在具有负载再分配的更高阶网络上,级联故障动态.
Zongning Wu1,2, Jiaying Yang1,2,3, Ying Fan3
1School of Computer and Artificial Intelligence, Beijing Technology and Business University, Beijing 100048, China.
Chaos (Woodbury, N.Y.)
|December 13, 2024
概括
复杂网络中的更高阶结构影响负载再分配和级联故障. 这项研究引入了一个模型,表明这些结构可以导致相位过渡,使网络既强大又脆弱.
科学领域:
- 网络科学 网络科学
- 物理 物理学 物理
- 计算机科学 计算机科学
背景情况:
- 在复杂的网络中,负载再分配至关重要.
- 高阶结构为网络动态提供了新的见解.
- 高级结构对级联故障和恢复的影响尚未完全理解.
研究的目的:
- 提出一个负载再分配模型,包括更高阶结构和恢复策略.
- 调查更高阶结构对级联故障动态的影响.
- 通过功能升级和重建来分析恢复过程.
主要方法:
- 开发了一种具有更高阶结构的新型负载再分配模型.
- 实施基于功能升级和重建的恢复策略.
- 分析了网络中的级联故障动态和相位过渡.
主要成果:
- 高阶结构在低负载再分配时诱导不连续的相位过渡.
- 网络动态表现出一种强大而脆弱的双重特征.
- 最大的连接组件显示了三种不同的模式,在高高阶结构密度下,攻击比增加.
结论:
- 高级结构显著影响网络弹性和故障动态.
- 拟议的模型为理解复杂的网络行为提供了一个框架.
- 研究结果在现实和模拟网络中得到验证,突出了实际影响.
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