The Prediction Algorithm of Network Security Situation Based on Grey Correlation Entropy Kalman Filtering

被引:0
|
作者
Zhang Lin [1 ]
Sun Wenchang [1 ]
Liu Xiujie [1 ]
Wang Xiufang [1 ]
Ma Jing [1 ]
机构
[1] Xian Res Inst High Tech, Xian, Peoples R China
来源
2014 IEEE 7TH JOINT INTERNATIONAL INFORMATION TECHNOLOGY AND ARTIFICIAL INTELLIGENCE CONFERENCE (ITAIC) | 2014年
关键词
grey correlation entropy; network security situation; Kalman filtering; prediction algorithm;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Based on the review of current prediction algorithms of network security situation, prediction algorithms based on Kalman filtering are studied. A prediction algorithm of network security situation based on grey correlation entropy Kalman filtering is presented, hoping to be more helpful to network administrators through providing them information more effectively. First correlation of factors influencing network security situation is analyzed by Grey correlation entropy analysis method, and key influencing factors are selected. Then according to these influencing factors corresponding process equation and prediction equation are established. Finally, network security situation prediction is made recursively by Kalman filtering. Experiment results show that the prediction by this method is more precise compared to GM(1, 1) and general Kalman algorithm, and its real-time performance is better than RBF algorithm.
引用
收藏
页码:321 / 324
页数:4
相关论文
共 50 条
  • [31] An Adaptive Dynamic Kalman Filtering Algorithm Based on Cumulative Sums of Residuals
    Zhao, Long
    Yan, Hongyu
    CHINA SATELLITE NAVIGATION CONFERENCE (CSNC) 2013 PROCEEDINGS: PRECISE ORBIT DETERMINATION & POSITIONING, ATOMIC CLOCK TECHNIQUE & TIME-FREQUENCY SYSTEM, INTEGRATED NAVIGATION & NEW METHODS, 2013, 245 : 727 - 735
  • [32] Adaptive Kalman filtering algorithm based on maximum-likelihood criterion
    Yue, Xiaokui
    Yuan, Jianping
    Xibei Gongye Daxue Xuebao/Journal of Northwestern Polytechnical University, 2005, 23 (04): : 469 - 474
  • [33] Initial Alignment Algorithm Study Based on Rotating Modulation and Kalman Filtering
    Zhang, Zhiwei
    Sun, Huadong
    APPLIED SCIENCE, MATERIALS SCIENCE AND INFORMATION TECHNOLOGIES IN INDUSTRY, 2014, 513-517 : 585 - 588
  • [34] The Application of Indoor Localization Systems based on the Improved Kalman Filtering Algorithm
    Sun, Yilun
    Sun, Qiang
    Chang, Kai
    2017 4TH INTERNATIONAL CONFERENCE ON SYSTEMS AND INFORMATICS (ICSAI), 2017, : 768 - 772
  • [35] A Kalman filtering based adaptive threshold algorithm for QRS complex detection
    Zhang, Zhong
    Yu, Qi
    Zhang, Qihui
    Ning, Ning
    Li, Jing
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2020, 58
  • [36] Distributed Kalman Consensus Filtering Algorithm Based on Event-driven
    Wu, Ning
    Guo, Li
    Yang, Chunxi
    2015 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, 2015, : 211 - 215
  • [37] Cotton flow velocity measurement based on image cross-correlation and Kalman filtering algorithm for foreign fibre elimination
    Dai, Yang
    Xu, Tao
    Feng, Zhongqiang
    Gao, Xing
    JOURNAL OF THE TEXTILE INSTITUTE, 2022, 113 (10) : 2135 - 2142
  • [38] Network security situation elements fusion method based on ontology
    Si, Cheng
    Zhang, Hongqi
    Wang, Yongwei
    Liu, Jiang
    2014 SEVENTH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID 2014), VOL 2, 2014,
  • [39] A Network Security Situation Awareness Model Based on Artificial Immune
    Zhang Ruirui
    Xiao Xin
    ARCHITECTURE AND BUILDING MATERIALS, PTS 1 AND 2, 2011, 99-100 : 1218 - 1221
  • [40] Prediction of landslide block movement based on Kalman filtering data assimilation method
    Yong Liu
    Qing-jie Xu
    Xing-rui Li
    Ling-feng Yang
    Hong Xu
    Journal of Mountain Science, 2023, 20 : 2680 - 2691