Hacker Intrusion Detection System based on Artificial Neural Network

被引:0
|
作者
Huang, Jing [1 ]
Chen, Hai Bin [1 ]
Zhang, Jiang [1 ]
Zhang, Han Bo [2 ]
机构
[1] Zhejiang Sci Tech Univ, Zhejiang Sci & Technol Univ, Informat Sch, Hangzhou, Zhejiang, Peoples R China
[2] Shenyang Aerospace Univ, Northern inst sci & technol, Shenyang, Peoples R China
关键词
component; artificial neural network; intrusion detection; processing ability; network intrusion detection data set; normalizes;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, some scholars' idea of applying neural network technology in the design of hacker intrusion detection system model and making a hacker intrusion detection system model based on artificial neural network is adopted. This study selects KDDCup'99 for network intrusion detection data set to learn the characteristics of the intrusion accurately; completes the normalization of all characteristics to achieve rapid convergence of the artificial neural network; analyses the advantages and disadvantages of different neural network training functions; achieves a high accuracy rate for intrusion detection successfully.
引用
收藏
页码:2924 / +
页数:2
相关论文
共 50 条
  • [41] Detection system and the realization of the principle of BP neural network based intrusion
    Chen Ting
    [J]. 2015 SEVENTH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA 2015), 2015, : 377 - 382
  • [42] An integrated model of intrusion detection based on neural network and expert system
    Pan, ZS
    Lian, H
    Hu, GY
    Ni, GQ
    [J]. ICTAI 2005: 17TH IEEE INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2005, : 671 - 672
  • [43] Internet of Things Intrusion Detection System Based on Convolutional Neural Network
    Yin, Jie
    Shi, Yuxuan
    Deng, Wen
    Yin, Chang
    Wang, Tiannan
    Song, Yuchen
    Li, Tianyao
    Li, Yicheng
    [J]. CMC-COMPUTERS MATERIALS & CONTINUA, 2023, 75 (01): : 2119 - 2135
  • [44] Network Intrusion Detection Based on Hybrid Neural Network
    He, Guofeng
    Lu, Qing
    Yin, Guangqiang
    Xiong, Hu
    [J]. WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS (WASA 2022), PT II, 2022, 13472 : 644 - 655
  • [45] Intrusion Detection System Using Voting-Based Neural Network
    Haghighat, Mohammad Hashem
    Li, Jun
    [J]. TSINGHUA SCIENCE AND TECHNOLOGY, 2021, 26 (04) : 484 - 495
  • [46] A NEURAL NETWORK BASED DISTRIBUTED INTRUSION DETECTION SYSTEM ON CLOUD PLATFORM
    Li, Zhe
    Sun, Weiqing
    Wang, Lingfeng
    [J]. 2012 IEEE 2ND INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND INTELLIGENT SYSTEMS (CCIS) VOLS 1-3, 2012, : 75 - 79
  • [47] Intrusion Detection System Using Voting-Based Neural Network
    Mohammad Hashem Haghighat
    Jun Li
    [J]. Tsinghua Science and Technology, 2021, 26 (04) : 484 - 495
  • [48] Intrusion detection system model based on neural network and mobile agent
    Deng, Yi-Gui
    Xiao, Shu-Cheng
    Wang, Kang
    Tu, Guang-You
    [J]. WAVELET ACTIVE MEDIA TECHNOLOGY AND INFORMATION PROCESSING, VOL 1 AND 2, 2006, : 399 - +
  • [49] An Internet of Vehicles intrusion detection system based on a convolutional neural network
    Peng, Ruxiang
    Li, Weishi
    Yang, Tao
    Kong, Huafeng
    [J]. 2019 IEEE INTL CONF ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, BIG DATA & CLOUD COMPUTING, SUSTAINABLE COMPUTING & COMMUNICATIONS, SOCIAL COMPUTING & NETWORKING (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2019), 2019, : 1595 - 1599
  • [50] Artificial neural network-based intrusion detection system using multi-objective genetic algorithm
    Patel, N. D.
    Mehtre, B. M.
    Wankar, Rajeev
    [J]. INTERNATIONAL JOURNAL OF INFORMATION AND COMPUTER SECURITY, 2023, 21 (3-4) : 320 - 335