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Hybrid Direct-Indirect Optimization of Low-Thrust Earth-Mars Transfer Trajectories Using Vectorized Particle Swarm Algorithms

Xin Sun, Senchun Chai, Runqi Chai, Lei Yang

Unmanned Systems | Jul 9, 2026

Abstract

Abstract

This study addresses the optimization of low-thrust Earth-Mars orbital transfer trajectories under complex dynamical constraints. To overcome the limitations of conventional direct or indirect methods, a hybrid optimization framework integrates direct trajectory initialization, vectorized particle swarm optimization (VPSO), and co-state-based indirect refinement. The three-dimensional transfer model systematically incorporates propulsion constraints, co-state variable initialization, and multi-algorithm synergy, with direct methods generating initial guesses for subsequent VPSO-enhanced global exploration and indirect precision optimization. Numerical experiments confirm the framework's convergence properties and computational stability under varying mission parameters. Compared to standalone optimization approaches, the hybrid strategy demonstrates superior solution quality in escaping local optima while maintaining computational efficiency.

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Researchers on this paper

Xin Sun

first | Twitter (United States) | ORCID 0000-0002-8308-1111

Senchun Chai

middle | ORCID 0000-0003-1910-1795

Runqi Chai

middle | ORCID 0000-0003-4083-8863

Lei Yang

last

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Citation

BibTeX

@article{Sun2026Hybrid,
  title = {Hybrid Direct-Indirect Optimization of Low-Thrust Earth-Mars Transfer Trajectories Using Vectorized Particle Swarm Algorithms},
  author = {Xin Sun and Senchun Chai and Runqi Chai and Lei Yang},
  journal = {Unmanned Systems},
  year = {2026},
  doi = {10.1142/s2301385028500446},
  url = {https://doi.org/10.1142/s2301385028500446}
}

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