Optimal defense resource allocation in scale-free networks

被引:17
作者
Zhang, Xuejun [1 ,2 ,3 ]
Xu, Guoqiang [1 ,2 ,3 ]
Xia, Yongxiang [4 ]
机构
[1] Beihang Univ, Sch Elect & Informat Engn, Beijing 100191, Peoples R China
[2] Beijing Key Lab Network Based Cooperat Air Traff, Beijing 100191, Peoples R China
[3] Beijing Lab Gen Aviat Technol, Beijing 100191, Peoples R China
[4] Zhejiang Univ, Coll Informat Sci & Elect Engn, Hangzhou 310027, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Complex networks; Robustness; Defense resource allocation; Particle swarm optimization; PARTICLE SWARM OPTIMIZATION; ROBUSTNESS; ALGORITHM; SELECTION;
D O I
10.1016/j.physa.2017.11.135
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The robustness research of networked systems has drawn widespread attention in the past decade, and one of the central topics is to protect the network from external attacks through allocating appropriate defense resource to different nodes. In this paper, we apply a specific particle swarm optimization (PSO) algorithm to optimize the defense resource allocation in scale-free networks. Results reveal that PSO based resource allocation shows a higher robustness than other resource allocation strategies such as uniform, degree-proportional, and betweenness-proportional allocation strategies. Furthermore, we find that assigning less resource to middle-degree nodes under small-scale attack while more resource to low degree nodes under large-scale attack is conductive to improving the network robustness. Our work provides an insight into the optimal defense resource allocation pattern in scale free networks and is helpful for designing a more robust network. (C) 2017 The Authors. Published by Elsevier B.V.
引用
收藏
页码:2198 / 2204
页数:7
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