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Intent-based control and management framework for optical transport networks supporting B5G services empowered by large language models [Invited] 基于意图的光传输网络控制和管理框架,支持由大型语言模型赋能的 B5G 服务 [特邀]
IF 4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-12-16 DOI: 10.1364/JOCN.534909
Anna Tzanakaki;Markos Anastasopoulos;Victoria-Maria Alevizaki
This study focuses on the development of an intent-based networking (IBN) control and management framework automating operations of beyond 5G (B5G) infrastructures supported by optical transport networks to interconnect radio access and core networks. Currently, these infrastructures operate in accordance with the software defined networking (SDN) and network function virtualization (NFV) paradigm, relying on complex northbound and southbound interfaces to expose their (network) capabilities and apply suitable configuration policies to B5G infrastructure. B5G infrastructures are expected to operate over complex heterogeneous transport network and compute domains, each having its own programming language and interfaces. To address the increased complexity of this approach, the present study relies on generative artificial intelligence (GenAI) and large language models (LLMs) to significantly simplify the interaction between different layers and domains through automated translation of configuration policies from one domain to another. More specifically, the developed GenAI models are used to support automated operations of B5G infrastructures by 1) translating high-level intents provided by network operators expressed in the form of natural language into autogenerated optimization code used by the orchestrator and 2) creating autoconfiguration policies for the optical transport network. The semantic accuracy and complexity of the proposed framework to generate appropriate configuration policies are experimentally tested over an optical transport network interconnecting the radio access and core networks of a B5G infrastructure.
本研究的重点是基于意图的网络(IBN)控制和管理框架的开发,该框架将光传输网络支持的超5G (B5G)基础设施的操作自动化,以实现无线接入和核心网络的互连。目前,这些基础设施按照软件定义网络(SDN)和网络功能虚拟化(NFV)范式运行,依靠复杂的北向和南向接口来暴露其(网络)功能,并将适当的配置策略应用于B5G基础设施。B5G基础设施预计将在复杂的异构传输网络和计算域上运行,每个域都有自己的编程语言和接口。为了解决这种方法日益增加的复杂性,本研究依赖于生成式人工智能(GenAI)和大型语言模型(llm),通过从一个域到另一个域的配置策略的自动翻译,显着简化不同层和域之间的交互。更具体地说,开发的GenAI模型用于支持B5G基础设施的自动化操作:1)将网络运营商以自然语言形式提供的高级意图转换为编排器使用的自动生成优化代码;2)为光传输网络创建自动配置策略。在B5G基础设施的无线接入和核心网互连的光传输网络上,实验测试了所提出的框架生成适当配置策略的语义准确性和复杂性。
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引用次数: 0
Meta-learning-aided QoT estimator provisioning for a dynamic VNT configuration in optical networks 为光网络中的动态 VNT 配置提供元学习辅助 QoT 估算器
IF 4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-12-13 DOI: 10.1364/JOCN.534417
Xiaoliang Chen;Zhenlin Ouyang;Hanyu Gao;Qunzhi Lin;Zuqing Zhu
Machine learning (ML)-based quality-of-transmission (QoT) estimation tools will be desirable for operating virtual network topologies (VNTs) that disclose only abstracted views of connectivity and resource availability to tenants. Conventional ML-based solutions rely on laborious human effort on model selection, parameter tuning, and so forth, which can cause prolonged model building time. This paper exploits the learning-to-learn nature by meta learning to pursue automated provisioning of QoT estimators for a dynamic VNT configuration in optical networks. In particular, we first propose a graph neural network (GNN) design for network-wide QoT estimation. The proposed design learns global VNT representations by disseminating and merging features of virtual nodes (conveying transmitter-side configurations) and links (characterizing physical line systems) according to the routing schemes used. Consequently, the GNN is able to predict the QoT for all the end-to-end connections in a VNT concurrently. A distributed collaborative learning method is also applied for preserving data confidentiality. We train a meta GNN with meta learning to acquire knowledge generalizable across tasks and realize automated QoT estimator provisioning by fine tuning the meta model with a few new samples for each incoming VNT request. Simulation results using data from two realistic topologies show our proposal can generalize QoT estimation for VNTs of arbitrary structures and improves the estimation accuracy by up to 18.7% when compared with the baseline.
