http://icsfti.kpi.ua/proc/issue/feedThe International Conference on Security, Fault Tolerance, Intelligence2024-05-10T00:00:00+03:00Open Journal Systems<p>The conference is organized by KPI named after Igor Sikorskyi and is dedicated to the memory of the outstanding scientist, teacher of the Department of Computing, Professor Shirochyn. Co-organizers of the conference on behalf of the university are the Faculty of Informatics and Computer Engineering, the Faculty of Applied Mathematics. The purpose of the conference is to discuss scientific results and exchange experience between scientists conducting research in the field of computer engineering, software engineering and technical education.</p>http://icsfti.kpi.ua/proc/article/view/290849FORECASTING-AT-SCALE ALGORITHMS FOR PREDICTION CLUSTER WORKLOAD2023-11-13T23:55:16+02:00Vitalii Omelchenkovitaly.om25@gmail.comOleksandr Rolikarolick@gmail.com<p>The paper deals with the issue of predicting workloads in a cluster to use in proactive scaling of computing resources. Forecasting-at-scale algorithms Prophet and Greykite for forecasting time series are considered, their accuracy and universality are evaluated.</p>2024-05-10T00:00:00+03:00Copyright (c) 2024 The International Conference on Security, Fault Tolerance, Intelligencehttp://icsfti.kpi.ua/proc/article/view/291537Approach to design and development of services in information systems of telecommunications providers2023-11-24T14:33:55+02:00Sergii Telenyk s.telenyk@gmail.comOlena Gavrylenkoge-lena1980@gmail.comEduard Zharikoveduard.zharikov-fiot@lll.kpi.uaVyacheslav Chimshirviacheslav.chymshyr@gmail.comGrzegorz Nowakowskignowakowski@pk.edu.pl<p><em>The problem of design and development of services in the information systems of telecommunications providers is considered, taking into account evaluations of the effectiveness of services, trends in the development of the IT industry and analysis of user needs from various sources. The problem is considered at the levels of service design, the development of the provider's service catalog, the provider's service package for the consumer company, and the development of the provider's services. When solving problems of design and development of services at each level, in addition to traditional parameters, new evaluations of service efficiency, development trends of the IT industry and analysis of user needs from various sources are used, including the use of consumer feedback on social media.</em></p>2024-05-10T00:00:00+03:00Copyright (c) 2024 The International Conference on Security, Fault Tolerance, Intelligencehttp://icsfti.kpi.ua/proc/article/view/285332Method for malicious network traffic categorisation 2023-07-28T23:21:48+03:00Artem Dremova.k.dremov@gmail.com<p>This paper aims to provide a solution for malicious network traffic detection and categorisation. In this paper we propose a semi-supervised GAN to train a discriminator model to categorise malicious traffic, as well as identify malicious and non-malicious traffic. The main goal is to achieve accurate categorisation of malicious traffic with few labelled examples.</p>2024-05-10T00:00:00+03:00Copyright (c) 2024 The International Conference on Security, Fault Tolerance, Intelligencehttp://icsfti.kpi.ua/proc/article/view/291054CLASSIFICATION MODEL OF MILITARY AVIATION BASED ON NEURAL NETWORK ENSEMBLE2023-11-17T00:22:00+02:00Volodymyr Oliinykoliinyk.volodymyr@gmail.comPavlo Ponochovnyypauluayt@gmail.com<p>The paper presents a model for classifying military aviation based on images using an ensemble of neural networks. Popular actual convolutional neural networks (CNN) served as the base models and were fined-tuned on relevant data. An ensemble of models was utilized to improve performance achieving high accuracy with reasonable compute requirements.</p>2024-05-10T00:00:00+03:00Copyright (c) 2024 The International Conference on Security, Fault Tolerance, Intelligencehttp://icsfti.kpi.ua/proc/article/view/292486USAGE DIAGNOSTICS TO IMPROVE THE FAULT TOLERANCE OF THE IT STRUCTURE ELEMENT BASE2023-12-05T16:51:59+02:00Olena Savchukelenasavchuk0@gmail.comArtem Martyniukmartuniukartem1123@gmail.com<p>The article considers the idea of obtaining information about the technical conditions of the element base with the decomposition of the IT structure. Preliminary diagnosis of the components of the element base organizes neural network technologies to increase the fault tolerance of IT structures. Classification and sorting of components according to their technical condition was carried out in the MATLAB environment.</p> <p><br /><strong>Key words:</strong> fault tolerance, neural network technologies, diagnosis, element base of the IT structure.<br />Fig.: 3. Tabl.:1. Bibl.: 13.</p>2024-05-10T00:00:00+03:00Copyright (c) 2024 The International Conference on Security, Fault Tolerance, Intelligencehttp://icsfti.kpi.ua/proc/article/view/290820ENHANCING SYSTEM FAULT TOLERANCE THROUGH THE USE OF BLOCKCHAIN TECHNOLOGY2023-11-13T18:15:05+02:00Роман Серебряковr.serebriakov@kpi.uaArtem Volokytaartem.volokita@kpi.ua<p>The paper deals with the issues of the profitability of using blockchain technology to create more enhanced fault-tolerant systems. The advantages and disadvantages of using public and private blockchain are considered, as well as the impact of this technology on distributed and centralized systems. Examples of the use of blockchain technology to increase system productivity in various spheres of human activity are given.</p>2024-05-10T00:00:00+03:00Copyright (c) 2024 The International Conference on Security, Fault Tolerance, Intelligencehttp://icsfti.kpi.ua/proc/article/view/298085IMPROVING THE EFFICIENCY OF FUNCTIONS COMPUTATION IN ON-LINE MODE ON FPGA2024-02-05T18:45:09+02:00Illya Verbovskyiillyaverb@gmail.comValerii Zhabinviz.kpi@gmail.com<p>The paper considers the possibility of reducing resources and increasing the speed of computing functions in on-line mode on the basis of recursive-digital low-pass filter.</p>2024-05-10T00:00:00+03:00Copyright (c) 2024 The International Conference on Security, Fault Tolerance, Intelligence