Reduced Basis Method and Error Estimation for Parametrized Optimal Control Problems with Control Constraints

被引:18
作者
Dede, Luca [1 ]
机构
[1] Politecn Milan, MOX Modeling & Sci Comp, Dipartimento Matemat F Brioschi, I-20133 Milan, Italy
关键词
Parametrized Partial Differential Equations; Reduced Basis method; Optimal control; Control constraints; Error estimation; PROPER ORTHOGONAL DECOMPOSITION; PARTIAL-DIFFERENTIAL-EQUATIONS; FINITE-ELEMENT METHODS; REAL-TIME SOLUTION; OPTIMIZATION PROBLEMS; BASIS APPROXIMATIONS; STOKES EQUATIONS; ADAPTIVITY; BOUNDS; PDES;
D O I
10.1007/s10915-011-9483-5
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We propose a Reduced Basis method for the solution of parametrized optimal control problems with control constraints for which we extend the method proposed in DedS, L. (SIAM J. Sci. Comput. 32:997, 2010) for the unconstrained problem. The case of a linear-quadratic optimal control problem is considered with the primal equation represented by a linear parabolic partial differential equation. The standard offline-online decomposition of the Reduced Basis method is employed with the Finite Element approximation as the "truth" one for the offline step. An error estimate is derived and an heuristic indicator is proposed to evaluate the Reduced Basis error on the optimal control problem at the online step; also, the indicator is used at the offline step in a Greedy algorithm to build the Reduced Basis space. We solve numerical tests in the two-dimensional case with applications to heat conduction and environmental optimal control problems.
引用
收藏
页码:287 / 305
页数:19
相关论文
共 56 条
  • [1] Adams A., 2003, Sobolev Spaces, V140
  • [2] AUTOMATIC CHOICE OF GLOBAL SHAPE FUNCTIONS IN STRUCTURAL-ANALYSIS
    ALMROTH, BO
    STERN, P
    BROGAN, FA
    [J]. AIAA JOURNAL, 1978, 16 (05) : 525 - 528
  • [3] [Anonymous], 2007, NUMERICAL MATH, DOI DOI 10.1007/B98885
  • [4] [Anonymous], THESIS NATL U SINGAP
  • [5] Proper orthogonal decomposition for reduced basis feedback controllers for parabolic equations
    Atwell, JA
    King, BB
    [J]. MATHEMATICAL AND COMPUTER MODELLING, 2001, 33 (1-3) : 1 - 19
  • [6] Becker R, 2001, ACT NUMERIC, V10, P1, DOI 10.1017/S0962492901000010
  • [7] Adaptive finite element methods for optimal control of partial differential equations: Basic concept
    Becker, R
    Kapp, H
    Rannacher, R
    [J]. SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2000, 39 (01) : 113 - 132
  • [8] MODEL REDUCTION FOR LARGE-SCALE SYSTEMS WITH HIGH-DIMENSIONAL PARAMETRIC INPUT SPACE
    Bui-Thanh, T.
    Willcox, K.
    Ghattas, O.
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2008, 30 (06) : 3270 - 3288
  • [9] A low-cost, goal-oriented 'compact proper orthogonal decomposition' basis for model reduction of static systems
    Carlberg, Kevin
    Farhat, Charbel
    [J]. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2011, 86 (03) : 381 - 402
  • [10] Cuong NguyenNgoc., 2005, Handbook of Materials Modeling, P1529