Hybrid Numerical Solution of Sequential Impulsive Pursuit and Evasion Games in Cislunar Orbital Dynamics

Authors

  • ALI MUSA FEDERAL UNIVERSITY OF EDUCATION KONTAGORA, NIGER STATE Author

DOI:

https://doi.org/10.70882/

Keywords:

Keywords: Cislunar space; orbital pursuit and evasion; circular restricted three-body problem; differential games; impulsive manoeuvres; hybrid numerical optimization.

Abstract

Abstract Impulsive orbital pursuit and evasion in cislunar space present significant challenges due to the complex gravitational interactions between Earth and the Moon. This study develops a zero-sum differential game model based on the circular restricted three-body problem (CR3BP) to determine interception strategies that minimize capture time. The necessary optimality conditions are derived using Pontryagin's Maximum Principle (PMP), resulting in a multipoint boundary value problem (MPBVP). To improve numerical convergence, a hybrid initialization method combining a genetic algorithm, coarse-grid time search, and differential correction is employed for single-impulse manoeuvres. A receding-horizon approach is further applied to generate initial solutions for multiple-impulse scenarios. Numerical analyses involving distant retrograde orbits (DROs) examine the influence of initial orbital configurations, manoeuvre timing, and impulse capabilities on interception performance. The results demonstrate that interception time varies with orbital geometry and manoeuvre constraints. The hybrid method also reduces computational time from 51.9305 to 5.3737 minutes compared with conventional grid enumeration for the evaluated case. These findings demonstrate the usefulness of combining three-body orbital dynamics with structured numerical optimization for analysing impulsive pursuit and evasion strategies in cislunar space.

References

References

1. Almeida, A. K. de, Oliveira, V. M. de, Vaillant, T., Maia, D., Correia, A. C. M., Barbosa, D. A., & Santos, L. C. C. dos. (2025). Connecting Earth and Moon via the L1 Lagrangian point. In ArXiv.org. https://doi.org/10.48550/arxiv.2502.11694

2. Atallah, M., & Servadio, S. (2024). Advances in Cislunar Periodic Solutions via Taylor Polynomial Maps. In arXiv (Cornell University). Cornell University. https://doi.org/10.48550/arxiv.2409.03692

3. Bardhan, R., & Ghose, D. (2015). Nonlinear Differential Games-Based Impact-Angle-Constrained Guidance Law. Journal of Guidance Control and Dynamics, 38(3), 384–402. https://doi.org/10.2514/1.g000940

4. Bowerfind, S. R., & Taheri, E. (2024). Rapid Approximation of Low-Thrust Spacecraft Reachable Sets within Complex Two-Body and Cislunar Dynamics. Aerospace, 11(5), 380. https://doi.org/10.3390/aerospace11050380

5. Campana, C., Merisio, G., & Topputo, F. (2024). Low-energy Earth–Moon transfers via Theory of Functional Connections and homotopy. Celestial Mechanics and Dynamical Astronomy, 136(3). https://doi.org/10.1007/s10569-024-10192-5

6. Elizabeth, G., Mikayla. (2025). Global Characterization of Optimal Trajectory Behavior in the Cislunar Regime Via Data-Driven Learning [Figshare (United Kingdom)]. In Figshare. https://doi.org/10.25394/pgs.30828647.v1

7. Ferrara, F., Arana, L. W. S., Dörfler, F., & Li, S. H. Q. (2025). A Markov Decision Process Framework for Early Maneuver Decisions in Satellite Collision Avoidance. In ArXiv.org. https://doi.org/10.48550/arxiv.2508.05876

8. Fotiadis, F., Rommel, Q., Falco, G., & Topcu, U. (2025). Adversarial Pursuits in Cislunar Space. In ArXiv.org. https://doi.org/10.48550/arxiv.2509.20330

9. Fu, S., Gong, S., & Shi, P. (2024). Analytical Pursuit-Evasion Game Strategy in Arbitrary Keplerian Reference Orbits. In arXiv (Cornell University). Cornell University. https://doi.org/10.48550/arxiv.2411.15912

