Model for the Propagation of Malicious Objects in a Computer Network with Variable Infection Intensity

IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS TEM Journal-Technology Education Management Informatics Pub Date : 2023-08-28 DOI:10.18421/tem123-06
Antoaneta Popova
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Abstract

There are a significant number of scientific publications that use epidemic models to propagate malicious objects in a computer network. These models are based on Markovian models with a constant intensity of transitions, which does not correspond to real conditions, since the intensity of transitions changes due to the fact that after some time antivirus systems start to recognize malware. This paper proposes an original approach based on an epidemic model with variable infection intensity of hosts in a computer network. In the beginning, when the threat is not recognized, the malware spreads rapidly. After a certain period of time, the antivirus system recognizes the malicious code, which leads to a decrease in the infection intensity. Simulations have been done for different infection intensity and threat recognition. Demonstrated models account for the infection time of hosts in the computer network, latency phase, malware detection, and clearance from the system.
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具有可变感染强度的计算机网络中恶意对象的传播模型
有相当数量的科学出版物使用流行病模型在计算机网络中传播恶意对象。这些模型基于具有恒定转换强度的马尔可夫模型,这与实际情况不相符,因为在一段时间后,由于反病毒系统开始识别恶意软件,转换强度会发生变化。本文提出了一种基于计算机网络中可变主机感染强度的流行病模型的新颖方法。一开始,当威胁未被识别时,恶意软件会迅速传播。经过一段时间后,防病毒系统会识别出恶意代码,从而降低感染强度。对不同感染强度和威胁识别进行了仿真。演示的模型考虑了计算机网络中主机的感染时间、延迟阶段、恶意软件检测和系统清除。
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来源期刊
TEM Journal-Technology Education Management Informatics
TEM Journal-Technology Education Management Informatics COMPUTER SCIENCE, INFORMATION SYSTEMS-
CiteScore
2.20
自引率
14.30%
发文量
176
审稿时长
8 weeks
期刊介绍: TEM JOURNAL - Technology, Education, Management, Informatics Is a an Open Access, Double-blind peer reviewed journal that publishes articles of interdisciplinary sciences: • Technology, • Computer and informatics sciences, • Education, • Management
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