5G network resilience evaluation mechanism based on Petri Nets

IF 4.6 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Computer Networks Pub Date : 2025-02-01 DOI:10.1016/j.comnet.2024.110950
Wenhao Wu , Xinsheng Ji , Jie Yang , Wei You , Buqing Xue , Deqiang Zhou , Ran Li
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Abstract

As a next-generation mobile communication technology, 5G’s network functions—cloudification, virtualization, and other characteristics enable the network to overcome single-point resource constraints and be deployed flexibly. However, it also exposes more attack surface interfaces to malicious users, who can launch high-traffic Distributed Denial of Service (DDoS) attacks that can seriously affect the resilience of network services. The complexity and dynamics of the 5G system itself make it difficult to capture and measure its resilience. In order to address the issues mentioned above, in this paper, we use Petri Nets to model 5G network systems based on containerized deployment and implement different resilient resource scheduling strategies to mitigate and assess the impact of attack threats on the overall system resilience. By comparing the resilience gains of different resource scheduling strategies in the face of anomalous DDoS attacks, it is effectively demonstrated that adopting appropriate resilient resource scheduling strategies is instructive in reducing the traffic loss caused by DDoS attacks.
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基于Petri网的5G网络弹性评估机制
作为下一代移动通信技术,5G的网络功能——云化、虚拟化等特点,使网络能够克服单点资源限制,实现灵活部署。但是,它也暴露了更多的攻击面接口给恶意用户,恶意用户可以发动高流量的分布式拒绝服务攻击,严重影响网络服务的弹性。5G系统本身的复杂性和动态性使得很难捕捉和衡量其弹性。为了解决上述问题,在本文中,我们使用Petri网对基于容器化部署的5G网络系统进行建模,并实施不同的弹性资源调度策略,以减轻和评估攻击威胁对整体系统弹性的影响。通过比较不同资源调度策略在面对异常DDoS攻击时的弹性增益,有效地证明了采用合适的弹性资源调度策略对减少DDoS攻击造成的流量损失具有指导意义。
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来源期刊
Computer Networks
Computer Networks 工程技术-电信学
CiteScore
10.80
自引率
3.60%
发文量
434
审稿时长
8.6 months
期刊介绍: Computer Networks is an international, archival journal providing a publication vehicle for complete coverage of all topics of interest to those involved in the computer communications networking area. The audience includes researchers, managers and operators of networks as well as designers and implementors. The Editorial Board will consider any material for publication that is of interest to those groups.
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