Sequential linear integer programming for integer optimal control with total variation regularization
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 …
tackle integer optimal control problems regularized with a total variation penalty. The total …
On integer optimal control with total variation regularization on multidimensional domains
P Manns, A Schiemann - SIAM Journal on Control and Optimization, 2023 - SIAM
We consider optimal control problems with integer-valued controls and a total variation
regularization penalty in the objective on domains of dimension two or higher. The penalty …
regularization penalty in the objective on domains of dimension two or higher. The penalty …
Efficient solution of discrete subproblems arising in integer optimal control with total variation regularization
M Severitt, P Manns - INFORMS Journal on Computing, 2023 - pubsonline.informs.org
We consider a class of integer linear programs (IPs) that arise as discretizations of trust-
region subproblems of a trust-region algorithm for the solution of control problems, where …
region subproblems of a trust-region algorithm for the solution of control problems, where …
Hybrid optimal control with mixed-integer Lagrangian methods
V Nikitina, A De Marchi, M Gerdts - arXiv preprint arXiv:2403.06842, 2024 - arxiv.org
Models involving hybrid systems are versatile in their application, but difficult to handle and
optimize efficiently due to their combinatorial nature. This work presents a method to cope …
optimize efficiently due to their combinatorial nature. This work presents a method to cope …
Integer optimal control problems with total variation regularization: Optimality conditions and fast solution of subproblems
J Marko, G Wachsmuth - arXiv preprint arXiv:2207.05503, 2022 - arxiv.org
We investigate local optimality conditions of first and second order for integer optimal control
problems with total variation regularization via a finite-dimensional switching point problem …
problems with total variation regularization via a finite-dimensional switching point problem …
Integer optimal control problems with total variation regularization: Optimality conditions and fast solution of subproblems
J Marko, G Wachsmuth - ESAIM: Control, Optimisation and Calculus …, 2023 - esaim-cocv.org
We investigate local optimality conditions of first and second order for integer optimal control
problems with total variation regularization via a finite-dimensional switching-point problem …
problems with total variation regularization via a finite-dimensional switching-point problem …
Relaxed multibang regularization for the combinatorial integral approximation
P Manns - SIAM Journal on Control and Optimization, 2021 - SIAM
Multibang regularization and combinatorial integral approximation decompositions are two
actively researched techniques for integer optimal control. We consider a class of polyhedral …
actively researched techniques for integer optimal control. We consider a class of polyhedral …
Switching cost aware rounding for relaxations of mixed-integer optimal control problems: The 2-D case
F Bestehorn, C Hansknecht, C Kirches… - IEEE Control Systems …, 2021 - ieeexplore.ieee.org
This article is concerned with a recently proposed switching cost aware rounding (SCARP)
strategy in the combinatorial integral approximation for mixed-integer optimal control …
strategy in the combinatorial integral approximation for mixed-integer optimal control …
On convergence of binary trust-region steepest descent
(CIA) are two recently investigated approaches for the solution of optimization problems with
distributed binary-/discrete-valued variables (control functions). We show improved …
distributed binary-/discrete-valued variables (control functions). We show improved …
Relaxation methods for optimal switching control of PDE-dynamical systems
FM Hante - Handbook of Numerical Analysis, 2023 - Elsevier
The chapter reviews certain computational approaches to solve optimal control problems for
evolution-type partial differential equations, where some control functions are limited to …
evolution-type partial differential equations, where some control functions are limited to …