MATHEMATICAL MODEL AND STRUCTURE OF A NEURAL NETWORK FOR DETECTION OF CYBER ATTACKS ON INFORMATION AND COMMUNICATION SYSTEMS
MODEL MATEMATYCZNY I STRUKTURA SIECI NEURONOWEJ DO WYKRYWANIA CYBERATAKÓW NA SYSTEMY TELEINFORMATYCZNE I KOMUNIKACYJNE
Zahoruiko L. Martianova T. Al-Hiari M. Polovenko L. Kovalchuk M. Merinova S. Shakhov V. Yeraliyeva B.
2024Politechnika Lubelska
Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Srodowiska
2024#14Issue 349 - 55 pp.
The paper discusses the principles of creating a mathematical model and system architecture by applying the method of artificial intelligence to detect cyberattacks on information and communication systems, where a neural network capable of learning and detecting cyberattacks is used. The proposed approach, based on the application of the developed mathematical model and architecture of artificial neural net works, as a detector of network attacks on information and communication systems, allows to increase the level of detection of network intrusions into computer systems, Web and Internet resources. An algorithm for processing network traffic parameters in real-time systems by structuring a neural network is proposed, which allows to optimize the redundancy of its multi-level structure at the level of inter-element connections.
cyber attack , information and communication system , network connection , network traffic , neural networks
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Vinnytsia National Technical University, Vinnytsia, Ukraine
Vasyl‘ Stus Donetsk National University, Vinnytsia, Ukraine
Vinnytsia Regional Youth Centre Kvadrat, Vinnytsia, Ukraine
Jadara University, Irbid, Jordan
Vinnytsia Institute of Trade and Economics of State University of Trade and Economics, Vinnytsia, Ukraine
Vinnytsia Mykhailo Kotsiubynskyi State Pedagogical University, Vinnytsia, Ukraine
M. Kh. Dulaty Taraz Regional University, Taraz, Kazakhstan
Vinnytsia National Technical University
Vasyl‘ Stus Donetsk National University
Vinnytsia Regional Youth Centre Kvadrat
Jadara University
Vinnytsia Institute of Trade and Economics of State University of Trade and Economics
Vinnytsia Mykhailo Kotsiubynskyi State Pedagogical University
M. Kh. Dulaty Taraz Regional University
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