Shortest Path in LEO Satellite Constellation Networks: An Explicit Analytic Approach
Кратчайший путь в сетях спутниковых группировок на низкой околоземной орбите: явный аналитический подход
2024-02-13
SCID: 54.1/23jywszp
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LEO satellite networksSTEPCLIMBanalytic phase-based algorithminter-satellite linksshortest path routing
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Abstract (AI)
The Shortest Distance Path (SDP) problem is a critical routing issue in communication networks, particularly in satellite networks. Typically, SDP is solved by graph-based iterative algorithms, while an explicit or analytic approach is challenging. However, considering the orbit dynamics and topology regularity, this paper proposes, for the first time, an explicit analytic phase-based algorithm STEPCLIMB to directly solve the SDP in low-Earth orbit (LEO) satellite networks. Based on the relationship between satellite phase and inter-satellite link distance, the SDP is modeled with the satellite phase, and SDP problem is converted into a total phase offset problem through theoretical derivations. Then STEPCLIMB is derived in two cases, respectively. Monte-Carlo simulations verify STEPCLIMB’s accuracy, which has zero error in the mono-valley case and has less than 0.1% error in the bi-valley case. The algorithm performs better in larger-scale constellations and can save over 99.4% computational cost compared to Dijkstra algorithm. Further, the SDP pattern and features in Starlink constellation are analyzed. The model proves that most inter-plane hops in the SDP occur successively, and the simulations further indicate that these hops prefer satellites in the higher latitude regions.
Key Findings
1
In Starlink shortest paths, most inter-plane hops occur consecutively and tend to use satellites in higher-latitude regions.
2
Monte Carlo simulations show zero error in mono-valley cases and less than 0.1% error in bi-valley cases.
3
STEPCLIMB performs better for larger constellations and reduces computational cost by over 99.4% compared with Dijkstra’s algorithm.
4
The method models shortest-path routing using satellite phase and converts the problem into determining a total phase offset through theoretical derivations.
5
The paper introduces STEPCLIMB, the first explicit analytic, phase-based algorithm for directly solving shortest paths in LEO satellite networks.
Research Object
low-Earth orbit (LEO) satellite constellation networks
Research Subject
shortest-distance path routing structure, phase-offset formulation, and hop patterns in LEO satellite constellation networks
Publication Details
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2024-02-13
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