10. Fu, S., Gong, S., & Shi, P. (2025). Analytical pursuit-evasion game strategy in arbitrary Keplerian reference orbits. Aerospace Science and Technology, 158, 109946. https://doi.org/10.1016/j.ast.2025.109946

11. Gao, A., Deng, K., Wang, J., & Zhao, Z. (2025). Hierarchical Intelligent Optimization Decision Method for Multi-Spacecraft Pursuit-Evasion Orbital Game. IFAC-PapersOnLine, 59(20), 1782–1787. https://doi.org/10.1016/j.ifacol.2025.11.417

12. Gupta, K., Allen, R., Fridovich-Keil, D., & Topcu, U. (2025). More Information Is Not Always Better: Connections Between Zero-Sum Local Nash Equilibria in Feedback and Open-Loop Information Patterns. IEEE Control Systems Letters, 9, 1405–1410. https://doi.org/10.1109/lcsys.2025.3583329

13. Hafer, W. T., Reed, H. L., Turner, J. D., & Pham, K. (2015). Sensitivity Methods Applied to Orbital Pursuit Evasion. Journal of Guidance Control and Dynamics, 38(6), 1118–1126. https://doi.org/10.2514/1.g000832

14. Halsey, S., Curtis, D., & Prince, E. R. (2024). Impact of Disparate Goals on Evader Performance in an Orbital Pursuer-Evader Game. https://doi.org/10.2514/6.2024-2070

15. Han, H., & Dang, Z. (2023). Models and Strategies for J 2 -Perturbed Orbital Pursuit–Evasion Games. Space Science & Technology, 3. https://doi.org/10.34133/space.0063

16. He, H., Shi, P., & Zhao, Y. (2022). Hierarchical Optimization Algorithm and Applications of Spacecraft Trajectory Optimization. Aerospace, 9(2), 81. https://doi.org/10.3390/aerospace9020081

17. Jagat, A., & Sinclair, A. J. (2017). Nonlinear Control for Spacecraft Pursuit-Evasion Game Using the State-Dependent Riccati Equation Method. IEEE Transactions on Aerospace and Electronic Systems, 53(6), 3032–3042. https://doi.org/10.1109/taes.2017.2725498

18. Kumar, B., Rawat, A. K. S., Rosengren, A. J., & Ross, S. D. (2025). Cislunar Resonant Transport and Heteroclinic Pathways: From 3:1 to 2:1 to L1. In arXiv (Cornell University). Cornell University. https://doi.org/10.48550/arxiv.2509.12675

19. LaFarge, N. B., Miller, D., Howell, K. C., & Linares, R. (2020). Guidance for Closed-Loop Transfers using Reinforcement Learning with Application to Libration Point Orbits. AIAA Scitech 2020 Forum. https://doi.org/10.2514/6.2020-0458

20. Li, R., Xue, D., Lang, X., Liu, X., & Chen, Z. (2025). Differential Game Approach to Orbital Pursuit-Evasion Problems. IFAC-PapersOnLine, 59(20), 1948–1952. https://doi.org/10.1016/j.ifacol.2025.11.443

21. Liu, Z., Xu, S., Zhao, L., & Dang, Z. (2025). Intermittent Pursuit of Noncooperative Space Targets Under Discontinuous Observations via Deep Reinforcement Learning. IEEE Transactions on Aerospace and Electronic Systems, 62, 2109–2129. https://doi.org/10.1109/taes.2025.3636848

22. Mehlman, C., Kounios, A. A., Lai, L., Prasad, A. R., Kully, W., Brown, D., Hughes, R., Chalamalasetty, S., Distler, J., Dilone, R., Palomino, E., Lewick, K., Calabrese, M., Boschetti, N., Goel, M., Phillips, S., & Falco, G. (2025, January 1). The MAGPIE: Satellite Autonomy for Uncooperative Environments. Proceedings of the ... Annual Hawaii International Conference on System Sciences/Proceedings of the Annual Hawaii International Conference on System Sciences. https://doi.org/10.24251/hicss.2025.870

