Assessment of Security KPIs for 5G Network Slices for Special Groups of Subscribers

IF 3.7 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Roman Odarchenko, Maksim Iavich, Giorgi Iashvili, Solomiia Fedushko, Yuriy Syerov
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引用次数: 2

Abstract

It is clear that 5G networks have already become integral to our present. However, a significant issue lies in the fact that current 5G communication systems are incapable of fully ensuring the required quality of service and the security of transmitted data, especially in government networks that operate in the context of the Internet of Things, hostilities, hybrid warfare, and cyberwarfare. The use of 5G extends to critical infrastructure operators and special users such as law enforcement, governments, and the military. Adapting modern cellular networks to meet the specific needs of these special users is not only feasible but also necessary. In doing so, these networks must meet additional stringent requirements for reliability, performance, and, most importantly, data security. This scientific paper is dedicated to addressing the challenges associated with ensuring cybersecurity in this context. To effectively improve or ensure a sufficient level of cybersecurity, it is essential to measure the primary indicators of the effectiveness of the security system. At the moment, there are no comprehensive lists of these key indicators that require priority monitoring. Therefore, this article first analyzed the existing similar indicators and presented a list of them, which will make it possible to continuously monitor the state of cybersecurity systems of 5G cellular networks with the aim of using them for groups of special users. Based on this list of cybersecurity KPIs, as a result, this article presents a model to identify and evaluate these indicators. To develop this model, we comprehensively analyzed potential groups of performance indicators, selected the most relevant ones, and introduced a mathematical framework for their quantitative assessment. Furthermore, as part of our research efforts, we proposed enhancements to the core of the 4G/5G network. These enhancements enable data collection and statistical analysis through specialized sensors and existing servers, contributing to improved cybersecurity within these networks. Thus, the approach proposed in the article opens up an opportunity for continuous monitoring and, accordingly, improving the performance indicators of cybersecurity systems, which in turn makes it possible to use them for the maintenance of critical infrastructure and other users whose service presents increased requirements for cybersecurity systems.
面向特殊用户群体的5G网络切片安全kpi评估
很明显,5G网络已经成为我们这个时代不可或缺的一部分。然而,一个重要的问题在于,目前的5G通信系统无法完全确保所需的服务质量和传输数据的安全性,特别是在物联网、敌对行动、混合战争和网络战背景下运行的政府网络中。5G的使用扩展到关键基础设施运营商和特殊用户,如执法部门、政府和军队。调整现代蜂窝网络以满足这些特殊用户的特定需求不仅是可行的,而且是必要的。为此,这些网络必须满足对可靠性、性能以及最重要的数据安全性的额外严格要求。这篇科学论文致力于解决在这种情况下与确保网络安全相关的挑战。要有效提高或确保足够的网络安全水平,必须衡量安全体系有效性的主要指标。目前,没有需要优先监测的这些关键指标的全面清单。因此,本文首先对现有的类似指标进行了分析,并给出了一份清单,这将使5G蜂窝网络的网络安全系统状态的持续监控成为可能,目的是将其用于特殊用户群体。基于这些网络安全kpi列表,本文提出了一个识别和评估这些指标的模型。为了建立这个模型,我们综合分析了潜在的绩效指标组,选择了最相关的绩效指标组,并引入了量化评估的数学框架。此外,作为我们研究工作的一部分,我们提出了对4G/5G网络核心的增强。这些增强功能可以通过专门的传感器和现有服务器进行数据收集和统计分析,有助于提高这些网络的网络安全。因此,本文中提出的方法为持续监控提供了机会,并相应地改善了网络安全系统的性能指标,从而使其能够用于维护关键基础设施和对网络安全系统提出更高要求的其他用户。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Big Data and Cognitive Computing
Big Data and Cognitive Computing Business, Management and Accounting-Management Information Systems
CiteScore
7.10
自引率
8.10%
发文量
128
审稿时长
11 weeks
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