Exploiting global information in complex network repair processes

被引:6
作者
Wang, Tianyu
Zhang, Jun
Wandelt, Sebastian [1 ]
机构
[1] Beihang Univ, Sch Elect & Informat Engn, Beijing 100083, Peoples R China
基金
中国国家自然科学基金;
关键词
Complex network; Global information; Greedy ranking; Optimality; Self-healing; PROPAGATION; COMPUTERS;
D O I
10.1016/j.cja.2017.03.007
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Robustness of complex networks has been studied for decades, with a particular focus on network attack. Research on network repair, on the other hand, has been conducted only very lately, given the even higher complexity and absence of an effective evaluation metric. A recently proposed network repair strategy is self-healing, which aims to repair networks for larger components at a low cost only with local information. In this paper, we discuss the effectiveness and efficiency of self-healing, which limits network repair to be a multi-objective optimization problem and makes it difficult to measure its optimality. This leads us to a new network repair evaluation metric. Since the time complexity of the computation is very high, we devise a greedy ranking strategy. Evaluations on both real-world and random networks show the effectiveness of our new metric and repair strategy. Our study contributes to optimal network repair algorithms and provides a gold standard for future studies on network repair. (C) 2017 Chinese Society of Aeronautics and Astronautics. Production and hosting by Elsevier Ltd.
引用
收藏
页码:1086 / 1100
页数:15
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