A new quasi-finite-rank approximation of compression operators on L∞[0,H) with applications to sampled-data and time-delay systems: Piecewise linear kernel approximation approach

IF 3.7 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
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引用次数: 0

Abstract

This paper provides a new quasi-finite-rank approximation (QFRA) of infinite-rank compression operators defined on the Banach space L[0,H), which are associated with tractable representations of infinite-dimensional systems such as time-delay and sampled-data systems. We first formulate the QFRA by an optimization problem with a matrix-valued parameter X to minimize the associated error in terms of the L[0,H)-induced norm. To facilitate solving the optimization problem, we next employ the piecewise linear kernel approximation (PLKA) technique, by which the optimization problem is then converted to a linear programming (LP) problem. The solution of the LP problem is shown to converge to the optimal solution of the original QFRA with the order of 1/M, where M is the PLKA parameter. The PLKA-based QFRA is shown to lead to practical methods of the stability analysis for time-delay systems and the L1 optimal controller synthesis for sampled-data systems. Finally, the overall arguments developed in this paper are demonstrated through some numerical and experimental studies.

L∞[0,H]上压缩算子的一种新的准有限级近似方法,应用于采样数据和时延系统:片线性核近似方法
本文为定义在巴拿赫空间 L∞[0,H) 上的无穷级压缩算子提供了一种新的准无穷级近似(QFRA),这种近似与时延和采样数据系统等无穷维系统的可控表示相关。我们首先用一个带有矩阵值参数 X 的优化问题来表述 QFRA,以最小化 L∞[0,H)-induced norm 的相关误差。为方便解决优化问题,我们接下来采用了片断线性内核逼近(PLKA)技术,通过该技术,优化问题被转换为线性规划(LP)问题。LP 问题的解以 1/M 的阶次收敛于原始 QFRA 的最优解,其中 M 为 PLKA 参数。基于 PLKA 的 QFRA 可以为时延系统的稳定性分析和采样数据系统的 L1 最佳控制器合成提供实用方法。最后,通过一些数值和实验研究证明了本文提出的总体论点。
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
CiteScore
7.30
自引率
14.60%
发文量
586
审稿时长
6.9 months
期刊介绍: The Journal of The Franklin Institute has an established reputation for publishing high-quality papers in the field of engineering and applied mathematics. Its current focus is on control systems, complex networks and dynamic systems, signal processing and communications and their applications. All submitted papers are peer-reviewed. The Journal will publish original research papers and research review papers of substance. Papers and special focus issues are judged upon possible lasting value, which has been and continues to be the strength of the Journal of The Franklin Institute.
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