Network security situation: From awareness to awareness-control

被引:20
|
作者
Liu, Xiaowu [1 ]
Yu, Jiguo [1 ,2 ,3 ]
Lv, Weifeng [4 ]
Yu, Dongxiao [5 ]
Wang, Yinglong [2 ,3 ]
Wu, Yu [6 ]
机构
[1] Qufu Normal Univ, Sch Informat Sci & Engn, Rizhao 276826, Shandong, Peoples R China
[2] Qilu Univ Technol, Shandong Acad Sci, Sch Comp Sci & Technol, Jinan 250253, Shandong, Peoples R China
[3] Natl Supercomp Ctr Jinan, Shandong Comp Sci Ctr, Shandong 250014, Shandong, Peoples R China
[4] Beihang Univ, Sch Comp Sci & Engn, Beijing 100083, Peoples R China
[5] Shandong Univ, Sch Comp Sci & Technol, Qingdao 266237, Shandong, Peoples R China
[6] Dongguan Univ Technol, Sch Comp Sci & Network Secur, Dongguan 523808, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
Network security situation awareness; Cognitive computing; Multi-source fusion; Threat gene; Reinforced learning; Cognitive control; PARTICLE SWARM OPTIMIZATION; COMBINATION; MANAGEMENT;
D O I
10.1016/j.jnca.2019.04.022
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Network Security Situation Awareness (NSSA) is a security theory which can perceive the network threat from a global perspective. In this paper, we present a Cognitive Awareness-Control Model (CACM) for NSSA. CACM adopts the cross-layer architecture and cognitive circle which can break through the interactive barrier between different network layers. Firstly, we propose a decision-level fusion method in which different weights are assigned for different data sources so that the fusion accuracy can be improved. Secondly, a hierarchical quantification approach is discussed which can avoid inferring the complex memberships among network components. Finally, a cognitive regulation mechanism is analysed in order to solve the issue of automatic control. The simulation experiments show that our model can perceive and regulate the threat situation effectively. To the best of our knowledge, this is the first discussion which utilizes cognitive awareness-control to solve the regulation problem of NSSA.
引用
收藏
页码:15 / 30
页数:16
相关论文
共 50 条
  • [21] Research key technologies of the current network security situation awareness
    Guan, X. J.
    Zhang, T.
    Ma, Y. Y.
    Deng, S.
    MANUFACTURING AND ENGINEERING TECHNOLOGY, 2015, : 149 - 154
  • [22] Danger Theory Inspired Model for Network Security Situation Awareness
    Sun, Feixian
    2010 SECOND INTERNATIONAL CONFERENCE ON E-LEARNING, E-BUSINESS, ENTERPRISE INFORMATION SYSTEMS, AND E-GOVERNMENT (EEEE 2010), VOL II, 2010, : 145 - 148
  • [23] A Cyberspace Security Situation Awareness Model Based on Complex Network
    Wu, Zhitao
    Liu, Jie
    Xu, Siyan
    PROCEEDINGS OF 2016 11TH INTERNATIONAL CONFERENCE ON RELIABILITY, MAINTAINABILITY AND SAFETY (ICRMS'2016): INTEGRATING BIG DATA, IMPROVING RELIABILITY & SERVING PERSONALIZATION, 2016,
  • [24] Network Security Situation Awareness Model-Inspired by Immune
    Luo, Yixiang
    Zhao, Minghua
    Zhang, Qunyan
    Zou, Ajin
    MANUFACTURING SYSTEMS AND INDUSTRY APPLICATIONS, 2011, 267 : 635 - 638
  • [25] Danger Theory Inspired Model for Network Security Situation Awareness
    Sun, Feixian
    2011 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION AND INDUSTRIAL APPLICATION (ICIA2011), VOL III, 2011, : 520 - 523
  • [26] RF-SVM Based Awareness Algorithm in Intelligent Network Security Situation Awareness System
    Chen, Gang
    2015 International Conference on Software Engineering and Information System (SEIS 2015), 2015, : 818 - 823
  • [27] An Ontology-Centric Approach for Network Security Situation Awareness
    Wang, Yixuan
    Zhao, Bo
    Li, Weidong
    Zhu, Lingzi
    2023 IEEE 47TH ANNUAL COMPUTERS, SOFTWARE, AND APPLICATIONS CONFERENCE, COMPSAC, 2023, : 777 - 787
  • [28] Network Security Situation Awareness Framework based on Threat Intelligence
    Zhang, Hongbin
    Yi, Yuzi
    Wang, Junshe
    Cao, Ning
    Duan, Qiang
    CMC-COMPUTERS MATERIALS & CONTINUA, 2018, 56 (03): : 381 - 399
  • [29] Ensemble Visualization For Cyber Situation Awareness of Network Security Data
    Hao, Lihua
    Healey, Christopher G.
    Hutchinson, Steve E.
    2015 IEEE SYMPOSIUM ON VISUALIZATION FOR CYBER SECURITY (VIZSEC), 2015,
  • [30] Aviation Network Security Situation Awareness Based on Game Theory
    Wu, Zhijun
    Fan, Haoyu
    2023 IEEE AEROSPACE CONFERENCE, 2023,