反模块化为高强度和高效率,包括最佳情况.
1Divison of Transdisciplinary Sciences, Japan Advanced Institute of Science and Technology, Nomi, Ishikawa, Japan.
PloS one
|March 28, 2024
概括
复杂网络中的高模块化程度会降低其稳定性. 相反,模块化d-正规图的低模块化提高了网络的稳定性和路径效率,提供了连接性和结构之间的平衡.
科学领域:
- 网络科学 网络科学
- 图形理论是指图形的理论.
- 复杂系统分析 复杂系统分析
背景情况:
- 关于网络稳定性和模块化的研究通常集中在Erdos-Renyi和Scale-Free网络上.
- 现有研究主要研究具有Poisson或权力法度分布的网络.
研究的目的:
- 调查模块化对模块化d-正规图的稳定性的影响.
- 分析这些特定网络结构中模块化,稳定性和路径效率之间的权衡.
主要方法:
- 模块化d-正规图的分析.
- 在不同模块化级别的强度的比较.
- 评估平均路径长度以评估小世界属性.
主要成果:
- 与随机d-常规图相比,高模块化程度显著降低了网络的稳定性.
- 在d-正规图中,低模块化导致小世界属性,平均路径长度为O ((logN).
- 该研究将模块化对强度的影响分离出来,独立于度分布变化.
结论:
- 高模块化不利于模块化d-正规图中的网络稳定性.
- 低模块化促进了高强度和高效路径长度的有益共存.
- 研究结果表明,优化模块化对于设计强大高效的复杂网络至关重要.
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