6 papers
Comparison of feature extraction tools for network traffic data
Borys Lypa, Ivan Horyn, Natalia Zagorodna +2
The comparison analysis of the most popular tools to extract features from network traffic is conducted in this paper. Feature extraction plays a crucial role in Intrusion Detectio…
Modelling of automotive steel fatigue lifetime by machine learning method
Oleh Yasniy, Dmytro Tymoshchuk, Iryna Didych +2
In the current study, the fatigue life of QSTE340TM steel was modelled using a machine learning method, namely, a neural network. This problem was solved by a Multi-Layer Perceptro…
Automated monitoring of bee colony movement in the hive during winter season
Rostyslav Koroliuk, Vyacheslav Nykytyuk, Vitaliy Tymoshchuk +2
In this study, we have experimentally modelled the movement of a bee colony in a hive during the winter season and developed a monitoring system that allows tracking the movement o…
Using hypervisors to create a cyber polygon
Dmytro Tymoshchuk, Vasyl Yatskiv
Cyber polygon used to train cybersecurity professionals, test new security technologies and simulate attacks play an important role in ensuring cybersecurity. The creation of such…
Detection and classification of DDoS flooding attacks by machine learning method
Dmytro Tymoshchuk, Oleh Yasniy, Mykola Mytnyk +2
This study focuses on a method for detecting and classifying distributed denial of service (DDoS) attacks, such as SYN Flooding, ACK Flooding, HTTP Flooding, and UDP Flooding, usin…
Interactive cybersecurity training system based on simulation environments
Dmytro Tymoshchuk, Vasyl Yatskiv, Vitaliy Tymoshchuk +1
Rapid progress in the development of information technology has led to a significant increase in the number and complexity of cyber threats. Traditional methods of cybersecurity tr…