A multigrid approach to discretized optimization problems

被引:102
作者
Nash, SG
机构
[1] George Mason Univ, Syst Engn & Operat Res Dept, Fairfax, VA 22030 USA
[2] Natl Inst Stand & Technol, Informat Technol Lab, Gaithersburg, MD 20899 USA
关键词
nonlinear programming; multigrid methods; large-scale optimization; truncated-Newton methods;
D O I
10.1080/10556780008805795
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Many large optimization problems represent a family of models of varying size, corresponding to different discretizations. An example is optimal control problems where the solution is a function that is approximated by its values at finitely many points. We discuss optimization techniques suitable for nonlinear programs of this type, with an emphasis on algorithms that guarantee global convergence. The goal is to exploit the similar structure among the subproblems, using the solutions of smaller subproblems to accelerate the solution of larger, more refined subproblems.
引用
收藏
页码:99 / 116
页数:18
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