DIRECTIONAL SPARSITY IN OPTIMAL CONTROL OF PARTIAL DIFFERENTIAL EQUATIONS

被引:79
|
作者
Herzog, Roland [1 ]
Stadler, Georg [2 ]
Wachsmuth, Gerd [1 ]
机构
[1] Tech Univ Chemnitz, Fac Math, D-09107 Chemnitz, Germany
[2] Univ Texas Austin, Inst Computat Engn & Sci, Austin, TX 78712 USA
基金
美国国家科学基金会;
关键词
sparsity; optimal control; control device placement; L-1-norm minimization; semi-smooth Newton; ALGORITHMS; RECOVERY;
D O I
10.1137/100815037
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We study optimal control problems in which controls with certain sparsity patterns are preferred. For time-dependent problems the approach can be used to find locations for control devices that allow controlling the system in an optimal way over the entire time interval. The approach uses a nondifferentiable cost functional to implement the sparsity requirements; additionally, bound constraints for the optimal controls can be included. We study the resulting problem in appropriate function spaces and present two solution methods of Newton type, based on different formulations of the optimality system. Using elliptic and parabolic test problems we research the sparsity properties of the optimal controls and analyze the behavior of the proposed solution algorithms.
引用
收藏
页码:943 / 963
页数:21
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