MODERN METHODS OF ENSURING INFORMATION PROTECTION IN CYBERSECURITY SYSTEMS USING ARTIFICIAL INTELLIGENCE AND BLOCKCHAIN TECHNOLOGY
This scientific work is devoted to the development and improvement of information protection methods to counteract unauthorized access to information activity facilities and their telecommunication networks. The conclusions of the study indicate the need to implement innovative solutions to increase...
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| বিন্যাস: | Online |
| ভাষা: | ইংরেজি |
| প্রকাশিত: |
PC TECHNOLOGY CENTER
2025
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| বিষয়গুলি: | |
| অনলাইন ব্যবহার করুন: | https://directory.doabooks.org/handle/20.500.12854/151108.2 |
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| author | Harasymchuk, Oleh Opirskyy, Ivan Partyka, Olha Susukailo, Vitalii Piskozub, Andrian Sabodashko, Dmytro Vasylyshyn, Sviatoslav Obshta, Anatoliy Kurii, Yevhenii Zhuravchak, Danyil Tyshyk, Ivan Partyka, Andrii Haraniuk, Petro Kret, Taras Yuzevych, Volodymyr Otenko, Viktor Nakonechnyy, Yuriy Dzianyi, Nazarii Bortnik, Leonid Stakhiv, Marta Lukovskyy, Taras Horpenyuk, Andriy Voytusik, Stepan Kuten, Roman Kolbasynskyi, Ivan Besaha, Khrystyna Furdas, Yurii Isakov, Oleksandr Andriiv, Roman Tsebak, Oleh |
| author_browse | Andriiv, Roman Besaha, Khrystyna Bortnik, Leonid Dzianyi, Nazarii Furdas, Yurii Haraniuk, Petro Harasymchuk, Oleh Horpenyuk, Andriy Isakov, Oleksandr Kolbasynskyi, Ivan Kret, Taras Kurii, Yevhenii Kuten, Roman Lukovskyy, Taras Nakonechnyy, Yuriy Obshta, Anatoliy Opirskyy, Ivan Otenko, Viktor Partyka, Andrii Partyka, Olha Piskozub, Andrian Sabodashko, Dmytro Stakhiv, Marta Susukailo, Vitalii Tsebak, Oleh Tyshyk, Ivan Vasylyshyn, Sviatoslav Voytusik, Stepan Yuzevych, Volodymyr Zhuravchak, Danyil |
| author_facet | Harasymchuk, Oleh Opirskyy, Ivan Partyka, Olha Susukailo, Vitalii Piskozub, Andrian Sabodashko, Dmytro Vasylyshyn, Sviatoslav Obshta, Anatoliy Kurii, Yevhenii Zhuravchak, Danyil Tyshyk, Ivan Partyka, Andrii Haraniuk, Petro Kret, Taras Yuzevych, Volodymyr Otenko, Viktor Nakonechnyy, Yuriy Dzianyi, Nazarii Bortnik, Leonid Stakhiv, Marta Lukovskyy, Taras Horpenyuk, Andriy Voytusik, Stepan Kuten, Roman Kolbasynskyi, Ivan Besaha, Khrystyna Furdas, Yurii Isakov, Oleksandr Andriiv, Roman Tsebak, Oleh |
| author_sort | Harasymchuk, Oleh |
| collection | Directory of Open Access Books |
| description | This scientific work is devoted to the development and improvement of information protection methods to counteract unauthorized access to information activity facilities and their telecommunication networks. The conclusions of the study indicate the need to implement innovative solutions to increase the level of security in modern cyberspace.
An improved algorithm for determining and transferring node hosts in the Blockchain system is proposed, which uses floating hosts to increase the adaptability of the network to external attacks. This allows to automatically close ports during scanning, making it difficult for attackers to access the system and increasing the overall level of network protection.
A study of GPT models has shown their high efficiency in detecting cyberattacks on information activity facilities and their telecommunication networks. GPT-4.0 has demonstrated increased efficiency in processing and detecting various types of attacks compared to GPT-3.5, which provides faster response time and improves the overall level of security.
