高性能计算基础设施的防御策略和预期容量

N. Rao, N. Imam, Chris Y. T. Ma, Fei He
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引用次数: 2

摘要

我们考虑由广域网上连接的多个站点组成的高性能计算基础设施。这些站点容纳异构计算系统、网络元素和局部区域连接,广域网在提供它们之间的重要连接方面起着关键的、不对称的作用。我们将此基础设施建模为系统的递归系统,其中最高级的基本系统由离散的网络和物理组件组成。这些组件可能会因网络和物理干扰而失效,它们的增援可以防范这些干扰,尽管这是有代价的。我们利用游戏公式的结果,该公式基于(i)使用总体失效相关函数描述递归的每个级别的系统之间的中断,并在基本系统内使用乘数函数,以及(ii)使用以受攻击和增强的基本系统组件数量表示的效用函数。在纳什均衡中,我们推导出基础设施预期容量的表达式,该表达式由可运行并连接到网络的计算节点的数量给出。
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Defense strategies and expected capacity of high performance computing infrastructures
We consider high performance computing infrastructures consisting of multiple sites connected over a wide-area network. These sites house heterogeneous computing systems, network elements and local-area connections, and the wide-area network plays a critical, asymmetric role of providing the vital connectivity between them. We model this infrastructure as a recursive system of systems, wherein the basic systems at the finest levels are composed of discrete cyber and physical components. These components may be disabled by cyber and physical disruptions, and their reinforcements protect against them albeit at a cost. We utilize results from a game formulation based on (i) characterizing the disruptions between systems at each level of recursion using aggregate failure correlation functions, and within basic systems using the multiplier functions, and (ii) using utility functions expressed in terms of the number of basic system components attacked and reinforced. At Nash Equilibrium, we derive expressions for the expected capacity of the infrastructure given by the number of computing nodes that are operational and connected to the network.
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