Sensitivity analysis (with respect to the regularization parameter) of the solution of a class of regularized state constrained optimal control problems is performed. The theoretical results are then used to establish an extrapolation-based numerical scheme for solving the regularized problem for vanishing regularization parameter. In this context, the extrapolation technique provides excellent initializations along the sequence of reducing regularization parameters. Finally, the favorable numerical behavior of the new method is demonstrated and a comparison to classical continuation methods is provided.
Mots clés : extrapolation, mixed control-state constraints, PDE-constrained optimization, semismooth Newton algorithm, sensitivity, state constraints
@article{COCV_2010__16_3_503_0, author = {Hinterm\"uller, Michael and Yousept, Irwin}, title = {A sensitivity-based extrapolation technique for the numerical solution of state-constrained optimal control problems}, journal = {ESAIM: Control, Optimisation and Calculus of Variations}, pages = {503--522}, publisher = {EDP-Sciences}, volume = {16}, number = {3}, year = {2010}, doi = {10.1051/cocv/2009016}, mrnumber = {2674624}, zbl = {1201.49032}, language = {en}, url = {http://www.numdam.org/articles/10.1051/cocv/2009016/} }
TY - JOUR AU - Hintermüller, Michael AU - Yousept, Irwin TI - A sensitivity-based extrapolation technique for the numerical solution of state-constrained optimal control problems JO - ESAIM: Control, Optimisation and Calculus of Variations PY - 2010 SP - 503 EP - 522 VL - 16 IS - 3 PB - EDP-Sciences UR - http://www.numdam.org/articles/10.1051/cocv/2009016/ DO - 10.1051/cocv/2009016 LA - en ID - COCV_2010__16_3_503_0 ER -
%0 Journal Article %A Hintermüller, Michael %A Yousept, Irwin %T A sensitivity-based extrapolation technique for the numerical solution of state-constrained optimal control problems %J ESAIM: Control, Optimisation and Calculus of Variations %D 2010 %P 503-522 %V 16 %N 3 %I EDP-Sciences %U http://www.numdam.org/articles/10.1051/cocv/2009016/ %R 10.1051/cocv/2009016 %G en %F COCV_2010__16_3_503_0
Hintermüller, Michael; Yousept, Irwin. A sensitivity-based extrapolation technique for the numerical solution of state-constrained optimal control problems. ESAIM: Control, Optimisation and Calculus of Variations, Tome 16 (2010) no. 3, pp. 503-522. doi : 10.1051/cocv/2009016. http://www.numdam.org/articles/10.1051/cocv/2009016/
[1] Boundary control of semilinear elliptic equations with discontinuous leading coefficients and unbounded controls. Numer. Funct. Anal. Optim. 3/4 (1997) 235-250. | Zbl
and ,[2] Control of an elliptic problem with pointwise state contraints. SIAM J. Contr. Opt. 4 (1986) 1309-1322. | Zbl
,[3] Newton Methods for Nonlinear Problems. Affine Invariance and Adaptive Algorithms, Springer Series in Computational Mathematics 35. Springer-Verlag, Berlin (2004). | Zbl
,[4] Mesh-independence and fast local convergence of a primal-dual activ e-set method for mixed control-state constrained elliptic control problems. ANZIAM Journal 49 (2007) 1-38. | Zbl
,[5] The primal-dual active set strategy as a semismooth Newton method. SIAM J. Optim. 13 (2003) 865-888. | Zbl
, and ,[6] Feasible and non-interior path-following in constrained minimization with low multiplier regularity. SIAM J. Control Optim. 45 (2006) 1198-1221. | Zbl
and ,[7] Path-following methods for a class of constrained minimization problems in function space. SIAM J. Optim. 17 (2006) 159-187. | Zbl
and ,[8] Mesh-independence of semismooth Newton methods for Lavrentiev-regularized state constrained nonlinear optimal control problems. Numer. Math. 108 (2008) 571-603. | Zbl
, and ,[9] Variational discretization of Lavrentiev-regularized state constrained elliptic optimal control problems. Computat. Optim. Appl. (2009), doi: 10.1007/s10589-008-9198-1. | Zbl
and ,[10] Optimal control of PDEs with regularized pointwise state constraints. Comp. Optim. Appl. 33 (2006) 209-228. | Zbl
, and ,[11] On two numerical methods for stat e-constrained elliptic control problems. Optim. Method. Softw. 22 (2007) 871-899. | Zbl
, and ,[12] Regular Lagrange multipliers for control problems with mixed pointwise control-state constraints. SIAM J. Optim. 15 (2004/2005) 616-634 (electronic). | Zbl
,[13] A regularization method for the numerical solution of elliptic boundary control problems with pointwise state constraints. Comp. Optim. Control 42 (2009) 43-63. | Zbl
and ,[14] Vergleich von Lösungsverfahren zur Behandlung elliptischer Optimalsteuerungsprobleme. Master's thesis, TU-Berlin, Germany (2005).
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