结构演变和攻击策略对网络匹配强度的协同效应
Xu Na1,2, Junying Cui2, Chang Su1
1Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu 611731, China.
Entropy (Basel, Switzerland)
|August 28, 2025
概括
本研究将网络能源概念引入双边网络,揭示结构演变和攻击策略如何协同影响匹配的稳定性. 这些发现为面对网络攻击的资源分配系统提供了理论基础.
科学领域:
- 网络科学
- 统计物理
- 复杂的系统
背景情况:
- 传统的网络稳定性研究往往忽视了功能完整性,只关注结构连接性.
- 现实世界的网络表现出混合的拓特征,挑战现有的随机和无尺度网络模型.
- 对关键网络路径的攻击可能会增加能源消耗,并引发系统性风险,即使连接保持.
研究的目的:
- 建立一个评估框架,考虑网络的结构演变和攻击策略.
- 将物理中的能量概念引入双边网络以评估功能完整性.
- 研究结构演变和攻击策略对网络匹配强度的协同效应.
主要方法:
- 使用参数 u 构建了一个结构演变模型,以从无尺度到随机特征的双边网络过渡.
- 开发了三个边缘攻击策略:最小能量 (min-E),随机能量 (ran-E) 和最大能量 (max-E).
- 引入了评估指标:平均匹配能量和匹配保留率.
主要成果:
- 网络匹配的稳定性受到结构演变的显著和非线性影响.
- 不同的攻击策略 (min-E,ran-E,max-E) 对匹配强度有不同的影响.
- 观察到结构演变,攻击策略和冗余能力之间的协同效应会影响匹配强度.
结论:
- 这项研究提供了超越结构完整性的网络匹配强度的更深入的理解.
- 这些发现强调了功能完整性和能源消耗在网络弹性方面的关键作用.
- 在易受网络攻击的系统中优化资源配置的理论基础.
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