Optimal Control of Switched Dynamical Systems Under Dwell Time Constraints—Theory and Computation

This article addresses the problem of optimal mode scheduling subject to dwell time constraints, which is the minimum amount of time a system has to spend in one mode before it can transition to another. The constraint is important since most physical systems cannot switch rapidly between different modes and its presence also eliminates the problem of chattering solutions by construction. We investigate the topology of the optimization space and show that it lacks structure to define local minima. A framework is developed for defining optimal solutions as stationary points of optimality functions and an optimality function is proposed for characterizing the necessary conditions for optimality. The challenges posed by dwell time constraints to algorithmic implementation are addressed by exploring the geometric properties of the so-called mode insertion gradient, and a technique is developed for rapidly updating of the mode sequence. The algorithm's convergence to an optimal solution is proved and simulation results are provided to demonstrate the algorithm's efficacy.

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Publication Details

Journal
IEEE Transactions on Automatic Control
Published
2024-10-09
DOI
https://doi.org/10.1109/tac.2024.3476728
Citations
4
Primary Topic
Optimization and Variational Analysis
Type
article
Field-Weighted Citation Impact
1.45
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article

Optimal Control of Switched Dynamical Systems Under Dwell Time Constraints—Theory and Computation

Magnus Egerstedt, Usman Ali
4 citations
IEEE Transactions on Automatic Control
Optimization and Variational Analysis
1.45
article

Optimal Control of Switched Dynamical Systems Under Dwell Time Constraints—Theory and Computation

Magnus Egerstedt, Usman Ali
article en
4 citations

Abstract

This article addresses the problem of optimal mode scheduling subject to dwell time constraints, which is the minimum amount of time a system has to spend in one mode before it can transition to another. The constraint is important since most physical systems cannot switch rapidly between different modes and its presence also eliminates the problem of chattering solutions by construction. We investigate the topology of the optimization space and show that it lacks structure to define local minima. A framework is developed for defining optimal solutions as stationary points of optimality functions and an optimality function is proposed for characterizing the necessary conditions for optimality. The challenges posed by dwell time constraints to algorithmic implementation are addressed by exploring the geometric properties of the so-called mode insertion gradient, and a technique is developed for rapidly updating of the mode sequence. The algorithm's convergence to an optimal solution is proved and simulation results are provided to demonstrate the algorithm's efficacy.

IEEE Transactions on Automatic ControlVol. 70(4)
University of California, Irvine (US), De Montfort University (GB)
Openalex Percentile: Top 16%
Optimization and Variational Analysis
1.45
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Optimal Control of Switched Dynamical Systems Under Dwell Time Constraints—Theory and Computation — Magnus Egerstedt, Usman Ali · IEEE Transactions on Automatic Control (2024) | TGRS Research Map | TGRS