Identifiability in Dynamic Acyclic Networks With Partial Excitation and Measurement

IF 7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automatic Control Pub Date : 2024-10-09 DOI:10.1109/TAC.2024.3476989
Xiaodong Cheng;Shengling Shi;Ioannis Lestas;Paul M.J. Van den Hof
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Abstract

This article deals with dynamic networks in which the causality relations between the vertex signals are represented by linear time-invariant transfer functions (modules). Considering an acyclic network where only a subset of its vertices are measured and a subset of the vertices are excited, we explore conditions under which all the modules are identifiable on the basis of measurement data. Two sufficient conditions are presented, where the first condition concerns an identifiability analysis that needs to be performed for each vertex, while the second condition, based on the concept of tree/antitree covering, results from a graphical synthesis approach to allocate actuators and sensors in acyclic networks for achieving generic identifiability.
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具有部分激励和测量功能的动态无循环网络中的可识别性
本文研究动态网络,其中顶点信号之间的因果关系由线性时不变传递函数(模块)表示。考虑一个只有一个子集的顶点被测量和一个子集的顶点被激发的无环网络,我们探索了在测量数据的基础上所有模块都是可识别的条件。提出了两个充分条件,其中第一个条件涉及需要对每个顶点执行的可识别性分析,而第二个条件基于树/反树覆盖的概念,通过图形综合方法在无环网络中分配执行器和传感器以实现一般可识别性。
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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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