基于机器学习(ML)的传输质量(QoT)估计工具对于仅向租户披露连接和资源可用性的抽象视图的虚拟网络拓扑(vnt)来说是理想的。传统的基于ml的解决方案依赖于人工在模型选择、参数调整等方面的费力工作,这可能导致模型构建时间延长。本文利用元学习的“学习到学习”特性,为光网络中的动态VNT配置实现QoT估计器的自动提供。特别是,我们首先提出了一种用于全网QoT估计的图神经网络(GNN)设计。所提出的设计通过根据所使用的路由方案传播和合并虚拟节点(传送发送端配置)和链路(表征物理线路系统)的特征来学习全局VNT表示。因此,GNN能够同时预测VNT中所有端到端连接的QoT。采用分布式协同学习的方法来保证数据的保密性。我们利用元学习训练一个元GNN来获得跨任务的知识泛化,并通过对每个传入的VNT请求使用几个新样本微调元模型来实现QoT估计器的自动配置。使用两种实际拓扑数据的仿真结果表明,我们的方法可以推广任意结构vnt的QoT估计,与基线相比,估计精度提高了18.7%。
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引用次数: 0
Discrete-variable quantum key distribution services hosted in legacy passive optical networks [Invited] 传统无源光网络中的离散变量量子密钥分配服务[特邀]
IF 4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-12-12 DOI: 10.1364/JOCN.534366
Alessandro Gagliano;Alberto Gatto;Pierpaolo Boffi;Paolo Martelli;Paola Parolari
Fiber-based quantum key distribution (QKD) systems are mature and commercialized, but their integration into existing optical networks is crucial for their widespread use, in particular in passive optical networks (PONs) if end-to-end quantum-secured communications are to be addressed. While discrete-variable QKD coexistence with classical channels is well-studied in point-to-point links, its performance in point-to-multipoint topologies like PONs has received less attention. We thus developed a numerical tool to estimate quantum-available bandwidth and maximum link lengths for QKD systems in single-fiber PON architectures in coexistence with GPON, XG-PON, NG-PON2, and HS-PON standards. The QKD channel performance is obtained by setting thresholds on the quantum bit error rate and the secret key rate, ultimately limited by spontaneous Raman scattering noise and high optical distribution network losses. We perform a comparison between the performance obtained assuming the asymptotic infinite-key generation rate or taking into account actual implementations in the finite-key regime. We evidence that proper design rules can be obtained as a function of both classical and quantum system parameters to support end-to-end quantum security services in existing optical networks.
基于光纤的量子密钥分配(QKD)系统已经成熟并商业化,但其集成到现有光网络中对于其广泛使用至关重要,特别是在无源光网络(pon)中,如果要解决端到端量子安全通信问题。虽然离散变量QKD与经典信道共存在点对点链路中得到了很好的研究,但它在点对多点拓扑(如PONs)中的表现却很少受到关注。因此,我们开发了一个数值工具来估计在GPON、XG-PON、NG-PON2和HS-PON共存的单光纤PON架构中QKD系统的量子可用带宽和最大链路长度。QKD信道性能是通过对量子误码率和密钥率设置阈值来获得的,最终受到自发拉曼散射噪声和高光分配网络损耗的限制。我们对假设渐近无限密钥生成率和考虑到有限密钥体系中的实际实现所获得的性能进行了比较。我们证明了适当的设计规则可以作为经典和量子系统参数的函数来获得,以支持现有光网络中的端到端量子安全服务。
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引用次数: 0
Optical switching for data centers and advanced computing systems [Invited] 用于数据中心和先进计算系统的光交换[特邀]
IF 4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-12-11 DOI: 10.1364/JOCN.534317
Giannis Patronas;Nikos Terzenidis;Prethvi Kashinkunti;Eitan Zahavi;Dimitris Syrivelis;Louis Capps;Zsolt-Alon Wertheimer;Nikos Argyris;Athanasios Fevgas;Craig Thompson;Avraham Ganor;Julie Bernauer;Elad Mentovich;Paraskevas Bakopoulos
We explore optical switching to extend network programmability to the physical layer and discuss applications of a Layer-1 software-defined network (SDN) in AI/HPC clusters. In this context we identify two applications for optical circuit switches (OCSs): failure resilience and reconfigurable topologies for deep learning workloads. We present experimental results from a DGX-based testbed towards improving failure resilience and a simulation analysis for efficient deep learning training in AI clusters.
