Stochastic Failure Prognosis of Discrete Event Systems

被引:3
作者
Chen, Jun [1 ]
Kumar, Ratnesh [2 ]
机构
[1] Oakland Univ, Dept Elect & Comp Engn, Rochester, MI 48309 USA
[2] Iowa State Univ, Dept Elect & Comp Engn, Ames, IA 50011 USA
基金
美国国家科学基金会;
关键词
Discrete event systems (DESs); failure prognosis; fixed-point computation; state distribution; stochastic systems; CONTROLLED MARKOV-CHAINS; FAULT PROGNOSIS; PETRI-NETS; PREDICTABILITY; VERIFICATION; DIAGNOSIS;
D O I
10.1109/TAC.2021.3118670
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 article studies the prognosis of failure, i.e., its prediction prior to its occurrence, in stochastic discrete event systems. Prior work has focused on the definition and offline verification of m-steps stochastic-prognosability, or S-m-prognosability, which allows the prediction of a fault at least m-steps in advance. This article complements the existing work by proposing an algorithm for the computation of online failure prognoser. The proposed algorithm reduces the condition for issuing an affirmative prognostic decision to verification condition of a safety property of a Markov chain. We discuss how such a verification condition can be computed using a finitely terminating algorithm.
引用
收藏
页码:5487 / 5492
页数:6
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