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Finite-time distributed topology design for optimal network resilience

机译:有限时间分布式拓扑设计,可实现最佳网络弹性

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摘要

The process of enhancing the ability of a complex network against various malicious attacks through link addition/rewiring has been the subject of extensive interest and research. The performance of existing methods often highly depends on full knowledge about the network topology. In this study, the authors devote ourselves to developing new distributed strategies to perform link manipulation sequentially using only local accessible topology information. This strategy is concerned with a matrix-perturbation-based approximation of the network-based optimisation problems and a distributed algorithm to compute eigenvectors and eigenvalues of graph matrices. In addition, the development of a distributed stopping criterion, which provides the desired accuracy on the distributed estimation algorithm, enables us to solve the link-operation problem in a finite-time manner. Finally, all results are illustrated and validated using numerical demonstrations and examples.
机译:通过链路添加/重新路由来增强复杂网络抵抗各种恶意攻击的能力的过程一直是引起广泛关注和研究的主题。现有方法的性能通常高度依赖于有关网络拓扑的全部知识。在这项研究中,作者致力于开发新的分布式策略,以仅使用本地可访问的拓扑信息按顺序执行链接操作。该策略涉及基于网络优化问题的基于矩阵摄动的近似,以及一种用于计算图矩阵的特征向量和特征值的分布式算法。此外,分布式停止准则的发展为分布式估计算法提供了所需的准确性,这使我们能够以有限时间的方式解决链接操作问题。最后,通过数值演示和示例对所有结果进行了说明和验证。

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