Abstract
In this paper we explain that various (possibly discontinuous) value functions for optimal control problem under state-constraints can be approached by a sequence of value functions for suitable discretized systems. The key-point of this approach is the characterization of epigraphs of the value functions as suitable viability kernels. We provide new results for estimation of the convergence rate of numerical schemes and discuss conditions for the convergence of discrete optimal controls to the optimal control for the initial problem.
Similar content being viewed by others
References
Aubin, J.-P. and Frankowska, H.: Set-Valued Analysis, Birkhäuser, Basel, 1991.
Aubin, J.-P. and Frankowska, H.: The viability kernel algorithm for computing value functions of infinite horizon optimal control problems, J. Math. Anal. Appl. 201 (1996), 555–576.
Aubin, J.-P.: Viability Theory, Birkhäuser, Basel, 1992.
Bardi, M., Bottacin, S. and Falcone, M.: Convergence of discrete schemes for discontinuous value functions of pursuit evasion games, In: New Trends in Dynamic Games and Applications, Ann. Int. Soc. Diff. Games 3, Birkhäuser, Basel, 1995, pp. 273–304.
Bardi, M. and Falcone, M.: An approximation scheme for the minimal time function, SIAM J. Control Optim. 28 (1990), 950–965.
Bardi, M. and Capuzzo Dolcetta, I.: Optimal Control and Viscosity Solutions of Hamilton–Jacobi–Bellman Equations, Birkhäuser, Basel, 1996.
Barles, G. and Souganidis, P. E.: Convergence of approximation schemes for fully nonlinear systems, Asymptot. Anal. 4 (1991), 271–283.
Capuzzo-Dolcetta, I. and Falcone, M.: Discrete dynamic programming and viscosity solutions of the Bellman Equation, Ann. Inst. H. Poincaré Anal. Non Linéaire 6 (1989), 161–183.
Capuzzo-Dolcetta, I. and Ishii: Approximate solutions of the Bellman equation of deterministic control theory, Appl. Math. Optim. 11 (1984), 161–181.
Cardaliaguet, P., Quincampoix, M. and Saint-Pierre, P.: Optimal times for constrained nonlinear control problems without local controllability, Appl. Math. Optim. 35 (1997), 1–22.
Cardaliaguet, P., Quincampoix, M. and Saint-Pierre, P.: In: Bardi, Parthasaranthy, Raghavan (eds), Numerical Methods for Optimal Control and Numerical Games, Ann. Int. Soc. Dynam. Games, Birkhäauser, Basel, 1999, pp. 127–247.
Cardaliaguet, P.: On the regularity of semi-permeable surfaces in control theory and application to the optimal time problem, SIAM J. Control Optim. 5 (1997), 1638–1671.
Crandall, M. C. and Lions P. L.: Two approximations of solutions of Hamilton–Jacobi equations, Math. Comp. 43 (1984), 1–19.
Falcone, M. and Saint-Pierre, P.: Algorithms for constrained optimal control problem: A link between viability and dynamic programming, Preprint, Université di Roma I, 1995.
Gonzalez, R. L. V. and Rofman, M. E.: On deterministic control problems: An approximation procedure for the optimal cost, part 1 and 2, SIAM J. Control Optim. 23 (1985), 242–285.
Lempio, F. and Veliov, M. V.: Discrete approximations of differential inclusions, Bayreuther Math. Schr. 54 (1998), 149–232.
Pourtallier O., Tidball, M. and Altman, E.: Approximation in dynamic zero-sum games, SIAM J. Control Optim. 35 (1997), 2101–2117.
Quincampoix, M. and Saint-Pierre, P.: An Algorithm for viability kernels in Hoölderian case: Approximation by discrete viability kernels, J. Math. Syst. Estim. Control 8(1) (1998), 17–29.
Rozyev, I. and Subbotin, A. I.: Semicontinuous solutions of Hamilton–Jacobi equations, J. Appl. Math. Optim. 52(2) (1988), 141–146.
Saint-Pierre, P.: Approximation of the viability kernel, Appl. Math. Optim. 29 (1994), 187–209.
Visintin, A.: Strong convergence results related to strict convexity, Comm. Partial Differential Equations 9 (1984), 439–466.
Author information
Authors and Affiliations
Rights and permissions
About this article
Cite this article
Cardaliaguet, P., Quincampoix, M. & Saint-Pierre, P. Numerical Schemes for Discontinuous Value Functions of Optimal Control. Set-Valued Analysis 8, 111–126 (2000). https://doi.org/10.1023/A:1008774508738
Issue Date:
DOI: https://doi.org/10.1023/A:1008774508738