Shaping the future of optical networks by integrating SDN, telemetry, and AI [Invited]
P. Castoldi, Filippo Cugini, Molka Gharbaoui, A. Giorgetti, Francesco Paolucci, Anna Lina Ruscelli, Nicola Sambo, Andrea Sgambelluri 等 9 位
Consorzio Nazionale Interuniversitario per le Telecomunicazioni University of Pisa Institute of Electronics, Computer and Telecommunication Engineering
阅读操作
确认中在文库中上传 PDF 后可生成中文音频讲解。
摘要与影响
This paper investigates the most prominent lines of optical network control evolution, focusing on software-defined networking (SDN), NETCONF/YANG protocols, telemetry techniques, advancements in packet/optical networking, and the integration of artificial intelligence (AI) within optical networks. We show how the integration of SDN with open modeling frameworks allows to devise hierarchical control models where we trade-off between the segregation of proprietary hardware and the creation of open interfaces like in the OpenSDK scenario. In addition, we depict the convergence of packet and optical layers with advancements in coherent technologies and pervasive telemetry techniques to create new flexible scenarios for controlling optical networks. On top of these approaches, the intent-based networking allows to implement configuration solutions using natural primitives. Finally, key applications of AI, mainly machine learning (ML), including quality-of-transmission estimation, failure prediction, and resource optimization, are analyzed to improve optical network control efficiency alongside their challenges, such as energy efficiency and data scarcity. By addressing advances in the aforementioned areas of research, this work outlines the transformative potential of combining programmability, real-time telemetry, and AI to build resilient, adaptive, and sustainable optical infrastructures for the future.
逐年被引趋势
关键指标
同类平均 = 1
同领域 · 同年份 · 同类型
Google Scholar 与 OpenAlex 的被引统计范围不同,数值存在差异属正常。
AI 辅助阅读
依据:摘要
可就本文提问;依据不足时会说明。
学术脉络
学科主题
工程Advanced Optical Network Technologies
Advanced Photonic Communication Systems · Optical Network Technologies
参考文献 70
此处列出前 3 条
引用本文 15
按被引量排序,此处列出前 3 条