On verification and design of input matrix for robust linear systems: Complexity and polynomially solvable cases

IF 2.5 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Priyanka Dey
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引用次数: 0

Abstract

This article deals with the robustness of large-scale structured systems in terms of controllability when subject to failure of links from the inputs to the state variables (i.e., input-links). Firstly, we consider a deletion problem of determining the minimum number of input-links, if removed, lead to a structurally uncontrollable system. This problem is known to be NP-hard. We prove that it remains NP-hard even for strongly connected systems. We develop efficient polynomial time methods to solve this problem optimally/suboptimally under suitable assumptions imposed on the generic rank of the state matrix. The assumptions imposed are often satisfied by a large class of systems. These methods mainly use the notion of Dulmage–Mendelsohn decomposition of bipartite graphs and minimum vertex cover problem for undirected graphs. Secondly, we consider an addition problem whose goal is to identify a set of input-links of minimum cardinality to be added between the existing inputs and the state variables in order to preserve structural controllability with respect to failure of an arbitrary input-link. We establish that this particular problem is NP-hard and even inapproximable to a multiplicative factor of logp, where p is the number of critical input-links in the system. Additionally, we identify several practically relevant tractable cases associated with this problem. Finally, an example illustrating the usefulness of the methods developed is given in this article.

关于鲁棒线性系统输入矩阵的验证和设计:复杂性和多项式可解情况
本文从可控性的角度探讨了大规模结构系统在输入到状态变量的链接(即输入链接)失效时的鲁棒性问题。首先,我们考虑一个删除问题,即确定最小数量的输入链接,如果这些链接被删除,将导致一个结构上不可控的系统。这个问题是众所周知的 NP 难问题。我们证明,即使对于强连接系统,它仍然是 NP 难。我们开发了高效的多项式时间方法,在对状态矩阵的通用秩进行适当假设的情况下,以最优/次优方式解决这一问题。大量系统通常都能满足这些假设。这些方法主要使用双向图的 Dulmage-Mendelsohn 分解概念和无向图的最小顶点覆盖问题。其次,我们考虑了一个加法问题,其目标是在现有输入和状态变量之间确定一组最小心数的输入链接,以保持任意输入链接失效时的结构可控性。我们发现,这一特定问题是 NP 难题,甚至无法以 logp 的乘法系数(其中 p 是系统中关键输入链接的数量)进行逼近。此外,我们还发现了几个与该问题相关的实际可行案例。最后,本文举例说明了所开发方法的实用性。
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
European Journal of Control
European Journal of Control 工程技术-自动化与控制系统
CiteScore
5.80
自引率
5.90%
发文量
131
审稿时长
1 months
期刊介绍: The European Control Association (EUCA) has among its objectives to promote the development of the discipline. Apart from the European Control Conferences, the European Journal of Control is the Association''s main channel for the dissemination of important contributions in the field. The aim of the Journal is to publish high quality papers on the theory and practice of control and systems engineering. The scope of the Journal will be wide and cover all aspects of the discipline including methodologies, techniques and applications. Research in control and systems engineering is necessary to develop new concepts and tools which enhance our understanding and improve our ability to design and implement high performance control systems. Submitted papers should stress the practical motivations and relevance of their results. The design and implementation of a successful control system requires the use of a range of techniques: Modelling Robustness Analysis Identification Optimization Control Law Design Numerical analysis Fault Detection, and so on.
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