对相互依赖网络的稳定性分析,考虑故障概率和合模式.
Lixin Yang1, Yuanchen Dang1, Gaihui Guo1
1School of Mathematics and Data Science, Shaanxi University of Science and Technology, Xi'an 710021, China.
Chaos (Woodbury, N.Y.)
|June 17, 2024
概括
本研究介绍了相互依存网络的级联故障模型. 增加超载参数可以提高网络的稳定性,但会增加成本,同时优先考虑高度节点可以提高弹性.
科学领域:
- 网络科学 网络科学
- 复杂系统分析 复杂系统分析
- 系统工程 系统工程
背景情况:
- 互连系统的弹性对于可靠的网络设计和运行至关重要.
- 了解相互依存网络中的级联故障对于减轻广泛的中断至关重要.
研究的目的:
- 为相互依存的网络开发一个级联故障动态模型.
- 分析这些网络在各种干扰和故障概率方面的稳定性.
- 调查网络配置和相互依赖类型对稳健性的影响.
主要方法:
- 提出基于组件负载分布的故障概率模型来描述节点过载和移除.
- 引入了节点容量成本和平均网络容量成本指标,以量化级联故障传播.
- 进行了数值模拟,以分析不同相互依赖配置和参数下的稳定性.
主要成果:
- 更高的过载参数增加了网络的稳定性,但也增加了网络成本.
- 将保护资源分配给高级节点可以显著提高网络的稳定性.
- 与类似的合下的一对一网络相比,多对多的相互依赖网络显示出更高的稳定性.
结论:
- 拟议的模型有效地捕捉了相互依存网络中的级联故障动态.
- 网络设计策略,如资源分配和相互依赖模式,对系统稳定性产生重大影响.
- 结果为设计更有弹性的相互依赖的网络基础设施提供了洞察力.
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