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Estimating Reliability of Grid Systems using Bayesian Networks

机译:估计贝叶斯网络网格系统的可靠性

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Computational grid systems are becoming popular as computational environments for dealing with large-scale applications in various areas. Conventional reliability models have some common assumptions that cannot be applied to the grid systems. This is the first study that introduces a methodology for efficient construction of Bayesian network (BN) models for estimating grid system reliability. Our proposed method uses historical data about the grid system to be modeled and constructs the BN without the need for human intervention. Unlike previous studies, our methodology does not rely on any assumptions about the grid system.
机译:计算网格系统作为计算环境的计算环境变得流行,以便在各种区域处理大规模应用程序。传统的可靠性模型具有一些常见假设,不能应用于网格系统。这是第一项研究,介绍了贝叶斯网络(BN)模型的有效建设的方法,用于估算网格系统可靠性。我们所提出的方法使用有关网格系统的历史数据进行建模并构建BN,而无需人为干预。与以前的研究不同,我们的方法不依赖于关于网格系统的任何假设。

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