A radial basis function method for solving PDE-constrained optimization problems

被引:0
|
作者
John W. Pearson
机构
[1] University of Oxford,Numerical Analysis Group, Mathematical Institute
来源
Numerical Algorithms | 2013年 / 64卷
关键词
Radial basis functions; PDE-constrained optimization; Poisson control; Collocation method;
D O I
暂无
中图分类号
学科分类号
摘要
In this article, we apply the theory of meshfree methods to the problem of PDE-constrained optimization. We derive new collocation-type methods to solve the distributed control problem with Dirichlet boundary conditions and also discuss the Neumann boundary control problem, both involving Poisson’s equation. We prove results concerning invertibility of the matrix systems we generate, and discuss a modification to guarantee invertibility. We implement these methods using Matlab, and produce numerical results to demonstrate the methods’ capability. We also comment on the methods’ effectiveness in comparison to the widely-used finite element formulation of the problem, and make some recommendations as to how this work may be extended.
引用
收藏
页码:481 / 506
页数:25
相关论文
共 50 条
  • [1] A radial basis function method for solving PDE-constrained optimization problems
    Pearson, John W.
    [J]. NUMERICAL ALGORITHMS, 2013, 64 (03) : 481 - 506
  • [2] Deep mixed residual method for solving PDE-constrained optimization problems
    Yong, Jinjun
    Luo, Xianbing
    Sun, Shuyu
    Ye, Changlun
    [J]. Computers and Mathematics with Applications, 2024, 176 : 510 - 524
  • [3] A Locally Adapted Reduced-Basis Method for Solving Risk-Averse PDE-Constrained Optimization Problems
    Zou, Zilong
    Kouri, Drew P.
    Aquino, Wilkins
    [J]. SIAM-ASA JOURNAL ON UNCERTAINTY QUANTIFICATION, 2022, 10 (04): : 1629 - 1651
  • [4] A penalty method for PDE-constrained optimization in inverse problems
    van Leeuwen, T.
    Herrmann, F. J.
    [J]. INVERSE PROBLEMS, 2016, 32 (01)
  • [5] A low-rank matrix equation method for solving PDE-constrained optimization problems
    Bunger, Alexandra
    Simoncini, Valeria
    Stoll, Martin
    [J]. SIAM Journal on Scientific Computing, 2020,
  • [6] The PDE-Constrained Optimization Method Based on MFS for Solving Inverse Heat Conduction Problems
    Yongfu ZHANG
    Chongjun LI
    [J]. Journal of Mathematical Research with Applications, 2018, 38 (03) : 303 - 330
  • [7] A LOW-RANK MATRIX EQUATION METHOD FOR SOLVING PDE-CONSTRAINED OPTIMIZATION PROBLEMS
    Buenger, Alexandra
    Simoncini, Valeria
    Stoll, Martin
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2021, 43 (05): : S637 - S654
  • [8] Second-order adjoints for solving PDE-constrained optimization problems
    Cioaca, Alexandru
    Alexe, Mihai
    Sandu, Adrian
    [J]. OPTIMIZATION METHODS & SOFTWARE, 2012, 27 (4-5): : 625 - 653
  • [9] A Preconditioned GMRES Method for Elliptic PDE-constrained Optimization Problems
    Zhu, Cong-Yi
    Huang, Yu-Mei
    [J]. 2014 TENTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS), 2014, : 711 - 713
  • [10] Multiobjective PDE-constrained optimization using the reduced-basis method
    Iapichino, L.
    Ulbrich, S.
    Volkwein, S.
    [J]. ADVANCES IN COMPUTATIONAL MATHEMATICS, 2017, 43 (05) : 945 - 972