Increase the Speed of Detection and Recognition of Computer Attacks in Combined Diagonalized Neural Networks

被引:0
|
作者
Lytvyn, Vasyl [1 ]
Peleshchak, Ivan [1 ]
Peleshchak, Roman [2 ]
机构
[1] Lviv Polytech Natl Univ, Informat Syst & Networks Dept, Lvov, Ukraine
[2] Ivan Franko Drohobych State Pedag Univ, Dept Gen Phys, Drogobych, Ukraine
关键词
recirculation neural network; multilayer perceptron; a matrix of' weight connections; diagonalization matrix; eigenvalues; eigenvectors; a computer attack;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we propose a method increase the speed of detection and recognition of computer attacks using diagonalization matrices of synaptic connections in series connected recirculating neural network and multilayer perceptron. It is established that the decrease in the number of weight of synaptic connections between neurons reduces the vulnerability of the combined neural networks of various computer attacks by about 10% The main advantages of this approach is the ability of the combined diagonalized the neural network to reduce the time of adaptation to dynamic conditions and to increase the speed of its functioning in real time.
引用
收藏
页码:152 / 155
页数:4
相关论文
共 50 条
  • [41] Detection of known and unknown DDoS attacks using Artificial Neural Networks
    Saied, Alan
    Overill, Richard E.
    Radzik, Tomasz
    NEUROCOMPUTING, 2016, 172 : 385 - 393
  • [42] An Effective Detection of Version Number Attacks in the IoT using Neural Networks
    Rosewelt, Antony L.
    Sreedevi, B.
    Shivani, Gomathi C.
    2022 SECOND INTERNATIONAL CONFERENCE ON ADVANCES IN ELECTRICAL, COMPUTING, COMMUNICATION AND SUSTAINABLE TECHNOLOGIES (ICAECT), 2022,
  • [43] Detection of URL-based Phishing Attacks Using Neural Networks
    Novakovic, Jasmina
    Markovic, Suzana
    2022 INTERNATIONAL CONFERENCE ON THEORETICAL AND APPLIED COMPUTER SCIENCE AND ENGINEERING (ICTASCE), 2022, : 132 - 136
  • [44] Detection of DDoS Attacks on Urban IoT Devices Using Neural Networks
    Obetta, Simon Onyebuchi
    Moldovan, Arghir-Nicolae
    PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON INTERNET OF THINGS, BIG DATA AND SECURITY, IOTBDS 2023, 2023, : 236 - 242
  • [45] SPEED-UP FACTORS FOR SIMULATION OF NEURAL NETWORKS ON A PARALLEL COMPUTER
    ATHITHAN, G
    CURRENT SCIENCE, 1992, 62 (08): : 568 - 571
  • [46] Speed Limit Sign Recognition Using MSER and Artificial Neural Networks
    Kundu, Subrata Kumar
    Mackens, Patrick
    2015 IEEE 18TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS, 2015, : 1849 - 1854
  • [47] Detection of DDoS and IDS Evasion Attacks in a High-Speed Networks Environment
    Oh, Jin-Tae
    Park, Sang-Kil
    Jang, Jong-Soo
    Jeon, Yong-Hee
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2007, 7 (06): : 124 - 131
  • [48] Dynamic Hand Gesture Recognition Using Computer Vision and Neural Networks
    Munasinghe, M. I. N. P.
    2018 3RD INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), 2018,
  • [49] Paddy Rice Varieties Recognition Using Computer Vision and Neural Networks
    Khazaei, Javad
    Golpour, Iman
    Gholami, Abbas
    PROCEEDINGS OF 2010 INTERNATIONAL CONFERENCE ON AGRICULTURAL AND ANIMAL SCIENCE, 2010, : 177 - 181
  • [50] Gesture recognition for human-computer interaction using neural networks
    Zhang, YX
    Yuan, JG
    8TH INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING, VOLS 1-3, PROCEEDING, 2001, : 735 - 740