Diagnosis of complex systems using ant colony decision Petri nets

C. Ciufudean, A. Graur, C. Filote, C. Turcu, V. Popa
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引用次数: 14

Abstract

Failure diagnosis in large and complex systems is a critical task. A discrete event system (DES) approach to the problem of failure diagnosis is presented in this paper. A classic solution to solve DES's diagnosis is a stochastic Petri nets. Unfortunately, the solution of a stochastic Petri net is severely restricted by the size of its underlying Markov chain. On the other hand, it has been shown that foraging behavior of ant colonies can give rise to the shortest path, which will reduce the state explosion of stochastic Petri net. Therefore, a new model of stochastic Petri net, based on foraging behavior of real ant colonies is introduced in this paper. This model can contribute to the diagnosis, the performance analysis and design of supervisory control systems.
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基于蚁群决策Petri网的复杂系统诊断
大型复杂系统的故障诊断是一项关键任务。本文提出了一种离散事件系统(DES)方法来解决故障诊断问题。求解DES诊断的经典方法是随机Petri网。不幸的是,随机Petri网的解受到其底层马尔可夫链大小的严重限制。另一方面,蚁群的觅食行为可以产生最短路径,这将减少随机Petri网的状态爆炸。因此,本文提出了一种基于真实蚁群觅食行为的随机Petri网模型。该模型可用于监控系统的诊断、性能分析和设计。
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