我们探索光交换将网络可编程性扩展到物理层,并讨论了第一层软件定义网络(SDN)在AI/HPC集群中的应用。在这种情况下,我们确定了光电路开关(ocs)的两种应用:故障恢复能力和深度学习工作负载的可重构拓扑。我们展示了基于dgx的测试平台的实验结果,旨在提高故障恢复能力,并对人工智能集群中有效的深度学习训练进行了模拟分析。
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引用次数: 0
Topology Bench: systematic graph-based benchmarking for core optical networks 拓扑基准:系统的基于图形的核心光网络基准测试
IF 4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-12-11 DOI: 10.1364/JOCN.534477
Robin Matzner;Akanksha Ahuja;Rasoul Sadeghi;Michael Doherty;Alejandra Beghelli;Seb J. Savory;Polina Bayvel
Topology Bench is a comprehensive topology dataset designed to accelerate benchmarking studies in optical networks. The dataset, focusing on core optical networks, comprises publicly accessible and ready-to-use topologies, including (a) 105 georeferenced real-world optical networks and (b) 270,900 validated synthetic topologies. Prior research on real-world core optical networks has been characterized by fragmented open data sources and disparate individual studies. Moreover, previous efforts have notably failed to provide synthetic data at a scale comparable to our present study. Topology Bench addresses this limitation, offering a unified resource, and represents a 61.5% increase in spatially referenced real-world optical networks. To benchmark and identify the fundamental nature of optical network topologies through the lens of graph-theoretical analysis, we analyze both real and synthetic networks using structural, spatial, and spectral metrics. Our comparative analysis identifies constraints in real optical network diversity and illustrates how synthetic networks can complement and expand the range of topologies available for use. Currently, topologies are selected based on subjective criteria, such as preference, data availability, or perceived suitability, leading to potential biases and limited representativeness. Our framework enhances the generalizability of optical network research by providing a more objective and systematic approach to topology selection. A statistical and correlation analysis reveals the quantitative range of all of these graph metrics and the relationships between them. Finally, we apply unsupervised machine learning to cluster real-world topologies into distinctive groups based on nine optimal graph metrics using K-means. It employs a two-step optimization process: optimal features are selected by maximizing feature uniqueness through principal component analysis, and the optimal number of clusters is determined by maximizing decision boundary distances via support vector machines. We conclude the analysis by providing guidance on how to use such clusters to select a diverse set of topologies for future studies. Topology Bench, openly available via Dataset 1 (https://zenodo.org/records/13921775) and Code 1 (https://github.com/TopologyBench), promotes accessibility, consistency, and reproducibility.
拓扑工作台是一个全面的拓扑数据集,旨在加速光网络的基准测试研究。该数据集侧重于核心光网络,包括可公开访问和随时可用的拓扑,包括(a) 105个地理参考的现实世界光网络和(b) 270,900个经过验证的合成拓扑。以往对现实世界核心光网络的研究以开放数据源碎片化和个体研究分散为特征。此外,以前的努力显然未能提供与我们目前研究相当规模的合成数据。拓扑工作台解决了这一限制,提供了统一的资源,并且在空间参考的现实世界光网络中增加了61.5%。为了通过图理论分析的镜头来基准和识别光网络拓扑的基本性质,我们使用结构,空间和光谱度量分析真实和合成网络。我们的比较分析确定了实际光网络多样性的限制,并说明了合成网络如何补充和扩展可用拓扑的范围。目前,拓扑的选择是基于主观标准,如偏好、数据可用性或感知的适用性,导致潜在的偏差和有限的代表性。我们的框架通过提供一种更加客观和系统的拓扑选择方法来增强光网络研究的通用性。统计和相关分析揭示了所有这些图形度量的数量范围以及它们之间的关系。最后,我们应用无监督机器学习,基于K-means的9个最优图度量,将现实世界的拓扑聚类成不同的组。它采用两步优化过程:通过主成分分析最大化特征唯一性来选择最优特征,通过支持向量机最大化决策边界距离来确定最优聚类数量。我们通过提供如何使用这些集群为未来的研究选择不同的拓扑集的指导来结束分析。TopologyBench可以通过Dataset 1 (https://zenodo.org/records/13921775)和Code 1 (https://github.com/TopologyBench)公开获得,它促进了可访问性、一致性和可再现性。
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引用次数: 0
Coherent passive optical network: applications, technologies, and specification development [Invited Tutorial] 相干无源光网络:应用、技术与规范发展[特邀教程]
IF 4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-12-09 DOI: 10.1364/JOCN.535200
Zhensheng Jia;Haipeng Zhang;Karthik Choutagunta;L. Alberto Campos
This paper presents a comprehensive overview of the emerging coherent passive optical network (CPON) technology and its role in the evolution of next-generation PON architectures. After reviewing the fundamental principles of traditional time-division multiplexed PON and tracking its development across successive standards, the unique benefits of applying coherent detection to PONs are examined. These include enhanced reach, increased split ratios, and improved overall network scalability. The paper explores various use cases, deployment scenarios, and architectural options for CPONs. Critical enabling technologies driving CPON development are analyzed, including upstream preamble design and burst-mode detection, techniques for transceiver cost reduction and implementation simplification, forward error correction, and out-of-band communication channels. Finally, the major industry standardization efforts currently underway to specify CPON across the physical, media access control, and system architecture layers are reviewed. By cohesively covering CPON’s evolution from core concepts to real-world specifications, this tutorial paper provides a definitive reference on this disruptive access network technology.
