Abstract
The dynamical control systems of a special structure with a combined nonlinearity of quadratic and bilinear kinds presenting in state velocities are studied. The uncertainty in initial states and in system parameters is also assumed and it has a set-membership type when only the bounding sets for unknown items are given. The ellipsoidal estimates of reachable sets are derived using the special structure of studied control system. The techniques of generalized solutions of Hamilton-Jacobi-Bellman (HJB) equations and HJB inequalities together with previously established results of ellipsoidal calculus are applied to find the set-valued estimates of reachable sets as the level sets of a related cost functional. The computational algorithms and related numerical examples are also given.
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References
Asselborn, L., Groß, D., Stursberg, O.: Control of uncertain nonlinear systems using ellipsoidal reachability calculus. In: Proceedings of the 9th IFAC Symposium on Nonlinear Control Systems, Toulouse, France, 4–6 September 2013, IFAC, pp. 50–55 (2013)
August, E., Lu, J., Koeppl, H.: Trajectory enclosures for nonlinear systems with uncertain initial conditions and parameters. In: Proceedings of the 2012 American Control Conference, Fairmont Queen Elizabeth, Montréal, Canada, pp. 1488–1493, June 2012
Blanchini, F., Miani, S.: Set-Theoretic Methods in Control. Systems & Control: Foundations & Applications. Birkhäuser, Basel (2015)
Boscain, U., Chambrion, T., Sigalotti, M.: On some open questions in bilinear quantum control. In: European Control Conference (ECC), Zurich, Switzerland, July 2013, pp. 2080–2085 (2013)
Ceccarelli, N., Di Marco, M., Garulli, A., Giannitrapani, A.: A set theoretic approach to path planning for mobile robots. In: Proceedings of the 43rd IEEE Conference on Decision and Control, Atlantis, Bahamas, pp. 147–152, December 2004
Chernousko, F.L., Rokityanskii, D.Ya.: Ellipsoidal bounds on reachable sets of dynamical systems with matrices subjected to uncertain perturbations. J. Optimiz. Theory Appl. 104(1), 1–19 (2000)
Crandall, M.G., Evans, L.C., Lions, P.-L.: Some properties of solutions of Hamilton-Jacobi equations. Trans. Am. Math. Soc. 282, 487–502 (1984)
Filippova, T.F.: State estimation for a class of nonlinear dynamic systems with uncertainty through dynamic programming technique. In: Proceedings of the 6th International Conference “Physics and Control - 2013”, PhysCon2013, San Lois Potosi, Mexico, 26–29 August 2013, pp. 1–6 (2013)
Filippova, T.F.: Ellipsoidal estimates of reachable sets for control systems with nonlinear terms. In: Proceedings of the IFAC-PapersOnLine: 20th World Congress of the International Federation of Automatic Control (IFAC-2017), Toulouse, France, 9–14 July 2017. 50(1), 15925–15930 (2017)
Filippova, T.F.: Estimation of star-shaped reachable sets of nonlinear control systems. In: Lirkov, I., Margenov, S. (eds.) LSSC 2017. LNCS, vol. 10665, pp. 210–218. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-73441-5_22
Filippova, T.F.: The HJB approach and state estimation for control systems with uncertainty. IFAC-PapersOnLine 51(13), 7–12 (2018)
Filippova, T.F.: Differential equations for ellipsoidal estimates of reachable sets for a class of control systems with nonlinearity and uncertainty. IFAC-PapersOnLine 51(32), 770–775 (2018)
Filippova, T.F.: Description of dynamics of ellipsoidal estimates of reachable sets of nonlinear control systems with bilinear uncertainty. In: Nikolov, G., Kolkovska, N., Georgiev, K. (eds.) NMA 2018. LNCS, vol. 11189, pp. 97–105. Springer, Cham (2019). https://doi.org/10.1007/978-3-030-10692-8_11
Fleming, W.H., Soner, H.M.: Controlled Markov Processes and Viscosity Solutions, 2nd edn. Springer, New York (2006)
Gurman, V.I.: The Extension Principle in Problems of Control. Fizmatlit, Moscow (1997). (in Russian)
Gusev, M.I., Kurzhanski, A.B.: On the hamiltonian techniques for designing nonlinear observers under set-membership uncertainty. In: Preprints of the 7-th IFAC Symposium on Nonlinear Control Systems, Pretoria, South Africa, 21–24 August 2007, pp. 343–348 (2007)
Kishida, M., Braatz, R.D.: Ellipsoidal bounds on state trajectories for discrete-time systems with linear fractional uncertainties. Optim. Eng. 16, 695–711 (2015)
Kuntsevich, V.M., Volosov, V.V.: Ellipsoidal and interval estimation of state vectors for families of linear and nonlinear discrete-time dynamic systems. Cybern. Syst. Anal. 51(1), 64–73 (2015)
Kurzhanski, A.B.: Control and Observation under Conditions of Uncertainty. Nauka, Moscow (1977). (in Russian)
Kurzhanski, A.B.: Comparison principle for equations of the Hamilton-Jacobi type. Proc. Steklov Inst. Math. 253(Suppl. 1), 185–195 (2006)
Kurzhanski, A.B.: Hamiltonian techniques for the problem of set-membership state estimation. Int. J. Adapt. Control Signal Process. 25(3), 249–263 (2010)
Kurzhanski, A.B., Varaiya, P.: Dynamics and Control of Trajectory Tubes: Theory and Computation. Systems & Control, Foundations & Applications, vol. 85. Birkhäuser, Basel (2014)
Lions, P.L.: Generalized Solutions of Hamilton-Jacobi Equations. Research Notes in Mathematics, vol. 69. Pitman Advanced Publishing Program, Boston (1982)
Malyshev, V.V., Tychinskii, Yu.D.: Construction of attainability sets and optimization of maneuvers of an artificial Earth satellite with thrusters in a strong gravitational field. Proc. RAS Theory Control Syst. 4, 124–132 (2005)
Mazurenko, S.S.: A differential equation for the gauge function of the star-shaped attainability set of a differential inclusion. Doklady Math. 86(1), 476–479 (2012)
Sinyakov, V.V.: Method for computing exterior and interior approximations to the reachability sets of bilinear differential systems. Differ. Equ. 51(8), 1097–1111 (2015)
Schweppe, F.: Uncertain Dynamic Systems. Prentice-Hall, Englewood Cliffs (1973)
Subbotin, A.I.: Generalized Solutions of First-order PDE’s. The Dynamic Optimization Perspective. Birkhauser, Boston (1995)
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Filippova, T.F. (2020). Reachable Sets of Nonlinear Control Systems: Estimation Approaches. In: Lirkov, I., Margenov, S. (eds) Large-Scale Scientific Computing. LSSC 2019. Lecture Notes in Computer Science(), vol 11958. Springer, Cham. https://doi.org/10.1007/978-3-030-41032-2_58
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