
Synthesis of an Expert System for Assessing the Security of Computer Networks Based on a Fuzzy Neural Network
Author(s) -
Svitlana Kuznichenko,
С. Шворов,
Yurii Husak,
І.В. Толок,
Muliar Ihor
Publication year - 2020
Publication title -
international journal of innovative technology and exploring engineering
Language(s) - English
Resource type - Journals
ISSN - 2278-3075
DOI - 10.35940/ijitee.f3422.059720
Subject(s) - computer science , artificial neural network , fuzzy logic , expert system , neuro fuzzy , network security , artificial intelligence , task (project management) , computer security model , machine learning , computer security , data mining , fuzzy control system , systems engineering , engineering
The aim of the article is to substantiate the principles of synthesis of an expert system for assessing the security of computer networks based on a fuzzy neural network, and this is an urgent scientific and technical task. Requirements for the operative security assessment of computer networks for data protection are analyzed. It was shown that data security should be provided by the network administrator or persons who need to use special decision support systems in assessing the security of computer networks. To solve this problem, factors that characterize the security of electronic systems, including computer systems, have been identified; the use of fuzzy neural networks is proposed as a mathematical apparatus for constructing an expert system; a technique for the synthesis of a fuzzy neural network for assessing the security of computer networks has been developed; an appropriate fuzzy neural network has been created and tested for adequacy; the prospects of the proposed methodology for creating an expert system for assessing the security of computer systems have been established. The scientific and practical significance of developing such a system lies in the fact that a fuzzy neural network is configured on a specific object in order to quickly determine one of the seven levels of security of computer networks that are used in the United States Department of Defense.