Frequency domain identification of passive local modules in linear dynamic networks

IF 2.1 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Systems & Control Letters Pub Date : 2024-10-03 DOI:10.1016/j.sysconle.2024.105937
Lucas F.M. Rodrigues , Gustavo H.C. Oliveira , Lucas P.R.K. Ihlenfeld , Ricardo Schumacher , Paul M.J. Van den Hof
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Abstract

We develop a novel frequency-domain approach to address the important open issue of estimating passive local modules within dynamic networks. The method applies an approach based on two stages, a non-parametric and a parametric one. The parametric stage is an extension of the vector fitting technique that incorporates energy consistency conditions as a fundamental component of the identification procedure, forming a path of the passive model in the Sanathanan–Koerner iterations. The approach includes a formulation via linear matrix inequalities to enforce energy-balance conditions resulting in a convex optimization problem. The approach is practical even under weak assumptions on noise, enabling real-world applications. Numerical simulations illustrate the potential of the developed method to effectively estimate local passive modules in dynamic networks.
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线性动态网络中无源局部模块的频域识别
我们开发了一种新颖的频域方法来解决估算动态网络中无源局部模块这一重要的未决问题。该方法基于两个阶段,即非参数阶段和参数阶段。参数阶段是矢量拟合技术的扩展,它将能量一致性条件作为识别程序的基本组成部分,在 Sanathanan-Koerner 迭代中形成无源模型的路径。该方法包括通过线性矩阵不等式来强制执行能量平衡条件,从而产生一个凸优化问题。即使在噪声较弱的假设条件下,该方法也是实用的,可在现实世界中应用。数值模拟说明了所开发方法在有效估计动态网络中的局部无源模块方面的潜力。
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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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