Sequential linear integer programming for integer optimal control with total variation regularization*

被引:8
|
作者
Leyffer, Sven [1 ]
Manns, Paul [1 ,2 ]
机构
[1] Argonne Natl Lab, Math & Comp Sci Div, Lemont, IL 60439 USA
[2] TU Dortmund Univ, Fac Math, D-44227 Dortmund, Germany
关键词
Mixed-integer optimal control; total variation; BANG CONTROL; ALGORITHM;
D O I
10.1051/cocv/2022059
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 propose a trust-region method that solves a sequence of linear integer programs to tackle integer optimal control problems regularized with a total variation penalty. The total variation penalty implies that the considered integer control problems admit minimizers. We introduce a local optimality concept for the problem, which arises from the infinite-dimensional perspective. In the case of a one-dimensional domain of the control function, we prove convergence of the iterates produced by our algorithm to points that satisfy first-order stationarity conditions for local optimality. We demonstrate the theoretical findings on a computational example.
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页数:34
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