Tikhonov regularization of control-constrained optimal control problems

We consider Tikhonov regularization of control-constrained optimal control problems. We present new a-priori estimates for the regularization error assuming measure and source-measure conditions. In the special case of bang–bang solutions, we introduce another assumption to obtain the same convergence rates. This new condition turns out to be useful in the derivation of error estimates for the discretized problem. The necessity of the just mentioned assumptions to obtain certain convergence rates is analyzed. Finally, a numerical example confirms the analytical findings.

[1]  F. Tröltzsch Optimale Steuerung partieller Differentialgleichungen , 2005 .

[2]  H. Engl,et al.  Regularization of Inverse Problems , 1996 .

[3]  Wei Gong,et al.  Robust error estimates for the finite element approximation of elliptic optimal control problems , 2011, J. Comput. Appl. Math..

[4]  Michael Hinze,et al.  Variational Discretization of A Control-Constrained Parabolic Bang-Bang Optimal Control Problem , 2017, Journal of Computational Mathematics.

[5]  H. Weinert Ekeland, I. / Temam, R., Convex Analysis and Variational Problems. Amsterdam‐Oxford. North‐Holland Publ. Company. 1976. IX, 402 S., Dfl. 85.00. US $ 29.50 (SMAA 1) , 1979 .

[6]  L. R. Scott,et al.  The Mathematical Theory of Finite Element Methods , 1994 .

[7]  Daniel Wachsmuth,et al.  Robust error estimates for regularization and discretization of bang–bang control problems , 2015, Comput. Optim. Appl..

[8]  Michael Hinze,et al.  A Variational Discretization Concept in Control Constrained Optimization: The Linear-Quadratic Case , 2005, Comput. Optim. Appl..

[9]  Michael Hinze,et al.  Crank-Nicolson Time Stepping and Variational Discretization of Control-Constrained Parabolic Optimal Control Problems , 2014, SIAM J. Control. Optim..

[10]  Gerd Wachsmuth,et al.  Convergence and regularization results for optimal control problems with sparsity functional , 2011 .

[11]  Gerd Wachsmuth,et al.  Regularization error estimates and discrepancy principle for optimal control problems with inequality constraints , 2011 .

[12]  W. Ziemer Weakly differentiable functions , 1989 .

[13]  Robert Baier,et al.  Error bounds for Euler approximation of linear-quadratic control problems with bang-bang solutions , 2012 .

[14]  Andreas Neubauer,et al.  Tikhonov-regularization of ill-posed linear operator equations on closed convex sets , 1988 .

[15]  Stefan Ulbrich,et al.  Optimization with PDE Constraints , 2008, Mathematical modelling.

[16]  Michael Hinze,et al.  A note on the approximation of elliptic control problems with bang-bang controls , 2010, Computational Optimization and Applications.

[17]  Gerd Wachsmuth,et al.  Necessary Conditions for Convergence Rates of Regularizations of Optimal Control Problems , 2011, System Modelling and Optimization.

[18]  D. Wachsmuth Adaptive regularization and discretization of bang-bang optimal control problems , 2012 .

[19]  G. M.,et al.  Partial Differential Equations I , 2023, Applied Mathematical Sciences.

[20]  I. Ekeland,et al.  Convex analysis and variational problems , 1976 .

[21]  Ursula Felgenhauer,et al.  On Stability of Bang-Bang Type Controls , 2002, SIAM J. Control. Optim..

[22]  Martin Seydenschwanz,et al.  Convergence results for the discrete regularization of linear-quadratic control problems with bang–bang solutions , 2015, Comput. Optim. Appl..

[23]  N. Daniels Bang-bang control of parabolic equations , 2017 .

[24]  W. Alt,et al.  Regularization and discretization of linear-quadratic control problems , 2011 .