New regularity results and finite element error estimates for a class of parabolic optimal control problems with pointwise state constraints
ESAIM: Control, Optimisation and Calculus of Variations, Tome 27 (2021), article no. 4

We study first-order necessary optimality conditions and finite element error estimates for a class of distributed parabolic optimal control problems with pointwise state constraints. It is demonstrated that, if the bound in the state constraint and the differential operator in the governing PDE fulfil a certain compatibility assumption, then locally optimal controls satisfy a stationarity system that allows to significantly improve known regularity results for adjoint states and Lagrange multipliers in the parabolic setting. In contrast to classical approaches to first-order necessary optimality conditions for state-constrained problems, the main arguments of our analysis require neither a Slater point, nor uniform control constraints, nor differentiability of the objective function, nor a restriction of the spatial dimension. As an application of the established improved regularity properties, we derive new finite element error estimates for the dG(0) − cG(1)-discretization of a purely state-constrained linear-quadratic optimal control problem governed by the heat equation. The paper concludes with numerical experiments that confirm our theoretical findings.

DOI : 10.1051/cocv/2020059
Classification : 35K10, 49K20, 49M05, 65N15, 65N30
Keywords: Optimal control, parabolic partial differential equation, state constraints, first-order necessary optimality condition, regularity result, finite element method, $$ error estimate
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     author = {Christof, Constantin and Vexler, Boris},
     editor = {Buttazzo, G. and Casas, E. and de Teresa, L. and Glowinski, R. and Leugering, G. and Tr\'elat, E. and Zhang, X.},
     title = {New regularity results and finite element error estimates for a class of parabolic optimal control problems with pointwise state constraints},
     journal = {ESAIM: Control, Optimisation and Calculus of Variations},
     year = {2021},
     publisher = {EDP-Sciences},
     volume = {27},
     doi = {10.1051/cocv/2020059},
     language = {en},
     url = {https://www.numdam.org/articles/10.1051/cocv/2020059/}
}
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Christof, Constantin; Vexler, Boris. New regularity results and finite element error estimates for a class of parabolic optimal control problems with pointwise state constraints. ESAIM: Control, Optimisation and Calculus of Variations, Tome 27 (2021), article no. 4. doi: 10.1051/cocv/2020059

[1] L. Ambrosio, N. Fusco and D. Pallara, Functions of Bounded Variation and Free Discontinuity Problems. Oxford University Press, Oxford & New York (2000).

[2] M. S. Aronna, J. F. Bonnans and A. Kröner, State-constrained control-affine parabolic problems I: first and second order necessary optimality conditions. Preprint (2019). | arXiv

[3] H. Attouch, G. Buttazzo and G. Michaille, Variational Analysis in Sobolev and BV Spaces. SIAM, Philadelphia (2006).

[4] V. Barbu, Optimal Control of Variational Inequalities. Research Notes in Mathematics. Pitman (1984).

[5] M. Bergounioux, Optimal control of parabolic problems with state constraints: a penalization method for optimality conditions. Appl. Math. Optim. 29 (1994) 285–307. | MR | Zbl | DOI

[6] M. Bergounioux and K. Kunisch, Primal-dual strategy for state-constrained optimal control problems. Comput. Optim. Appl. 22 (2002) 193–224.

[7] L. Bonifacius, Numerical Analysis of Parabolic Time-optimal Control Problems. Ph.D. thesis, Technische Universität München (2018).

[8] J. Bonnans and P. Jaisson, Optimal control of a parabolic equation with time-dependent state constraints. SIAM J. Control Optim. 48 (2010) 4550–4571.

[9] J. F. Bonnans and A. Shapiro, Perturbation Analysis of Optimization Problems. Springer Series in Operations Research. Springer, New York (2000).

[10] S. C. Brenner and L. R. Scott, The Mathematical Theory of Finite Element Methods, 3rd edn. Springer (2008).

[11] E. Casas, Pontryagin’s principle for state-constrained boundary control problems of semilinear parabolic equations. SIAM J. Control Optim. 35 (1997) 1297–1327.

[12] E. Casas, M. Mateos and B. Vexler, New regularity results and improved error estimates for optimal control problems with state constraints. ESAIM: COCV 20 (2014) 803–822. | MR | Numdam | Zbl

[13] E. Casas and F. Tröltzsch, Recent advances in the analysis of pointwise state-constrained elliptic optimal control problems. ESAIM Control Optim. Calc. Var. 16 (2010) 581–600.

