Performability of Service Chains With Rejuvenation: A Multidimensional Universal Generating Function Approach

IF 5.4 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Luigi De Simone;Mario Di Mauro;Roberto Natella;Fabio Postiglione
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引用次数: 0

Abstract

Network Function Virtualization (NFV) converts legacy telecommunication systems into modular software appliances, known as service chains, running on the cloud. To address potential software aging-related issues, rejuvenation is often employed to clean up their state and maximize performance and availability. In this work, we propose a framework to model the performability of service chains with rejuvenation. Performance modeling uses queueing theory, specifically adopting an $M/G/m$ model with the Allen-Cunneen approximation, to capture real-world aspects related to service times. Availability modeling is addressed through the Multidimensional Universal Generating Function (MUGF), a recent technique that achieves computational efficiency when dealing with systems with many sub-elements, particularly useful for multi-provider service chains. Additionally, we deploy an experimental testbed based on the Open5GS service chain, to estimate key performance and availability parameters. Supported by experimental results, we evaluate the impact of rejuvenation on the performability of the Open5GS service chain. The numerical analysis shows that i) the configuration of replicas across nodes is important to meet availability goals; ii) rejuvenation can bring one additional “nine” of availability, depending on the time to recovery; and iii) MUGF can significantly reduce computational complexity through straightforward algebraic manipulations.
具有再生的服务链的可执行性:一种多维通用生成函数方法
网络功能虚拟化(NFV)将传统的电信系统转换为运行在云上的模块化软件设备,即服务链。为了解决潜在的与软件老化相关的问题,通常使用恢复来清理它们的状态并最大化性能和可用性。在这项工作中,我们提出了一个框架来模拟服务链的可执行性。性能建模使用排队理论,特别是采用带有Allen-Cunneen近似的$M/G/ M $模型,来捕获与服务时间相关的真实方面。可用性建模是通过多维通用生成函数(multi- Universal Generating Function, MUGF)解决的,MUGF是一种最近的技术,在处理具有许多子元素的系统时实现了计算效率,对于多提供者服务链特别有用。此外,我们部署了一个基于Open5GS服务链的实验测试平台,以评估关键性能和可用性参数。在实验结果的支持下,我们评估了再生对Open5GS服务链性能的影响。数值分析表明,跨节点的副本配置对于满足可用性目标非常重要;Ii)恢复活力可以带来额外的“9”可用性,具体取决于恢复的时间;iii) MUGF可以通过直接的代数操作显著降低计算复杂度。
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
IEEE Transactions on Emerging Topics in Computing
IEEE Transactions on Emerging Topics in Computing Computer Science-Computer Science (miscellaneous)
CiteScore
12.10
自引率
5.10%
发文量
113
期刊介绍: IEEE Transactions on Emerging Topics in Computing publishes papers on emerging aspects of computer science, computing technology, and computing applications not currently covered by other IEEE Computer Society Transactions. Some examples of emerging topics in computing include: IT for Green, Synthetic and organic computing structures and systems, Advanced analytics, Social/occupational computing, Location-based/client computer systems, Morphic computer design, Electronic game systems, & Health-care IT.
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