Abstract
We present an approach to analyze the safety of asynchronous, independent, non-deterministic, turn-to-bearing horizontal maneuvers for two vehicles. Future turn rates, final bearings, and continuously varying ground speeds throughout the encounter are unknown but restricted to known ranges. We develop a library of formal proofs about turning kinematics and apply the library to create a formally verified timing computation. Additionally, we create a technique that evaluates future collision possibilities that is based on waves of position possibilities and relies on the timing computation. The result either determines that the encounter will be collision-free, or computes a safe overapproximation for when and where collisions may occur.
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Notes
Coq proofs are at https://bitbucket.org/ykouskoulas/ottb-foundation-proofs
There exist alternate expressions for this angle, but to our knowledge, the formulation in this paper is new.
References
Abhishek, A., Sood, H., Jeannin, J.B.: In: Formal verification of braking while swerving in automobiles. Association for computing machinery. In: Proceedings of the 23rd International Conference on Hybrid Systems: Computation and Control, HSCC ’20. Association for Computing Machinery, New York, NY, USA (2020)
Boldo, S., Lelay, C., Melquiond, G.: Coquelicot: a user-friendly library of real analysis for Coq. Math. Comput. Sci. 9(1), 41–62 (2015)
Collins, G.E.: Quantifier elimination for real closed fields by cylindrical algebraic decompostion. In: Automata Theory and Formal Languages, pp. 134–183. Springer (1975)
Cons, M.S., Shima, T., Domshlak, C.: Integrating task and motion planning for unmanned aerial vehicles. Unmanned Syst. 02(01), 19–38 (2014). https://doi.org/10.1142/S2301385014500022
Fotiou, I.A., Rostalski, P., Parrilo, P.A., Morari, M.: Parametric optimization and optimal control using algebraic geometry methods. Int. J. Control 79(11), 1340–1358 (2006)
Genin, D., Papusha, I., Brulé, J., Young, T., Mullins, G., Kouskoulas, Y., Wu, R., Schmidt, A.: Formal verification of neural network controllers for collision-free flight. In: 14th International Workshop on Numerical Software Verification (NSV) (2021)
Isaiah, P., Shima, T.: A task and motion planning algorithm for the Dubins travelling salesperson problem. IFAC Proc. Vol. 47(3), 9816–9821 (2014). (19th IFAC World Congress)
Jeannin, J., Ghorbal, K., Kouskoulas, Y., Schmidt, A., Gardner, R., Mitsch, S., Platzer, A.: A formally verified hybrid system for safe advisories in the next-generation airborne collision avoidance system. STTT 19(6), 717–741 (2017). https://doi.org/10.1007/s10009-016-0434-1
Jeyaraman, S., Tsourdos, A., Żbikowski, R., White, B.A.: Formal techniques for the modelling and validation of a co-operating uav team that uses dubins set for path planning. In: Proceedings of the 2005, American Control Conference, 2005, vol. 7, pp. 4690–4695 (2005)
Kouskoulas, Y., Genin, D., Schmidt, A., Jeannin, J.: Formally verified safe vertical maneuvers for non-deterministic, accelerating aircraft dynamics. In: Ayala-Rincón, M., Muñoz, C.A. (eds.) Interactive Theorem Proving—8th International Conference, ITP 2017, Brasília, Brazil, September 26–29, 2017, Proceedings, pp. 336–353. Springer (2017)
Kouskoulas, Y., Genin, D., Schmidt, A., Jeannin, J.: Formally verified safe vertical maneuvers for non-deterministic, accelerating aircraft dynamics. In: Ayala-Rincón, M., Muñoz, C.A. (eds.) Interactive Theorem Proving—8th International Conference, ITP 2017, Brasília, Brazil, September 26–29, 2017, Proceedings, Lecture Notes in Computer Science, vol. 10499, pp. 336–353. Springer (2017)