本文全面概述了新兴的相干无源光网络(CPON)技术及其在下一代PON架构发展中的作用。在回顾了传统时分复用PON的基本原理并跟踪其在连续标准中的发展之后,研究了将相干检测应用于PON的独特优势。其中包括增强的覆盖范围、增加的分割比率和改进的整体网络可伸缩性。本文探讨了cpon的各种用例、部署场景和体系结构选项。分析了推动CPON发展的关键使能技术,包括上游前置设计和突发模式检测,收发器成本降低和实现简化技术,前向纠错和带外通信信道。最后,回顾了目前正在进行的主要行业标准化工作,以指定跨物理层、媒体访问控制层和系统架构层的CPON。通过集中介绍CPON从核心概念到实际规范的演变,本教程为这种颠覆性接入网技术提供了明确的参考。
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引用次数: 0
Dynamic control, routing, and resource assignment in multi-granular optical node topologies combining wavelength, waveband, and spatial switching for 6G transport networks [Invited] 6G传输网络中结合波长、波段和空间交换的多粒度光节点拓扑的动态控制、路由和资源分配[应邀]
IF 4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-12-05 DOI: 10.1364/JOCN.534789
Varsha Lohani;Raul Munoz;Ramon Casellas;Lluis Gifre Renom;Carlos Manso;Ricard Vilalta;Ricardo Martinez
Effective management of end-to-end 6G network services is crucial, with peak capacity requirements for 6G transport connections expected to exceed 1 Tb/s. As demand for high bandwidth rises, there is a growing necessity for high-capacity optical fiber links, including ultra-wideband (UWB) and multiple fiber links within the network. Scaling up to accommodate these demands, designing wavelength-selective switches (WSSs) for such networks significantly increases the port count. To tackle this issue, we propose various multi-granular optical node (MG-ON) architectures utilizing heterogeneous wavelength, waveband, and spatial switching. We evaluate these architectures’ performance against high-capacity wavelength division multiplexed (WDM) networks through various simulation parameters.
有效管理端到端6G网络服务至关重要,6G传输连接的峰值容量需求预计将超过1tb /s。随着对高带宽需求的增加,对高容量光纤链路的需求越来越大,包括网络内的超宽带(UWB)和多光纤链路。为了适应这些需求,为此类网络设计波长选择交换机(wss)可以显著增加端口数量。为了解决这个问题,我们提出了各种利用异构波长、波段和空间交换的多颗粒光节点(MG-ON)架构。我们通过各种仿真参数评估了这些架构在高容量波分复用(WDM)网络中的性能。
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引用次数: 0
Leveraging PLOAM messaging for environmental temperature mapping in aerial-deployed time-division multiple access PONs 利用PLOAM消息在空中部署的时分多址pon中进行环境温度映射
IF 4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-12-04 DOI: 10.1364/JOCN.530723
Borja Vidal;Cristian Salgado-Cazorla
The use of optical access networks with aerial-deployed fiber for deriving maps of environmental temperature is investigated. Telecom operators have thousands of kilometers of deployed fiber to provide last-mile broadband services, which could be leveraged to extract temperature information with no additional cost since data are already available as part of the physical layer operations, administration, and maintenance (PLOAM) traffic. Here, it is shown how this information can be used to develop maps of environmental temperature as a method to complement present weather observation platforms. Preliminary experimental results with a G.984 passive optical network (PON) in operation show the feasibility of the technique.
