Abstract
We investigate Hölder regularity of adjoint states and optimal controls for a Bolza problem under state constraints. We start by considering any optimal solution satisfying the constrained maximum principle in its normal form and we show that whenever the associated Hamiltonian function is smooth enough and has some monotonicity properties in the directions normal to the constraints, then both the adjoint state and optimal trajectory enjoy Hölder type regularity. More precisely, we prove that if the state constraints are smooth, then the adjoint state and the derivative of the optimal trajectory are Hölder continuous, while they have the two sided lower Hölder continuity property for less regular constraints. Finally, we provide sufficient conditions for Hölder type regularity of optimal controls.
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Arutyanov, A.V., Aseev, S.M.: Investigation of the degeneracy phenomenon of the maximum principle for optimal control problems with state constraints. SIAM J. Control Optim. 35, 930–952 (1997)
Aubin, J.P., Frankowska, H.: Set-Valued Analysis. Systems & Control: Foundations & Applications, vol. 2. Birkhäuser Boston, Boston (1990)
Bettiol, P., Frankowska, H.: Normality of the maximum principle for non convex constrained Bolza problems. J. Differ. Equ. (in press)
Clarke, F.H.: Optimization and Nonsmooth Analysis. Wiley–Interscience, New York (1983)
Delfour, M.C., Zolesio, J.P.: Shape analysis via oriented distance functions. J. Funct. Anal. 123(1), 129–201 (1994)
Delfour, M.C., Zolesio, J.P.: Oriented distance function and its evolution equation for initial sets with thin boundary. SIAM J. Control Optim. 42(6), 2286–2304 (2004)
Dontchev, A.L., Hager, W.W.: A new approach to Lipschitz continuity in state constrained optimal control. Syst. Control Lett. 35(3), 137–143 (1998)
Dontchev, A.L., Kolmanovsky, I.: On regularity of optimal control. In: Recent Developments in Optimization, Dijon, 1994. Lecture Notes in Econom. and Math. Systems, vol. 429, pp. 125–135. Springer, Berlin (1995)
Dubovitskii, A.Y., Milyutin, A.A.: Extremal problems with constraints. USSR Comput. Math. Math. Phys. 5, 1–80 (1965)
Frankowska, H.: Regularity of minimizers and of adjoint states in optimal control under state constraints. J. Convex Anal. 13(2), 299–328 (2006)
Frankowska, H., Marchini, E.: Lipschitzianity of optimal trajectories for the Bolza optimal control problem. Calculus of Variations and PDE’s, http://www.springerlink.com/content/e5n3863602425595/ (2006)
Galbraith, G.N., Vinter, R.B.: Lipschitz continuity of optimal controls for state constrained problems. SIAM J. Control Optim. 42(5), 1727–1744 (2003)
Gamkrelidze, R.V.: Optimal processes with bounded phase coordinates. Izv. Akad. Nauk USSR Sec. Mat. 24, 315–356 (1960)
Hager, W.W.: Lipschitz continuity for constrained processes. SIAM J. Control Optim. 17, 321–338 (1979)
Ioffe, A.D., Tichomirov, V.M.: Theory of Extremal Problems. North-Holland, Amsterdam (1979)
Loewen, P., Rockafellar, R.T.: The adjoint arc in nonsmooth optimization. Trans. Am. Math. Soc. 325, 39–72 (1991)
Luenberger, D.B.: Optimization by Vector Space Methods. Wiley, New York (1969)
Malanowski, K.M.: On the regularity of solutions to optimal control problems for systems linear with respect to control variable. Arch. Auto Telemech. 23, 227–241 (1978)
Rampazzo, F., Vinter, R.B.: Degenerate optimal control problems with state constraints. SIAM J. Control Optim. 39, 989–1007 (2000)
Rockafellar, R.T.: Convex Analysis. Princeton Mathematical Series, vol. 28. Princeton University Press, Princeton (1970)
Shvartsman, I.A., Vinter, R.B.: Regularity properties of optimal controls for problems with time-varying state and control constraints. Nonlinear Anal. 65(2), 448–474 (2006)
Vinter, R.B.: Optimal Control. Birkhäuser, Boston (2000)
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Work supported in part by the European Community’s Human Potential Programme under contract HPRN-CT-2002-00281, Evolution Equations.
P. Bettiol acknowledges the financial support provided through the European Community’s Human Potential Programme under contract HPRN-CT-2002-00281, Evolution Equations.
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Bettiol, P., Frankowska, H. Hölder Continuity of Adjoint States and Optimal Controls for State Constrained Problems. Appl Math Optim 57, 125–147 (2008). https://doi.org/10.1007/s00245-007-9015-8
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DOI: https://doi.org/10.1007/s00245-007-9015-8