Kouskoulas, Y., Machado, T.J., Genin, D.: Formally verified timing computation for non-deterministic horizontal turns during aircraft collision avoidance maneuvers. In: ter Beek, M.H., Nickovic, D. (eds.) Formal Methods for Industrial Critical Systems—25th International Conference, FMICS 2020, Vienna, Austria, September 2–3, 2020, Proceedings, Lecture Notes in Computer Science, vol. 12327, pp. 113–129. Springer (2020)
Kouskoulas, Y., Schmidt, A., Jeannin, J.B., Genin, D., Lopez, J.: Provably safe controller synthesis using safety proofs as building blocks. In: IEEE 7th International Conference on Software Engineering Research and Innovation, CONISOFT 2019, October 23–25, 2019, Mexico City, Mexico, pp. 26–35 (2019)
Lasserre, J.B.: Global optimization with polynomials and the problem of moments. SIAM J. Optim. 11(3), 796–817 (2001)
LaValle, S.M.: Planning Algorithms. Cambridge University Press, Cambridge (2006)
Ma, X., Castanon, D.A.: Receding horizon planning for Dubins traveling salesman problems. In: Proceedings of the 45th IEEE Conference on Decision and Control, pp. 5453–5458 (2006)
McGee, T.G., Hedrick, J.K.: Path planning and control for multiple point surveillance by an unmanned aircraft in wind. In: 2006 American Control Conference, pp. 4261–4266 (2006)
Mitsch, S., Ghorbal, K., Vogelbacher, D., Platzer, A.: Formal verification of obstacle avoidance and navigation of ground robots. Int. J. Robot. Res. 36(12), 1312–1340 (2017). https://doi.org/10.1177/0278364917733549
Parrilo, P.A.: Semidefinite programming relaxations for semialgebraic problems. Math. Program. 96(2), 293–320 (2003)
Platzer, A.: Differential hybrid games. ACM Trans. Comput. Log. 18(3), 19:1-19:44 (2017). https://doi.org/10.1145/3091123
Platzer, A., Clarke, E.M.: Formal verification of curved flight collision avoidance maneuvers: a case study. In: Cavalcanti, A., Dams, D. (eds.) FM, LNCS, vol. 5850, pp. 547–562. Springer (2009). https://doi.org/10.1007/978-3-642-05089-3_35
Prajna, S., Papachristodoulou, A., Parrilo, P.A.: Introducing SOSTOOLS: a general purpose sum of squares programming solver. In: IEEE Conference on Decision and Control, vol. 1, pp. 741–746 (2002)
Song, X., Hu, S.: 2d path planning with Dubins-path-based A\(\star \) algorithm for a fixed-wing UAV. In: 3rd IEEE International Conference on Control Science and Systems Engineering (ICCSSE), Beijing, China, pp. 69–73 (2017)
The Coq proof assistant. https://coq.inria.fr (2020). Accessed 24 May 2020
Wu, A., How, J.: Guaranteed infinite horizon avoidance of unpredictable, dynamically constrained obstacles. Auton. Robots 32(3), 227–242 (2012)
Zhao, Z., Yang, J., Niu, Y., Zhang, Y., Shen, L.: A hierarchical cooperative mission planning mechanism for multiple unmanned aerial vehicles. Electronics 8, 443 (2019). https://doi.org/10.3390/electronics8040443
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This research was partially funded under the sponsorship of the Federal Aviation Administration Traffic Alert and Collision Avoidance System (TCAS) Program Office (PO) AJM-42 under Contract Number DTFAWA-11-C-00074 as well as internal funds from the Johns Hopkins University Applied Physics Laboratory.
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Kouskoulas, Y., Machado, T.J., Genin, D. et al. Envelopes and waves: safe multivehicle collision avoidance for horizontal non-deterministic turns. Int J Softw Tools Technol Transfer 24, 371–394 (2022). https://doi.org/10.1007/s10009-022-00654-2
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DOI: https://doi.org/10.1007/s10009-022-00654-2