在复杂的动态网络中扩展节点弹性和影响力
Li-Lei Han1, Lang Zeng1, Hayoung Choi1
1Department of Mathematics, Nonlinear Dynamics & Mathematical Application Center, Kyungpook National University, Daegu 41566, Republic of Korea.
Chaos (Woodbury, N.Y.)
|May 2, 2025
概括
这项研究揭示了网络结构如何影响复杂系统中的节点弹性和影响. 我们得出了可分离合动态的缩放规律,并与各种网络类型进行了验证.
科学领域:
- 复杂系统科学 复杂系统科学
- 网络科学 网络科学
- 动态系统理论 动态系统理论
背景情况:
- 在复杂的动态网络中,了解节点弹性和影响是至关重要的.
- 这些属性是网络稳定性和在干扰下运行的关键.
- 之前的研究已经在各种网络类型中探索了这些方面.
研究的目的:
- 为了获得节点弹性和影响的代数缩放关系.
- 在具有可分离合动态的系统中研究这些特性.
- 分析网络拓与网络动态之间的相互作用.
主要方法:
- 对节点性质的代数缩放关系的推导.
- 在合成和实证网络上进行数值模拟.
- 分析具有不同拓结构的网络.
主要成果:
- 建立了具有节点弹性和影响力的缩放关系.
- 在各种网络拓学中数值验证了这些缩放规律.
- 证明了对流行病传播和人口动态等过程的适用性.
结论:
- 衍生的缩放关系为可分离合系统中的节点行为提供了洞察力.
- 网络拓显著调节节点的弹性和影响力.
- 这些发现对于理解和设计复杂的动态网络具有重要意义.
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