[14] C. Christof, Sensitivity Analysis of Elliptic Variational Inequalities of the First and the Second Kind. Ph.D. thesis, Technische Universität Dortmund (2018).

[15] C. Christof, Sensitivity analysis and optimal control of obstacle-type evolution variational inequalities. SIAM J. Control Optim. 57 (2019) 192–218.

[16] C. Christof and C. Meyer, A note on a priori L$$-error estimatesfor the obstacle problem. Numer. Math. 139 (2018) 27–45. | MR | DOI

[17] C. Christof and C. Meyer. Sensitivity analysis for a class of H01-elliptic variational inequalities of the second kind. Set-Valued Var. Anal. 27 (2018) 469–502. | MR | DOI

[18] C. Christof and G. Wachsmuth, On second-order optimality conditions for optimal control problems governed by the obstacle problem. To appear in: Optimization (2020) 1–41. | DOI | MR

[19] F. H. Clarke, Optimization and Nonsmooth Analysis. SIAM’s Classics in Applied Mathematics. SIAM, Philadelphia, PA (1990). | MR | Zbl

[20] J. C. De Los Reyes, P. Merino, J. Rehberg and F. Tröltzsch, Optimality conditions for state-constrained PDE control problems with time-dependent controls. Control Cybernet. 37 (2008) 5–38.

[21] J. C. De Los Reyes and C. Meyer, Strong stationarity conditions for a class of optimization problems governed by variational inequalities of the second kind. J. Optim. Theory Appl. 168 (2016) 375–409.

[22] K. Deckelnick and M. Hinze, Variational discretization of parabolic control problems in the presence of pointwise state constraints. J. Comput. Math. 29 (2011) 1–15. | MR | Zbl | DOI

[23] K. Disser, A. F. M. Ter Elst and J. Rehberg, Hölder estimates for parabolic operators on domains with rough boundary. Ann. Sc. Norm. Super. Pisa Cl. Sci. XVII (2017) 65–79. | MR

[24] I. Ekeland and R. Temam, Convex Analysis and Variational Problems. North-Holland (1976). | MR | Zbl

[25] J. Elschner, J. Rehberg and G. Schmidt, Optimal regularity for elliptic transmission problems including C1 -interfaces. Interfaces Free Bound. 9 (2007) 233–252.

[26] K. Eriksson, C. Johnson and V. Thomée, Time discretization of parabolic problems by the discontinuous Galerkin method. ESAIM Math. Model. Numer. Anal. 19 (1985) 611–643.

[27] L. C. Evans, Partial Differential Equations, 2nd edn. AMS, Providence, RI (2010).

[28] L. A. Fernández, State Constrained Optimal Control for Some Quasilinear Parabolic Equations, edited by K.-H. Hoffmann, G. Leugering, F. Tröltzsch and S. Caesar. Optimal Control of Partial Differential Equations. Birkhäuser, Basel, (1999) 145–156.

[29] L. A. Fernández, Integral state-constrained optimal control problems for some quasilinear parabolic equations. J. Nonlinear Anal. Optim. 39 (2000) 977–996.

[30] D. Gilbarg and N. S. Trudinger, Elliptic Partial Differential Equations of Second Order, reprint ofthe 1998 edn. Springer 2001.

[31] R. Glowinski, Y. Song and X. Yuan, An ADMM numerical approach to linear parabolic state constrained optimal control problems. Numer. Math. 144 (2020) 931–966.

[32] W. Gong and M. Hinze, Error estimates for parabolic optimal control problems with control and state constraints. Comput. Optim. Appl. 56 (2013) 131–151. | MR | Zbl | DOI

[33] P. Grisvard, Elliptic Problems in Nonsmooth Domains. Pitman (1985).

[34] F. Harder and G. Wachsmuth. Comparison of optimality systems for the optimal control of the obstacle problem. GAMM-Mitt. 40 (2018) 312–338. | MR | DOI

[35] J. Heinonen, P. Koselka, N. Shanmugalingam and J. T. Tyson, Sobolev Spaces on Metric Measure Spaces. Vol. 27 of New Mathematical Monographs. Cambridge University Press (2015).