The developed method of collecting event logs from decoys based on Blockchain provides high fault tolerance and reliability of logs, which is critically important for protecting information objects and telecommunication networks. The decentralized nature of Blockchain prevents unauthorized editing of information, creating a reliable system for storing attack data.
The developed model of a dynamic system of active traps based on software decoys using Blockchain technology integrates decentralized and automatically updated attributes of traps. This increases the effectiveness of network protection, reduces the load on the infrastructure and the response time of services during attacks, which increases the channel throughput and data transfer rate.
The developed mathematical description of the calculation of dynamic attributes of software decoys takes into account the capabilities of Blockchain Solana, which made it possible to model and optimize the distribution of network resources. This increased the effectiveness of protection and ensured a quick response of services during external attacks.
The method of using Blockchain-based software decoys obtained in the work increases the resources required by the attacker to carry out an attack, which increases the response time of cybersecurity specialists. The use of dynamic Blockchain-based software decoys demonstrates better performance compared to static and other dynamic analogues, increasing the overall level of computer network security. The proposed cybercrime research system detects known attacks 31% faster and is able to detect unknown attacks thanks to training the Isolation Forest model. The time for analyzing cybercrimes has been significantly reduced thanks to the use of the GPT model, which provides an effective and fast response to threats. |
| format | Online |
| id | doab-20.500.12854ir-151108.2 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2025 |
| publishDateRange | 2025 |
| publishDateSort | 2025 |
| publisher | PC TECHNOLOGY CENTER |
| publisherStr | PC TECHNOLOGY CENTER |
| record_format | ojs |
| spelling | doab-20.500.12854ir-151108.22025-08-29T11:50:56Z MODERN METHODS OF ENSURING INFORMATION PROTECTION IN CYBERSECURITY SYSTEMS USING ARTIFICIAL INTELLIGENCE AND BLOCKCHAIN TECHNOLOGY Harasymchuk, Oleh Opirskyy, Ivan Partyka, Olha Susukailo, Vitalii Piskozub, Andrian Sabodashko, Dmytro Vasylyshyn, Sviatoslav Obshta, Anatoliy Kurii, Yevhenii Zhuravchak, Danyil Tyshyk, Ivan Partyka, Andrii Haraniuk, Petro Kret, Taras Yuzevych, Volodymyr Otenko, Viktor Nakonechnyy, Yuriy Dzianyi, Nazarii Bortnik, Leonid Stakhiv, Marta Lukovskyy, Taras Horpenyuk, Andriy Voytusik, Stepan Kuten, Roman Kolbasynskyi, Ivan Besaha, Khrystyna Furdas, Yurii Isakov, Oleksandr Andriiv, Roman Tsebak, Oleh Harasymchuk, Oleh Concept of a multi-loop security system socio-cyber-physical systems post-quantum secu rity mechanisms thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence This scientific work is devoted to the development and improvement of information protection methods to counteract unauthorized access to information activity facilities and their telecommunication networks. The conclusions of the study indicate the need to implement innovative solutions to increase the level of security in modern cyberspace. An improved algorithm for determining and transferring node hosts in the Blockchain system is proposed, which uses floating hosts to increase the adaptability of the network to external attacks. This allows to automatically close ports during scanning, making it difficult for attackers to access the system and increasing the overall level of network protection. A study of GPT models has shown their high efficiency in detecting cyberattacks on information activity facilities and their telecommunication networks. GPT-4.0 has demonstrated increased efficiency in processing and detecting various types of attacks compared to GPT-3.5, which provides faster response time and improves the overall level of security. The developed method of collecting event logs from decoys based on Blockchain provides high fault tolerance and reliability of logs, which is critically important for protecting information objects and telecommunication networks. The decentralized