23. Paladini, S. (2026). The Need for Cislunar Governance: Environmental Security and Sustainability Challenges. International Journal for the Semiotics of Law - Revue Internationale de Sémiotique Juridique. https://doi.org/10.1007/s11196-026-10510-0

24. Pontani, M., & Conway, B. A. (2009). Numerical Solution of the Three-Dimensional Orbital Pursuit-Evasion Game. Journal of Guidance Control and Dynamics, 32(2), 474–487. https://doi.org/10.2514/1.37962

25. Ross, S. D., Koon, W. S., Lo, M. W., & Marsden, J. E. (2004). APPLICATION OF DYNAMICAL SYSTEMS THEORY TO A VERY LOW ENERGY TRANSFER ∗. In CaltechAUTHORS (California Institute of Technology). California Institute of Technology. https://authors.library.caltech.edu/20297/

26. Starek, J. A., Schmerling, E., Maher, G. D., Barbee, B. W., & Pavone, M. (2016). Fast, Safe, Propellant-Efficient Spacecraft Motion Planning Under Clohessy–Wiltshire–Hill Dynamics. arXiv (Cornell University), 40(2), 418–438. https://doi.org/10.2514/1.g001913

27. Venigalla, C., & Scheeres, D. J. (2021). Delta-V-Based Analysis of Spacecraft Pursuit–Evasion Games. Journal of Guidance Control and Dynamics, 44(11), 1961–1971. https://doi.org/10.2514/1.g005901

28. Wei, Y., Liu, T., Wei, C., Zhang, R., & Gu, H. (2023). Two Hierarchical Guidance Laws of Pursuer in Orbital Pursuit–Evasion–Defense Game. Aerospace, 10(8), 668. https://doi.org/10.3390/aerospace10080668

29. Weintraub, I. E., Pachter, M., & García, E. (2020). An Introduction to Pursuit-evasion Differential Games. In arXiv (Cornell University) (pp. 1049–1066). Cornell University. https://doi.org/10.23919/acc45564.2020.9147205

30. Xu, S., Zhao, L., Zhang, W., & Dang, Z. (2025). Delta-V-Based Cooperative Strategies for Orbital Two-Pursuer One-Evader Pursuit–Evasion Games. Space Science & Technology, 5. https://doi.org/10.34133/space.0222

31. Yan, M., Yang, R., Zhao, Y., Yue, L., & Zhao, X. (2024). Exoatmospheric Evasion Guidance Law with Total Energy Limit via Constrained Reinforcement Learning. International Journal of Aeronautical and Space Sciences, 25(4), 1361–1379. https://doi.org/10.1007/s42405-024-00722-8

32. Yan, R., Shi, Z., & Zhong, Y. (2019). Task Assignment for Multiplayer Reach–Avoid Games in Convex Domains via Analytical Barriers. arXiv (Cornell University), 36(1), 107–124. https://doi.org/10.1109/tro.2019.2935345

33. Yang, X., & Gao, J. (2013). Uncertain differential games with application to capitalism. Journal of Uncertainty Analysis and Applications, 1(1). https://doi.org/10.1186/2195-5468-1-17

34. Ye, D., Shi, M., & Sun, Z. (2020). Satellite proximate pursuit-evasion game with different thrust configurations. Aerospace Science and Technology, 99, 105715. https://doi.org/10.1016/j.ast.2020.105715

35. Zeeuw, A. de. (2024). A Crash Course in Differential Games and Applications. Environmental and Resource Economics, 87(6), 1521–1544. https://doi.org/10.1007/s10640-024-00844-3

36. Zhang, L., Ghimire, M., Zhang, W., Xu, Z., & Ren, Y. (2024). Value Approximation for Two-Player General-Sum Differential Games With State Constraints. IEEE Transactions on Robotics, 40, 4631–4649. https://doi.org/10.1109/tro.2024.3411850

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Published

2026-10-26

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Research Article - Engineering, Technology, Design, and Applied Sciences

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How to Cite

MUSA, A. (2026). Hybrid Numerical Solution of Sequential Impulsive Pursuit and Evasion Games in Cislunar Orbital Dynamics. Journal of Science Research and Reviews, 3(5), 378-391. https://doi.org/10.70882/