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Adaptive Routing Strategy for Satellite Internet Under Smart Jamming Attacks via Graph Attention Network

  • Beilmng University
  • Beihang University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Satellite internet has advanced rapidly, enabling global connectivity in remote regions and disaster relief. However, low Earth orbit (LEO) constellations, with dynamic topologies and periodic visibility, are highly vulnerable to smart jamming, which degrades reliability. To address this challenge, we propose an adaptive routing strategy that combines Graph Attention Networks (GAT) with Deep Reinforcement Learning (DRL). The constellation is modeled as a graph, and the routing task is formulated as a Markov Decision Process (MDP). GAT extracts topological features with multi-head attention to capture diverse inter-satellite dependencies, while the Actor-Critic DRL module optimizes next-hop selection using a reward function balancing delay, distance, and reliability. The framework adopts offline training and online decision-making, enabling rapid adaptation under jamming. Simulations on a Starlink constellation show that, compared with the exisiting baselines, the proposed GAT-DRL achieves lower routing delay and stronger robustness across different jamming intensities. Results demonstrate that integrating GAT's feature modeling with DRL's policy optimization significantly enhances anti-jamming capability and routing stability. This work provides a foundation for extending intelligent routing to multi-layer constellations and more complex interference scenarios, supporting resilient satellite internet infrastructure.

Original languageEnglish
Title of host publicationIAF Space Communications and Navigation Symposium - Held at the 76th International Astronautical Congress, IAC 2025
PublisherInternational Astronautical Federation, IAF
Pages784-790
Number of pages7
ISBN (Electronic)9798331329303
DOIs
StatePublished - 2025
Event2025 IAF Space Communications and Navigation Symposium at the 76th International Astronautical Congress, IAC 2025 - Sydney, Australia
Duration: 29 Sep 20253 Oct 2025

Publication series

NameProceedings of the International Astronautical Congress, IAC
Volume2-F218715
ISSN (Print)0074-1795

Conference

Conference2025 IAF Space Communications and Navigation Symposium at the 76th International Astronautical Congress, IAC 2025
Country/TerritoryAustralia
CitySydney
Period29/09/253/10/25

Keywords

  • Adaptive Routing
  • Deep Reinforcement Learning
  • Graph Attention Network
  • Satellite Internet

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