Network operation situation awareness based on Fuzzy Neural Network

被引:0
|
作者
Fu, Zhongyang [1 ]
Li, Xingming [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Informat & Commun Engn, Chengdu, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
network operation situation awareness; network situation awareness; fuzzy neural network;
D O I
10.1109/ISCID.2018.00053
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to solve the problem of consistency and stability in network operation situation awareness, this paper proposed a network operation situation awareness model based on fuzzy neural network. This method combines the fuzzy system with the neural network, making full use of the advantages of the two, and making up their shortcomings. Firstly, propose a real-time link weight strategy (RTWEM). Then, make up a fuzzy neural network model, using a mixed algorithm combine particle swarm algorithm (PSO) with BP algorithm, which can gain each link operation performance evaluation. Finally, link operation performance evaluation can be improved to the whole network operation situation with real-time link weight. Simulation results show that the proposed method is effective. And the model can not only get the situation of the whole network, but also get the status of the single link, which is of great significance to modern network management.
引用
收藏
页码:204 / 207
页数:4
相关论文
共 50 条
  • [21] 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,
  • [22] 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
  • [23] An Information Acquisition Method Based on NetFlow for Network Situation Awareness
    Wang, Huiqiang
    Zhou, Renjie
    He, Yingjie
    PROCEEDINGS OF THE 2008 ADVANCED SOFTWARE ENGINEERING & ITS APPLICATIONS, 2008, : 23 - 26
  • [24] Aviation Network Security Situation Awareness Based on Game Theory
    Wu, Zhijun
    Fan, Haoyu
    2023 IEEE AEROSPACE CONFERENCE, 2023,
  • [25] 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
  • [26] Antibody Concentration Based Method for Network Security Situation Awareness
    Sun, Feixian
    Xu, Feng
    2009 3RD INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING, VOLS 1-11, 2009, : 130 - 133
  • [27] Network Security Situation Awareness Based on Intercepting the Threat Spread
    Zhou, Bo
    Zhong, Lin-fei
    2013 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), 2013, : 876 - 879
  • [28] System fuzzy modeling based on fuzzy neural network
    Harbin Gongye Daxue Xuebao, 5 (79-81, 85):
  • [29] An Adaptive Bayesian Network Inference Algorithm for Network Situation Awareness
    Li, Jie
    Chu, Lingwei
    Dong, Cheng
    Lu, Xiaoyuan
    PROCEEDINGS OF THE 2013 THE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND SOFTWARE ENGINEERING (ICAISE 2013), 2013, 37 : 194 - 198
  • [30] An algorithm of fire situation information perception using fuzzy neural network
    Wei Shouming
    Lu Jiaqi
    He Chenguang
    Han Shuai
    IWCMC 2021: 2021 17TH INTERNATIONAL WIRELESS COMMUNICATIONS & MOBILE COMPUTING CONFERENCE (IWCMC), 2021, : 1297 - 1302