On Markov reward modelling with FSPNs

K. Wolter, A. Zisowsky
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引用次数: 9

Abstract

In this paper fluid stochastic Petri nets (FSPNs) will be used for modelling reward in a performability model. Two variations of a known performability model are presented in order to demonstrate the ability of FSPNs in modelling accumulated rate reward as well as accumulated impulse reward. In the first model two fluid places are used, one of which represents the profit (reward) obtained by operating the system and the other one the buffet; that is approximated continuously. In the second model only one fluid place is used, representing the costs (negative reward) arising due to repair of system components. The costs increase continuously at deterministic rate while the system is in state of repair (which is a rate reward in the model). Additional costs incur each time the buffer fails (which is an impulse reward in the model). With a numerical solution algorithm the distribution of the reward and its mean are computed.
基于FSPNs的马尔可夫奖励建模
在本文中,流体随机Petri网(FSPNs)将被用于性能模型中的奖励建模。为了证明FSPNs在模拟累积速率奖励和累积脉冲奖励方面的能力,给出了已知性能模型的两种变体。在第一个模型中,使用两个流体位置,一个表示操作系统获得的利润(奖励),另一个表示自助餐;这是连续的近似。在第二个模型中,只使用一个流体位置,表示由于修复系统组件而产生的成本(负奖励)。当系统处于维修状态时,成本以确定的速率持续增加(这是模型中的速率奖励)。每次缓冲区失败都会产生额外的成本(这是模型中的脉冲奖励)。利用数值求解算法计算了奖励的分布及其均值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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