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. 2025 Aug 21;15:30798. doi: 10.1038/s41598-025-16815-7

Table 1.

Key contents, methods, research findings, and limitations of related studies.

Research authors Research topic Research method Research findings Limitations
Wang et al.17 LEO Satellite Navigation Resource Allocation Based on DP DP Efficiently solved subproblems such as ground station deployment and task scheduling Limited applicability due to combinatorial explosion in high-dimensional mixed continuous-discrete design problems
Wang et al.18 Multi-layer LEO Constellation Optimization Using D-NSDE D-NSDE Demonstrated good convergence and Pareto front exploration in MOO Insufficient adaptation to strong dynamic constraints such as orbital perturbations
Tao et al.19 Joint Optimization of Altitude and Beamwidth for IoT-Oriented LEO Constellations Hybrid optimization combining Genetic Algorithm and multi-objective heuristics Improved system capacity and coverage effectiveness in IoT scenarios Complex parameter tuning; algorithm stability dependent on initial settings
Huang et al.20 Optimal Design of Communication and Navigation Integrated LEO Constellations Using Genetic Algorithms GA Proposed an optimization strategy integrating communication and navigation Lacked comprehensive consideration of dynamic factors like orbital perturbations and constellation robustness
Hong et al.21 Impact of Low-Earth Orbit Satellites on PPP Convergence Speed Simulated the effect of 180 globally distributed LEO satellites on PPP convergence Found that LEO satellites significantly improved PPP convergence speed, especially in single GNSS scenarios Differences between simulation results and real-world applications require further investigation