Probabilistic detection of FSM single state-transition faults based on state occupancy measurements

被引:13
作者
Hadjicostis, CN [1 ]
机构
[1] Univ Illinois, Coordinated Sci Lab, Urbana, IL 61801 USA
[2] Univ Illinois, Dept Elect & Comp Engn, Urbana, IL 61801 USA
基金
美国国家科学基金会;
关键词
discrete-event systems; fault detection; finite-state machines (FSMs); Markov models;
D O I
10.1109/TAC.2005.860270
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This note discusses a probabilistic methodology for detecting single permanent or transient functional changes in the state-transition mechanism of a deterministic finite-state machine (FSM). The associated probabilistic detector observes the empirical frequencies with which different states are occupied and detects faults by analyzing the discrepancy between the observed state occupancy measurements and the expected frequencies. In addition to state occupancy measurements, the detector requires a statistical characterization of the input, but does not need to know the order with which states appear or the exact input sequence that is applied to the FSM. These features can be useful in settings where the input/state order may not be known due to synchronization, communication or other constraints.
引用
收藏
页码:2078 / 2083
页数:6
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