On computation of approximate solutions to large-scale backstepping kernel equations via continuum approximation

IF 2.1 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS
Jukka-Pekka Humaloja, Nikolaos Bekiaris-Liberis
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引用次数: 0

Abstract

We provide two methods for computation of continuum backstepping kernels that arise in control of continua (ensembles) of linear hyperbolic PDEs and which can approximate backstepping kernels arising in control of a large-scale, PDE system counterpart (with computational complexity that does not grow with the number of state components of the large-scale system). In the first method, we provide explicit formulae for the solution to the continuum kernels PDEs, employing a (triple) power series representation of the continuum kernel and establishing its convergence properties. In this case, we also provide means for reducing computational complexity by properly truncating the power series (in the powers of the ensemble variable). In the second method, we identify a class of systems for which the solution to the continuum (and hence, also an approximate solution to the respective large-scale) kernel equations can be constructed in closed form. We also present numerical examples to illustrate computational efficiency/accuracy of the approaches, as well as to validate the stabilization properties of the approximate control kernels, constructed based on the continuum.
用连续统逼近法计算大规模反步核方程近似解
我们提供了两种计算连续统反推核的方法,这些方法出现在线性双曲偏微分方程的连续统(集合)的控制中,并且可以近似控制大规模偏微分方程系统中产生的反推核(其计算复杂性不随大规模系统状态分量的数量而增长)。在第一种方法中,我们给出了连续核偏微分方程的显式解,使用连续核的(三重)幂级数表示并建立了它的收敛性。在这种情况下,我们还提供了通过适当截断幂级数(在集合变量的幂中)来降低计算复杂性的方法。在第二种方法中,我们确定了一类系统,其连续统的解(以及相应的大尺度核方程的近似解)可以以封闭形式构造。我们还提供了数值示例来说明该方法的计算效率/准确性,以及验证基于连续统构造的近似控制核的稳定特性。
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
Systems & Control Letters
Systems & Control Letters 工程技术-运筹学与管理科学
CiteScore
4.60
自引率
3.80%
发文量
144
审稿时长
6 months
期刊介绍: Founded in 1981 by two of the pre-eminent control theorists, Roger Brockett and Jan Willems, Systems & Control Letters is one of the leading journals in the field of control theory. The aim of the journal is to allow dissemination of relatively concise but highly original contributions whose high initial quality enables a relatively rapid review process. All aspects of the fields of systems and control are covered, especially mathematically-oriented and theoretical papers that have a clear relevance to engineering, physical and biological sciences, and even economics. Application-oriented papers with sophisticated and rigorous mathematical elements are also welcome.
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