A certified reduced basis method for parametrized elliptic optimal control problems

In this paper, we employ the reduced basis method as a surrogate model for the solu- tion of linear-quadratic optimal control problems governed by parametrized elliptic partial dierential equations. We present a posteriori error estimation and dual procedures that provide rigorous bounds for the error in several quantities of interest: the optimal control, the cost functional, and general linear output functionals of the control, state, and adjoint variables. We show that, based on the as- sumption of ane parameter dependence, the reduced order optimal control problem and the proposed bounds can be eciently evaluated in an oine-online computational procedure. Numerical results are presented to conrm the validity of our approach.

[1]  Sabine Fenstermacher,et al.  Numerical Approximation Of Partial Differential Equations , 2016 .

[2]  S. Ravindran,et al.  A Reduced-Order Method for Simulation and Control of Fluid Flows , 1998 .

[3]  N. Nguyen,et al.  EFFICIENT REDUCED-BASIS TREATMENT OF NONAFFINE AND NONLINEAR PARTIAL DIFFERENTIAL EQUATIONS , 2007 .

[4]  A. Patera,et al.  A posteriori error bounds for reduced-basis approximations of parametrized parabolic partial differential equations , 2005 .

[5]  S. Ravindran,et al.  A Reduced Basis Method for Control Problems Governed by PDEs , 1998 .

[6]  Michael B. Giles,et al.  Adjoint Recovery of Superconvergent Functionals from PDE Approximations , 2000, SIAM Rev..

[7]  Belinda B. King,et al.  Proper orthogonal decomposition for reduced basis feedback controllers for parabolic equations , 2001 .

[8]  Alfio Quarteroni,et al.  Boundary control and shape optimization for the robust design of bypass anastomoses under uncertainty , 2013 .

[9]  A. Patera,et al.  Certified real‐time solution of the parametrized steady incompressible Navier–Stokes equations: rigorous reduced‐basis a posteriori error bounds , 2005 .

[10]  Timo Tonn,et al.  Comparison of the reduced-basis and POD a posteriori error estimators for an elliptic linear-quadratic optimal control problem , 2011 .

[11]  J. Peraire,et al.  A posteriori finite element bounds for linear-functional outputs of elliptic partial differential equations , 1997 .

[12]  Anthony T. Patera,et al.  A posteriori error estimation for reduced-basis approximation of parametrized elliptic coercive partial differential equations : “convex inverse” bound conditioners , 2002 .

[13]  Luca Dedè,et al.  Reduced Basis method for parametrized elliptic advection-reaction problems , 2010 .

[14]  J. Lions Optimal Control of Systems Governed by Partial Differential Equations , 1971 .

[15]  Rolf Rannacher,et al.  Adaptive Finite Element Methods for Optimal Control of Partial Differential Equations: Basic Concept , 2000, SIAM J. Control. Optim..

[16]  A. Patera,et al.  A Successive Constraint Linear Optimization Method for Lower Bounds of Parametric Coercivity and Inf-Sup Stability Constants , 2007 .

[17]  D. Rovas,et al.  Reliable Real-Time Solution of Parametrized Partial Differential Equations: Reduced-Basis Output Bound Methods , 2002 .

[18]  K. ITO,et al.  Reduced Basis Method for Optimal Control of Unsteady Viscous Flows , 2001 .

[19]  K. Kunisch,et al.  Control of the Burgers Equation by a Reduced-Order Approach Using Proper Orthogonal Decomposition , 1999 .

[20]  BeckerRoland,et al.  Adaptive Finite Element Methods for Optimal Control of Partial Differential Equations , 2000 .

[21]  Luca Dedè,et al.  Reduced Basis Method and A Posteriori Error Estimation for Parametrized Linear-Quadratic Optimal Control Problems , 2010, SIAM J. Sci. Comput..

[22]  R. RannacherInstitut,et al.  Weighted a Posteriori Error Control in Fe Methods , 1995 .

[23]  Karen Veroy,et al.  Certified Reduced Basis Methods for Parametrized Saddle Point Problems , 2012, SIAM J. Sci. Comput..

[24]  D. Rovas,et al.  A Posteriori Error Bounds for Reduced-Basis Approximation of Parametrized Noncoercive and Nonlinear Elliptic Partial Differential Equations , 2003 .

[25]  Mark Kärcher,et al.  Reduced basis a posteriori error bounds for parametrized linear-quadratic elliptic optimal control problems , 2011 .

[26]  Lei Xie,et al.  HJB-POD-Based Feedback Design for the Optimal Control of Evolution Problems , 2004, SIAM J. Appl. Dyn. Syst..

[27]  Ivan B. Oliveira,et al.  A "HUM" conjugate gradient algorithm for constrained nonlinear optimal control : terminal and regular problems , 2002 .

[28]  A. Quarteroni,et al.  Numerical Approximation of Partial Differential Equations , 2008 .

[29]  A. Patera,et al.  Reduced basis approximation and a posteriori error estimation for affinely parametrized elliptic coercive partial differential equations , 2007 .

[30]  Stefan Volkwein,et al.  POD a-posteriori error estimates for linear-quadratic optimal control problems , 2009, Comput. Optim. Appl..

[31]  Kazufumi Ito,et al.  Reduced-Order Optimal Control Based on Approximate Inertial Manifolds for Nonlinear Dynamical Systems , 2008, SIAM J. Numer. Anal..

[32]  Stefan Volkwein,et al.  Model reduction techniques with a-posteriori error analysis for linear-quadratic optimal control problems , 2012 .

[33]  Luca Dedè Reduced Basis Method and Error Estimation for Parametrized Optimal Control Problems with Control Constraints , 2012, J. Sci. Comput..

[34]  Annalisa Quaini,et al.  Numerical Approximation of a Control Problem for Advection-Diffusion Processes , 2005, System Modelling and Optimization.

[35]  D. Rovas,et al.  Output bounds for reduced-basis approximations of symmetric positive definite eigenvalue problems , 2000 .

[36]  Federico Negri,et al.  Reduced basis method for parametrized optimal control problems governed by PDEs , 2011 .