3390/s24113370
Shen HLi JWang Z(2024)Design and Simulation of Low-Orbit Satellite Broadcast Signal Receiving and Processing TerminalElectronics10.3390/electronics1316327013:16(3270)Online publication date: 17-Aug-2024
https://doi.org/10.3390/electronics13163270
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Index Terms

A Cloud-Edge Collaboration CNN-Based Routing Method for ISAC in LEO Satellite Networks
1. Networks

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Published In

cover image ACM Conferences

ISACom '23: Proceedings of the 2nd Workshop on Integrated Sensing and Communications for Metaverse

June 2023

41 pages

ISBN:9798400702150

DOI:10.1145/3597065

Co-chairs:
Yuanhao Cui
Beijing University of Posts and Telecommunications, China
,
Pengyuan Zhou
University of Science and Technology of China (USTC), China
,
Fan Liu
Southern University of Science and Technology, China
,
Christos Masouros
University College, London, UK

Copyright © 2023 ACM.

Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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Publication History

Published: 20 June 2023

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Shanghai Industrial Collaborative Innovation Project

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ISACom '23

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SIGMOBILE

ISACom '23: 2nd Workshop on Integrated Sensing and Communications for Metaverse

June 18, 2023

Helsinki, Finland

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Cited By

Shen HLi JLi XCheng RHao KWang Z(2025)Theoretical Proof and Implementation of Digital Beam Control and Beamforming Algorithm for Low Earth Orbit Satellite Broadcast Signal Reception Processing TerminalElectronics10.3390/electronics1403044014:3(440)Online publication date: 22-Jan-2025
https://doi.org/10.3390/electronics14030440
Luan YSun FZhou J(2024)A Service-Caching Strategy Assisted by Double DQN in LEO Satellite NetworksSensors10.3390/s2411337024:11(3370)Online publication date: 24-May-2024
https://doi.org/10.3390/s24113370
Shen HLi JWang Z(2024)Design and Simulation of Low-Orbit Satellite Broadcast Signal Receiving and Processing TerminalElectronics10.3390/electronics1316327013:16(3270)Online publication date: 17-Aug-2024
https://doi.org/10.3390/electronics13163270
Zhao YZhou JChen ZWang X(2024)A DRL-Based Satellite Service Allocation Method in LEO Satellite NetworksAerospace10.3390/aerospace1105038611:5(386)Online publication date: 13-May-2024
https://doi.org/10.3390/aerospace11050386
Liao HZhang XZhou JLi X(2024)Real-Time Routing Design for LEO Satellite Networks: An Enhanced Multi-Agent DRL Approach2024 IEEE/CIC International Conference on Communications in China (ICCC Workshops)10.1109/ICCCWorkshops62562.2024.10693714(547-552)Online publication date: 7-Aug-2024
https://doi.org/10.1109/ICCCWorkshops62562.2024.10693714
Chen ZZhou JZhao Y(2024)A Cost-Effective Satellite Service Allocation Method in ISTN EnvironmentProceedings of 2024 12th China Conference on Command and Control10.1007/978-981-97-7774-7_23(249-262)Online publication date: 27-Dec-2024
https://doi.org/10.1007/978-981-97-7774-7_23
Chen ZLin GZhou JZhao Y(2023)Research on Satellite Routing Method Based on Q-Learning in Failure ScenariosProceedings of 2023 Chinese Intelligent Systems Conference10.1007/978-981-99-6847-3_37(433-445)Online publication date: 8-Oct-2023
https://doi.org/10.1007/978-981-99-6847-3_37

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