多层多域传输网络的自动化与人工智能的作用[特邀]

IF 4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Oscar Gonzalez de Dios;Pablo Armingol Robles;Liesbeth Roelens;Alejandro Muniz-Da-Costa;Ignacio de Miguel;Ramon J. Duran Barroso;Juan Pedro Fernandez-Palacios
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引用次数: 0

摘要

随着对定制连接的需求不断增加,传输网络必须向自主和客户驱动的网络管理发展。本文全面概述了网络自治以及向更高层次自治发展所面临的挑战。此外,还分析了人工智能在IP-over-DWDM传输网络中网络自动化中的各种用例,特别是与流量预测、传输质量、异常检测、网络规划和主动故障管理相关的用例。此外,还探讨了生成式人工智能在网络运营中的作用。我们讨论的核心是基于开放和标准SDN api的拟议控制架构,该架构结合了多层传输网络的网络切片,并能够实时访问规范化数据,促进自主网络运行。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automation of multi-layer multi-domain transport networks and the role of AI [Invited]
With increasing demand for customized connectivity, transport networks must evolve towards autonomous and customer-driven network management. This paper presents a comprehensive overview of network autonomy and the challenges associated with evolving toward higher levels of autonomy. Moreover, various use cases of artificial intelligence in network automation in IP-over-DWDM transport networks are also analyzed, in particular related to traffic prediction, quality of transmission, anomaly detection, network planning, and proactive failure management. Additionally, the role of generative AI in network operation is explored. Central to our discussion is a proposed control architecture based on open and standard SDN APIs, which incorporates network slicing for multi-layer transport networks and enables real-time access to normalized data, facilitating autonomous network operation.
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来源期刊
CiteScore
9.40
自引率
16.00%
发文量
104
审稿时长
4 months
期刊介绍: The scope of the Journal includes advances in the state-of-the-art of optical networking science, technology, and engineering. Both theoretical contributions (including new techniques, concepts, analyses, and economic studies) and practical contributions (including optical networking experiments, prototypes, and new applications) are encouraged. Subareas of interest include the architecture and design of optical networks, optical network survivability and security, software-defined optical networking, elastic optical networks, data and control plane advances, network management related innovation, and optical access networks. Enabling technologies and their applications are suitable topics only if the results are shown to directly impact optical networking beyond simple point-to-point networks.
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