Observability for Switched Linear Systems: Characterization and Observer Design

可观测性 控制理论(社会学) 观察员(物理) 停留时间 可见的 线性系统 国家(计算机科学) 国家观察员 混合动力系统 数学 计算 表征(材料科学) 计算机科学 控制(管理) 应用数学 算法 非线性系统 量子力学 临床心理学 医学 机器学习 物理 数学分析 人工智能 纳米技术 材料科学
作者
Aneel Tanwani,Hyungbo Shim,Daniel Liberzon
出处
期刊:IEEE Transactions on Automatic Control [Institute of Electrical and Electronics Engineers]
卷期号:58 (4): 891-904 被引量:183
标识
DOI:10.1109/tac.2012.2224257
摘要

This paper presents a characterization of observability and an observer design method for switched linear systems with state jumps. A necessary and sufficient condition is presented for observability, globally in time, when the system evolves under predetermined mode transitions. Because this characterization depends upon the switching signal under consideration, the existence of singular switching signals is studied alongside developing a sufficient condition that guarantees uniform observability with respect to switching times. Furthermore, while taking state jumps into account, a relatively weaker characterization is given for determinability, the property that concerns with recovery of the original state at some time rather than at all times. Assuming determinability of the system, a hybrid observer is designed for the most general case to estimate the state of the system and it is shown that the estimation error decays exponentially. Since the individual modes of the switched system may not be observable, the proposed strategy for designing the observer is based upon a novel idea of accumulating the information from individual subsystems. Contrary to the usual approach, dwell-time between switchings is not necessary, but the proposed design does require persistent switching. For practical purposes, the calculations also take into account the time consumed in performing computations.
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