Evolutionary Autonomous Networks

Q3 Decision Sciences Journal of ICT Standardization Pub Date : 2021-01-01 DOI:10.13052/jicts2245-800X.927
Paul Harvey;Alexandru Tatar;Pierre Imai;Leon Wong;Laurent Bringuier
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引用次数: 3

Abstract

The communication networks of today can greatly benefit from autonomous operation and adaptation, not only due to the implicit cost savings, but also because autonomy will enable functionalities that are infeasible today. Across industry, academia and standardisation bodies there has been an increased interest in achieving the autonomous goal, but a path on how to attain this goal is still unclear. In this paper we present our vision for the future of autonomous networking. We introduce the concepts and technological means to achieve autonomy and propose an architecture which emerges directly through the application of these concepts, highlighting opportunities and challenges for standardisation. We argue that only a holistic architecture based on hierarchies of hybrid learning, functional composition, and online experimental evaluation is expressive and capable enough to realise true autonomy within communication networks.
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进化自治网络
今天的通信网络可以从自主操作和自适应中受益匪浅,这不仅是因为隐含的成本节约,还因为自主将实现当今不可行的功能。在整个行业、学术界和标准化机构中,人们对实现自主目标的兴趣越来越大,但如何实现这一目标的途径仍不清楚。在这篇论文中,我们提出了我们对未来自主网络的愿景。我们介绍了实现自主性的概念和技术手段,并提出了一种通过应用这些概念直接出现的架构,强调了标准化的机遇和挑战。我们认为,只有基于混合学习、功能组成和在线实验评估的层次结构的整体架构才具有足够的表达力和能力,才能在通信网络中实现真正的自主性。
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来源期刊
Journal of ICT Standardization
Journal of ICT Standardization Computer Science-Information Systems
CiteScore
2.20
自引率
0.00%
发文量
18
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