Initial-State Observability of Mealy-Based Finite-State Machine With Nondeterministic Output Functions

被引:31
作者
Zhang, Zhipeng [1 ]
Xia, Chengyi [1 ]
Fu, Jun [2 ]
Chen, Zengqiang [3 ]
机构
[1] Tiangong Univ, Sch Control Sci & Engn, Tianjin 300387, Peoples R China
[2] Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
[3] Nankai Univ, Coll Artificial Intelligence, Tianjin 300350, Peoples R China
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2022年 / 52卷 / 10期
基金
中国国家自然科学基金;
关键词
Observability; Measurement uncertainty; Trajectory; Uncertainty; Safety; Cybernetics; Computational modeling; Finite-state machine (FSM); finite-valued systems; initial-state observability; logical dynamical systems; semitensor product; DISCRETE-EVENT SYSTEMS; BOOLEAN NETWORKS; AUTOMATA; CONTROLLABILITY; MATRIX;
D O I
10.1109/TSMC.2022.3145449
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In mobile systems or the failure detection applications, the output for some input event is state-dependent and nondeterministic after intermittent sensor failures or measurement uncertainties, which does not hold under the conventional observability hypothesis. In this article, such cases can be modeled by a Mealy-based finite-state machine (FSM) with nondeterministic output functions, and we investigate the ``initial-state'' observability by use of matrix semitensor product (matrix-STP). First, to characterize the nondeterministic output functions, a virtual state set consisting of state-event pairs is introduced to obtain an augmented FSM. By resorting to the matrix-STP, the algebraic expression of augmented FSM is proposed. Subsequently, based on the newly constructed model, the initial-state observability can be verified by checking the distinguishability of state trajectories of the augmented FSM. Meanwhile, the necessary and sufficient condition for such initial-state observability is derived from a discriminant matrix consisting of polynomial elements. Finally, numerical examples show the validity of the proposed method. The current results are further conducive to explore the critical safety of cyber-physical systems in many real-world systems.
引用
收藏
页码:6396 / 6405
页数:10
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