nature of Blockchain prevents unauthorized editing of information, creating a reliable system for storing attack data. The developed model of a dynamic system of active traps based on software decoys using Blockchain technology integrates decentralized and automatically updated attributes of traps. This increases the effectiveness of network protection, reduces the load on the infrastructure and the response time of services during attacks, which increases the channel throughput and data transfer rate. The developed mathematical description of the calculation of dynamic attributes of software decoys takes into account the capabilities of Blockchain Solana, which made it possible to model and optimize the distribution of network resources. This increased the effectiveness of protection and ensured a quick response of services during external attacks. The method of using Blockchain-based software decoys obtained in the work increases the resources required by the attacker to carry out an attack, which increases the response time of cybersecurity specialists. The use of dynamic Blockchain-based software decoys demonstrates better performance compared to static and other dynamic analogues, increasing the overall level of computer network security. The proposed cybercrime research system detects known attacks 31% faster and is able to detect unknown attacks thanks to training the Isolation Forest model. The time for analyzing cybercrimes has been significantly reduced thanks to the use of the GPT model, which provides an effective and fast response to threats. Published 2025-08-29T11:50:54Z 2025-02-11T13:52:25Z 2025-08-29T11:50:54Z 2025-01-31 book 978-617-8360-12-2 https://directory.doabooks.org/handle/20.500.12854/151108.2 eng image/jpeg Attribution-NonCommercial-NoDerivatives 4.0 International https://monograph.com.ua/catalog/book/978-617-8360-12-2 PC TECHNOLOGY CENTER 10.15587/978-617-8360-12-2 10.15587/978-617-8360-12-2 105e2329-8f11-44ef-beca-adf5b71eb8f4 978-617-8360-12-2 119 Kharkiv. Ukraine open access |
| spellingShingle | Concept of a multi-loop security system socio-cyber-physical systems post-quantum secu rity mechanisms thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence Harasymchuk, Oleh Opirskyy, Ivan Partyka, Olha Susukailo, Vitalii Piskozub, Andrian Sabodashko, Dmytro Vasylyshyn, Sviatoslav Obshta, Anatoliy Kurii, Yevhenii Zhuravchak, Danyil Tyshyk, Ivan Partyka, Andrii Haraniuk, Petro Kret, Taras Yuzevych, Volodymyr Otenko, Viktor Nakonechnyy, Yuriy Dzianyi, Nazarii Bortnik, Leonid Stakhiv, Marta Lukovskyy, Taras Horpenyuk, Andriy Voytusik, Stepan Kuten, Roman Kolbasynskyi, Ivan Besaha, Khrystyna Furdas, Yurii Isakov, Oleksandr Andriiv, Roman Tsebak, Oleh MODERN METHODS OF ENSURING INFORMATION PROTECTION IN CYBERSECURITY SYSTEMS USING ARTIFICIAL INTELLIGENCE AND BLOCKCHAIN TECHNOLOGY |
| title | MODERN METHODS OF ENSURING INFORMATION PROTECTION IN CYBERSECURITY SYSTEMS USING ARTIFICIAL INTELLIGENCE AND BLOCKCHAIN TECHNOLOGY |
| title_full | MODERN METHODS OF ENSURING INFORMATION PROTECTION IN CYBERSECURITY SYSTEMS USING ARTIFICIAL INTELLIGENCE AND BLOCKCHAIN TECHNOLOGY |
| title_fullStr | MODERN METHODS OF ENSURING INFORMATION PROTECTION IN CYBERSECURITY SYSTEMS USING ARTIFICIAL INTELLIGENCE AND BLOCKCHAIN TECHNOLOGY |
| title_full_unstemmed | MODERN METHODS OF ENSURING INFORMATION PROTECTION IN CYBERSECURITY SYSTEMS USING ARTIFICIAL INTELLIGENCE AND BLOCKCHAIN TECHNOLOGY |
| title_short | MODERN METHODS OF ENSURING INFORMATION PROTECTION IN CYBERSECURITY SYSTEMS USING ARTIFICIAL INTELLIGENCE AND BLOCKCHAIN TECHNOLOGY |
| title_sort | modern methods of ensuring information protection in cybersecurity systems using artificial intelligence and blockchain technology |
| topic | Concept of a multi-loop security system socio-cyber-physical systems post-quantum secu rity mechanisms thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence |
| topic_facet | Concept of a multi-loop security system socio-cyber-physical systems post-quantum secu rity mechanisms thema EDItEUR::U Computing and Information Technology::UY Computer science::UYQ Artificial intelligence |
| url | https://directory.doabooks.org/handle/20.500.12854/151108.2 |
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