Design of unknown input observer for discrete-time Markov jump systems with unknown input in both state equation and output equation

IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Transactions of the Institute of Measurement and Control Pub Date : 2023-09-08 DOI:10.1177/01423312231190965
Lian Lian, Zhong-da Tian
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Abstract

The problem of unknown input observer design for discrete-time nonlinear generalized Markov jump systems is studied. First, like a normal system, the whole nonlinear system is transformed into a local linear system, and then a large number of linear system theories can be applied to solve related problems. Second, in the observer design of general discrete-time Markov jump systems, only the unknown input in the state equation is usually considered. In this paper, the unknown input is considered in both the state equation and the output equation. The state estimation error system is derived by defining the error. The non-uniform Lyapunov functional is selected to stabilize the estimation error system using the Lyapunov theory. The sufficient conditions for the stability of the system are obtained and transformed into the feasibility problem of linear matrix inequality. The problem of unknown input observer design for discrete-time nonlinear generalized Markov jump systems is solved using MATLAB software. Finally, a numerical example of two rules and two modes is used to verify the effectiveness and feasibility of the proposed unknown input observer.
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状态方程和输出方程均有未知输入的离散马尔可夫跳变系统的未知输入观测器设计
研究离散非线性广义马尔可夫跳变系统的未知输入观测器设计问题。首先,将整个非线性系统像正规系统一样,转化为局部线性系统,然后运用大量的线性系统理论来解决相关问题。其次,在一般离散马尔可夫跳变系统的观测器设计中,通常只考虑状态方程中的未知输入。本文在状态方程和输出方程中都考虑了未知输入。通过对误差的定义,推导出状态估计误差系统。利用李雅普诺夫理论选择非均匀李雅普诺夫泛函来稳定估计误差系统。得到了系统稳定的充分条件,并将其转化为线性矩阵不等式的可行性问题。利用MATLAB软件解决了离散非线性广义马尔可夫跳变系统的未知输入观测器设计问题。最后,通过两规则两模态的数值算例验证了所提未知输入观测器的有效性和可行性。
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来源期刊
CiteScore
4.10
自引率
16.70%
发文量
203
审稿时长
3.4 months
期刊介绍: Transactions of the Institute of Measurement and Control is a fully peer-reviewed international journal. The journal covers all areas of applications in instrumentation and control. Its scope encompasses cutting-edge research and development, education and industrial applications.
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