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

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automatic Control Pub Date : 2024-10-09 DOI:10.1109/TAC.2024.3476728
Usman Ali;Magnus Egerstedt
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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.
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停留时间约束下开关动态系统的最优控制 - 理论与计算
本文讨论受停留时间约束的最优模式调度问题,停留时间约束是指系统在转换到另一种模式之前必须在一种模式中花费的最小时间。这个约束很重要,因为大多数物理系统不能在不同的模式之间快速切换,而且它的存在也消除了通过构造解决的抖振问题。我们研究了优化空间的拓扑结构,发现它缺乏定义局部最小值的结构。建立了将最优解定义为最优函数的平稳点的框架,并提出了表征最优性必要条件的最优函数。通过探索所谓的模式插入梯度的几何特性,解决了驻留时间限制给算法实现带来的挑战,并开发了一种快速更新模式序列的技术。证明了该算法收敛于最优解,并通过仿真结果验证了该算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Automatic Control
IEEE Transactions on Automatic Control 工程技术-工程:电子与电气
CiteScore
11.30
自引率
5.90%
发文量
824
审稿时长
9 months
期刊介绍: In the IEEE Transactions on Automatic Control, the IEEE Control Systems Society publishes high-quality papers on the theory, design, and applications of control engineering. Two types of contributions are regularly considered: 1) Papers: Presentation of significant research, development, or application of control concepts. 2) Technical Notes and Correspondence: Brief technical notes, comments on published areas or established control topics, corrections to papers and notes published in the Transactions. In addition, special papers (tutorials, surveys, and perspectives on the theory and applications of control systems topics) are solicited.
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