基于级联模型的面向任务网络鲁棒性研究

Tengyu Ma, F. Yang, Chao Chang, Jun Huang
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引用次数: 0

摘要

在网络科学中,通常使用网络连通性来评估网络性能,但这并不代表网络系统可以提供的服务。因此,网络被破坏时任务的鲁棒性代表了网络的业务生存能力。本文将任务引入网络系统,构建了面向任务的网络模型。在这个模型中,每个任务的执行都需要资源。在资源不足的情况下,通过节点间的相互沟通和合作完成任务。由于网络系统中某些节点的损坏,将改变任务资源的分配和通信路径。这可能导致其他节点因拥塞或过载而故障。我们建立了一个级联失效模型来描述这一过程。本文通过仿真实验对比了不同的攻击策略,发现节点资源对鲁棒性起着至关重要的作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Mission-Oriented Networks Robustness Based on Cascade Model
In network science, network connectivity is usually used to evaluate network performance, but this does not represent the services that network systems can provide. Therefore, the robustness of the mission when the network is damaged represents the service survivability of the network. This article introduces missions into the network system and constructs a mission-oriented network model. In this model, the execution of each mission requires resources. When resources are insufficient, the mission is completed by mutual communication and cooperation between nodes. Due to the damage of some nodes in the network system, the allocation of mission resources and the communication path will be changed. This may cause other nodes to fail due to congestion or overload. We build a cascading failure model to describe this process. This paper compares different attack strategies through simulation experiments, and it is found that node resources will play a critical role in robustness.
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