[36] M. Hinze. A variational discretization concept in control constrained optimization: the linear-quadratic case. Comput. Optim. Appl. 30 (2005) 45–61.

[37] K. Ito and K. Kunisch, Semi-smooth Newton methods for state-constrained optimal control problems. Systems Control Lett. 50 (2003) 221–228.

[38] D. Kinderlehrer and G. Stampacchia, An Introduction to Variational Inequalities and Their Applications. Vol. 31 of Classics in Applied Mathematics. SIAM (2000).

[39] D. Leykekhman and B. Vexler, Pointwise best approximation results for Galerkin finite element solutions of parabolic problems. SIAM J. Numer. Anal. 54 (2016) 1365–1384. | MR | DOI

[40] D. Leykekhman and B. Vexler, Discrete maximal parabolic regularity for Galerkin finite element methods. Numer. Math. 135 (2017) 923–952.

[41] F. Ludovici, I. Neitzel and W. Wollner, A priori error estimates for state-constrained semilinear parabolic optimal control problems. J. Optim. Theory Appl. 178 (2018) 317–348.

[42] D. Meidner, R. Rannacher and B. Vexler, A priori error estimates for finite element discretizations of parabolic optimization problems with pointwise state constraints in time. SIAM J. Control Optim. 49 (2011) 1961–1997. | MR | Zbl | DOI

[43] D. Meidner and B. Vexler, Optimal error estimates for fully discrete Galerkin approximations of semilinear parabolic equations. ESAIM: M2AN 52 (2018) 2307–2325. | MR | Numdam | DOI

[44] C. Meyer, A. Rösch and F. Tröltzsch, Optimal control of PDEs with regularized pointwise state constraints. Comput. Optim. Appl. 33 (2006) 209–228.

[45] F. Mignot, Contrôle dans les inéquations variationelles elliptiques. J. Funct. Anal. 22 (1976) 130–185.

[46] B. S. Mordukhovich and K. Zhang, Optimal control of state-constrained parabolic systems with nonregular boundary controllers, in Proceedings of the 36th IEEE Conference on Decision and Control, Vol. 1 (1997) 527–528. | DOI

[47] J. J. Moreau, P. D. Panagiotopoulos and G. Strang, Topics in Nonsmooth Mechanics. Birkhäuser, Basel (1988).

[48] I. Neitzel and F. Tröltzsch, On convergence of regularization methods for nonlinear parabolic optimal control problems with control and state constraints. Control Cybernet. 37 (2008) 1013–1043.

[49] I. Neitzel and F. Tröltzsch, On regularization methods for the numerical solution of parabolic control problems with pointwise state constraints. ESAIM: COCV 15 (2009) 426–453. | MR | Numdam | Zbl

[50] I. Neitzel and F. Tröltzsch, Numerical analysis of state-constrained optimal control problems for PDEs, edited by G. Leugering, S. Engell, A. Griewank, M. Hinze, R. Rannacher, V. Schulz, M. Ulbrich and S. Ulbrich Constrained Optimization and Optimal Control for Partial Differential Equations. Springer, Basel (2012) 467–482.

[51] A. H. Schatz and L. B. Wahlbin, Interior maximum-norm estimates for finite element methods, part II. Math. Comput. 64 (1995) 907–928.

[52] A. Schiela, State constrained optimal control problems with states of low regularity. SIAM J. Control Optim. 48 (2009) 2407–2432.

[53] B. Schweizer, Partielle Differentialgleichungen. Springer, Berlin/Heidelberg (2013).

[54] F. Tröltzsch, Optimale Steuerung partieller Differentialgleichungen. Vieweg und Teubner, Wiesbaden, 2nd edn. (2009).

[55] D. Wachsmuth, The regularity of the positive part of functions in L2 (I ; H1 (Ω)) ∩ H1 (I ; H1 (Ω) *) with applications to parabolic equations. Comment. Math. Univ. Carolin. 57 (2016) 327–332.

[56] G. Wachsmuth, Towards M-stationarity for optimal control of the obstacle problem with control constraints. SIAM J. Control Optim. 54 (2016) 964–986.

Cité par Sources :

This research was conducted within the International Research Training Group IGDK 1754, funded by the German Science Foundation (DFG) and the Austrian Science Fund (FWF) under project number 188264188/GRK1754.