Robust Nonlinear Optimal Control via System Level Synthesis

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automatic Control Pub Date : 2025-03-18 DOI:10.1109/TAC.2025.3552482
Antoine P. Leeman;Johannes Köhler;Andrea Zanelli;Samir Bennani;Melanie N. Zeilinger
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Abstract

This article addresses the problem of finite horizon constrained robust optimal control for nonlinear systems subject to norm-bounded disturbances. To this end, the underlying uncertain nonlinear system is decomposed based on a first-order Taylor series expansion into a nominal system and an error (deviation) described as an uncertain linear time-varying system. This decomposition allows us to leverage system level synthesis to jointly optimize an affine error feedback, a nominal nonlinear trajectory, and, most importantly, a dynamic linearization error overbound used to ensure robust constraint satisfaction for the nonlinear system. The proposed approach thereby results in less conservative planning compared with state-of-the-art techniques. We demonstrate the benefits of the proposed approach to control the rotational motion of a rigid body subject to state and input constraints.
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通过系统级合成实现鲁棒非线性优化控制
研究了具有范数有界扰动的非线性系统的有限水平约束鲁棒最优控制问题。为此,基于一阶泰勒级数展开,将潜在的不确定非线性系统分解为标称系统和误差(偏差)描述为不确定线性时变系统。这种分解使我们能够利用系统级综合来共同优化仿射误差反馈,标称非线性轨迹,最重要的是,动态线性化误差过界,用于确保非线性系统的鲁棒约束满足。因此,与最先进的技术相比,所提出的方法的规划不那么保守。我们证明了所提出的控制刚体受状态和输入约束的旋转运动的方法的好处。
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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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