Robustness Analysis of the Complex Network

被引:0
|
作者
Liang, Mingxin [1 ]
Liu, Fanzhen [1 ]
Gao, Chao [1 ,2 ,3 ]
Zhang, Zili [1 ,4 ]
机构
[1] Southwest Univ, Sch Comp & Informat Sci, Chongqing 400715, Peoples R China
[2] Potsdam Inst Climate Impact Res PIK, D-14473 Potsdam, Germany
[3] Humboldt Univ, Inst Phys, D-12489 Berlin, Germany
[4] Deakin Univ, Sch Informat Technol, Locked Bag 20000, Geelong, Vic 3220, Australia
来源
2017 6TH DATA DRIVEN CONTROL AND LEARNING SYSTEMS (DDCLS) | 2017年
基金
中国国家自然科学基金;
关键词
Complex Network; Robustness; Propagation; Centrality; Node Ranking;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The robustness is one of the primary characteristics of a real system, which impacts the function and performance of the system. Many real systems in our real world can be formulated as complex networks. It is a feasible method to estimate the robustness of real systems from the perspective of complex networks. The robustness evaluation is one of the basic and hot research topics in the field of complex networks. This paper presents a network-based simulation platform for analyzing and evaluating the robustness of a real system in terms of existing famous measurements. Furthermore, some experiments are implemented in networks with various topologies and scales under the conditions of different types of attacks. The results show that the structural topology is the major factor in the robustness of a network. And malicious attacks result in more damages than random attacks. And there is a correlation among different attack patterns based on various vertex centralities.
引用
收藏
页码:638 / 643
页数:6
相关论文
共 50 条
  • [21] Robustness analysis of network controllability
    Pu, Cun-Lai
    Pei, Wen-Jiang
    Michaelson, Andrew
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2012, 391 (18) : 4420 - 4425
  • [22] Construction of a multi-echelon supply chain complex network evolution model and robustness analysis of cascading failure
    Sun, Junyan
    Tang, Jianming
    Fu, Weiping
    Chen, Zhirui
    Niu, Yaru
    COMPUTERS & INDUSTRIAL ENGINEERING, 2020, 144
  • [23] Robustness analysis of chemical process systems based on complex network non-linear load capacity model
    Dong, Ran
    Wang, Zheng
    Liu, Ruijie
    Li, Huapeng
    Jia, Xiaoping
    Wang, Fang
    CANADIAN JOURNAL OF CHEMICAL ENGINEERING, 2023, 101 (02) : 953 - 966
  • [24] The evolution and robustness analysis of global soybean trade network
    Ma, Jinlong
    Zhao, Pengfei
    Feng, Jiale
    Pang, Huawei
    Cai, Mingwei
    Zhao, Yongbin
    INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 2024, 35 (10):
  • [25] Analysis of the Topological Properties and Robustness of Chongqing Metro Network
    Lei, Haihui
    Liu, Hong
    SEVENTH INTERNATIONAL CONFERENCE ON TRAFFIC ENGINEERING AND TRANSPORTATION SYSTEM, ICTETS 2023, 2024, 13064
  • [26] The Robustness of Urban Rail Transit Network based on Complex Network Theory
    Gu, Yiran
    Li, Cheng
    PROCEEDINGS OF THE 2016 3RD INTERNATIONAL CONFERENCE ON MATERIALS ENGINEERING, MANUFACTURING TECHNOLOGY AND CONTROL, 2016, 67 : 1068 - 1074
  • [27] Controllability robustness of heat exchanger network based on complex network theory
    Wang, Zheng
    Dong, Ran
    Dong, Yunqing
    Li, Huapeng
    Liu, Ruijie
    Hu, Yiyi
    Jia, Xiaoping
    Wang, Fang
    ASIA-PACIFIC JOURNAL OF CHEMICAL ENGINEERING, 2021, 16 (06)
  • [28] A spatiotemporal analysis of the robustness of high -speed rail network in China
    Jiao, Jingjuan
    Zhang, Fangni
    Liu, Jian
    TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT, 2020, 89
  • [29] Evaluating the Robustness of Correlation Network Analysis in the Aging Mouse Hypothalamus
    Cooper, Kathryn M.
    Bonasera, Stephen
    Ali, Hesham
    BIOMEDICAL ENGINEERING SYSTEMS AND TECHNOLOGIES, BIOSTEC 2015, 2015, 574 : 224 - 238
  • [30] Analysis of robustness of urban bus network
    Ren, Tao
    Wang, Yi-Fan
    Liu, Miao-Miao
    Xu, Yan-Jie
    CHINESE PHYSICS B, 2016, 25 (02)