通过数字孪生辅助服务协调机制优化基于意图的网络中的关键价值指标

IF 4.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Computer Communications Pub Date : 2024-10-19 DOI:10.1016/j.comcom.2024.107977
Federica de Trizio , Giancarlo Sciddurlo , Ilaria Cianci , Giuseppe Piro , Gennaro Boggia
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引用次数: 0

摘要

多年来,网络资源和服务的协调一直是通过考虑同质通信基础设施和简单的服务水平协议(SLA)来解决的,这些协议通常是通过一系列传统的关键性能指标(KPI)来定义的。遗憾的是,对于未来的电信系统而言,最先进的解决方案有可能无法奏效。例如,超越 5G 的网络正在形成一个复杂的异构生态系统,在这个生态系统中,属于不同网络域的资源具有不断发展的能力,可以动态地暴露出来,以支持更加复杂的跨域服务和应用。同时,在定义 SLA 时还要考虑新的性能需求,包括安全、经济和环境需求。基于这些前提,本研究提出了一种新颖的协调策略,旨在满足通过关键价值指标(KVI)表达的服务要求,同时结合网络数字孪生和基于意图的网络的潜力。利用网络数字孪生的洞察力,探索多种服务协调选项,以优化资源利用率。同时,采用基于意图的网络技术,通过意图简化网络管理,通过 KPI 和 KVI 明确超越 5G 的要求。通过多标准决策算法以及映射到意图中的域和服务请求之间的多对多匹配游戏,构想出了一种最佳协调方案,旨在最大限度地减少随着时间推移违反服务水平协议的情况。在现实场景中通过计算机模拟对所构想解决方案的性能进行了研究。所获得的结果清楚地表明了它的有效性,并证明与其他基准技术相比,它能够将违反服务水平协议的情况(与延迟、吞吐量、成本和网络风险要求相关)减少 22.44%。
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Optimizing Key Value Indicators in Intent-Based Networks through Digital Twins aided service orchestration mechanisms
For many years, the orchestration of network resources and services has been addressed by considering homogeneous communication infrastructures and simple Service Level Agreements (SLAs), generally defined through a list of traditional Key Performance Indicators (KPIs). Unfortunately, state-of-the-art solutions risk being quite ineffective for future telecommunication systems. Beyond 5G networks, for instance, are emerging as complex and heterogeneous ecosystems where resources belonging to diverse network domains with evolving capabilities can be dynamically exposed to support much more complex and cross-domain services and applications. At the same time, SLAs will be defined by also considering novel performance demands, including security, economic, and environmental needs. Based on these premises, this work proposes a novel orchestration strategy designed to fulfill service requirements expressed through Key Value Indicators (KVIs), while combining the potentials of both Network Digital Twins and Intent-Based Networking. Leveraging insights from Network Digital Twins, multiple service orchestration options are explored to optimize resource utilization. Simultaneously, Intent-Based Networking is adopted to streamline network management via intents, specifying Beyond 5G requirements through KPIs and KVIs. An optimal orchestration scheme has been conceived through a multi-criteria decision-making algorithm and a many-to-many matching game between domains and service requests mapped into intents, aiming to minimize SLA violations over time. The performance of the conceived solution has been investigated through computer simulations in realistic scenarios. The obtained results clearly highlight its effectiveness and demonstrate that it is able to reduce SLA violations (related to latency, throughput, costs, and cyber risk requirements) by up to 22.44% compared to other baseline techniques.
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来源期刊
Computer Communications
Computer Communications 工程技术-电信学
CiteScore
14.10
自引率
5.00%
发文量
397
审稿时长
66 days
期刊介绍: Computer and Communications networks are key infrastructures of the information society with high socio-economic value as they contribute to the correct operations of many critical services (from healthcare to finance and transportation). Internet is the core of today''s computer-communication infrastructures. This has transformed the Internet, from a robust network for data transfer between computers, to a global, content-rich, communication and information system where contents are increasingly generated by the users, and distributed according to human social relations. Next-generation network technologies, architectures and protocols are therefore required to overcome the limitations of the legacy Internet and add new capabilities and services. The future Internet should be ubiquitous, secure, resilient, and closer to human communication paradigms. Computer Communications is a peer-reviewed international journal that publishes high-quality scientific articles (both theory and practice) and survey papers covering all aspects of future computer communication networks (on all layers, except the physical layer), with a special attention to the evolution of the Internet architecture, protocols, services, and applications.
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