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Multi-Phase Markov models for functional safety prediction: Efficient simulation of Markov models used for safety engineering and the online integration of individual systems' diagnostic and maintenance history

机译:用于功能安全预测的多相马尔可夫模型:安全工程使用的马尔可夫模型的有效仿真以及单个系统的诊断和维护历史记录的在线集成

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The contribution first describes the implementation of Continuous-Time Markov Chains (CTMC) in the language Modelica; this enables the simulation by powerful solvers making typical Functional Safety applications numerically more efficient and reliable than with classically used Discrete-Time Markov Chains (DTMC). Secondly, the CTMC are extended to Multi-Phase Markov Chains (CTMCMP) enabling the inclusion of maintenance (restoration) actions as well as online diagnostics, which is finally elaborated to the online prediction of an individual system's safety quantities.
机译:该文稿首先以Modelica语言描述了连续时间马尔可夫链(CTMC)的实现;这使功能强大的求解器能够进行仿真,从而使典型的功能安全性应用程序在数值上比传统上使用的离散时间马尔可夫链(DTMC)更高效,更可靠。其次,将CTMC扩展到多相马尔可夫链(CTMC MP ),从而能够包括维护(恢复)操作以及在线诊断,最后将其详细描述为单个系统的在线预测。安全数量。

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