Approximation by Simple Poles—Part II: System Level Synthesis Beyond Finite Impulse Response

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automatic Control Pub Date : 2024-09-17 DOI:10.1109/TAC.2024.3462517
Michael W. Fisher;Gabriela Hug;Florian Dörfler
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Abstract

In Part I, a novel Galerkin-type method for finite dimensional approximations of transfer functions in Hardy space was developed based on approximation by simple poles. In Part II, this approximation is applied to system level synthesis, a recent approach based on a clever reparameterization, to develop a new technique for optimal control design. To solve system level synthesis problems, prior work relies on finite impulse response approximations that lead to deadbeat control, and that can experience infeasibility and increased suboptimality, especially in systems with large separation of time scales. The new design method does not result in deadbeat control, is convex and tractable, always feasible, can incorporate prior knowledge, and works well for systems with large separation of time scales. Suboptimality bounds with convergence rate depending on the geometry of the pole selection are provided. An example demonstrates superior performance of the method.
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简单极点近似 - 第二部分:超越有限脉冲响应的系统级合成
在第一部分中,基于简单极点逼近,提出了Hardy空间中传递函数有限维逼近的一种新的galerkin型方法。在第二部分中,将这种近似应用于系统级综合,这是一种基于巧妙的再参数化的新方法,以开发最优控制设计的新技术。为了解决系统级综合问题,先前的工作依赖于导致无差拍控制的有限脉冲响应近似,并且可能经历不可行性和增加的次优性,特别是在具有大时间尺度分离的系统中。新的设计方法不产生无差拍控制,具有凸性和易处理性,始终可行,可以纳入先验知识,适用于时间尺度分离较大的系统。给出了收敛速度取决于极点选择几何形状的次优界。算例验证了该方法的优越性。
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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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