研究了利用空中部署光纤的光接入网获取环境温度图的方法。电信运营商已经部署了数千公里的光纤来提供最后一英里的宽带服务,由于数据已经作为物理层操作、管理和维护(PLOAM)流量的一部分可用,因此可以利用这些光纤来提取温度信息,而无需额外成本。这里展示了如何使用这些信息来绘制环境温度图,作为补充现有天气观测平台的一种方法。在G.984无源光网络(PON)上运行的初步实验结果表明了该技术的可行性。
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引用次数: 0
Green traffic grooming in IP-over-WDM satellite optical networks IP-over-WDM 卫星光网络中的绿色流量疏导
IF 4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-11-28 DOI: 10.1364/JOCN.539526
Yu Liu;Xin Li;Zhennan Zheng;Daixuan Li;Tianhao Liu;Feiyang Ruan;Chenyu Zhao;Shanguo Huang
With the ability to provide worldwide communication coverage, satellite networks are drawing greater attention. The translucent optical payload enables the implementation of IP-over-WDM satellite optical networks (SONs), which can achieve great bandwidth capacity while providing the flexibility of IP routing. The rechargeable battery is the sole energy support for satellites in the eclipse region. Unrestrained discharge will accelerate battery aging and shorten the satellite operation period, causing extremely high expenditure costs. Satellite movement causes time-scheduled energy supply and traffic fluctuation, complicating the problem of energy consumption in IP-over-WDM SONs. This paper studies green traffic grooming (GTG) in IP-over-WDM SONs from the perspective of battery lifetime consumption (BLC). A grooming graph is designed to implement GTG with the physical impairment constraint in IP-over-WDM SONs, and battery-aware GTG (BA-GTG) and time-aware GTG (TA-GTG) are proposed by taking battery information and time information as prior knowledge. Numerical results indicate that BA-GTG and TA-GTG, especially the latter, can effectively reduce BLC. In addition, multiple link configurations are set in performance comparison to evaluate the effect of the physical impairment on battery efficiency in IP-over-WDM SONs.
卫星网络具有覆盖全球的通信能力,因此受到越来越多的关注。半透明光学有效载荷可实现 IP-over-WDM 卫星光网络(SON),在提供 IP 路由灵活性的同时,还能实现极大的带宽容量。可充电电池是日食区卫星的唯一能源支持。无节制放电会加速电池老化,缩短卫星运行周期,造成极高的支出成本。卫星移动会造成定时能源供应和流量波动,使 IP-over-WDM SON 的能耗问题更加复杂。本文从电池寿命消耗(BLC)的角度研究了 IP-over-WDM SON 中的绿色流量疏导(GTG)。通过将电池信息和时间信息作为先验知识,提出了电池感知 GTG(BA-GTG)和时间感知 GTG(TA-GTG)。数值结果表明,BA-GTG 和 TA-GTG,尤其是后者,能有效降低 BLC。此外,在性能比较中还设置了多种链路配置,以评估 IP-over-WDM SON 中物理损伤对电池效率的影响。
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引用次数: 0
Digital-twin-based active input refinement for insertion loss estimation and QoT optimization in C and C + L networks 基于数字孪生有源输入的细化,用于 C 和 C + L 网络中的插入损耗估计和 QoT 优化
IF 4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-11-28 DOI: 10.1364/JOCN.537734
Xin Yang;Chenyu Sun;Gabriel Charlet;Massimo Tornatore;Yvan Pointurier
Quality of transmission (QoT) prediction is a fundamental function in optical networks. It is typically embedded within a digital twin and used for operational tasks, including service establishment, service rerouting, and (per-channel or per-amplifier) power management to optimize the working point of services and hence to maximize their capacity. Inaccuracy in QoT prediction results in additional, unwanted design margins. A key contributor to QoT inaccuracy is the uncertain knowledge of fiber insertion loss, e.g., the attenuation due to connector losses at the beginning or at the end of each fiber span, as such loss cannot be directly monitored. Indeed, insertion losses drive the choice of the launch power in fiber spans, which in turn drive key physical effects, including the Kerr and stimulated Raman scattering (SRS) effects, which affect services’ QoT. It is thus important to estimate (and detect possibly anomalous) fiber insertion losses at each span. We thereby propose a novel active input refinement (AIR) technique using active probing to estimate insertion losses in C and C + L systems. Here, active probing consists of adjusting amplifier gains span by span to slightly alter SRS. The amount of adjustment must be sufficient to be measurable (such that insertion losses can be inferred from the measures) but small enough to have a negligible impact on running services in a live network. The method is validated by simulations on a European network with 30 optical multiplex sections (OMSs) in C and C + L configurations and by lab experiments on a C-band network, demonstrating that AIR significantly improves insertion loss estimation, network QoT optimization, and QoT prediction compared with other state-of-the-art monitoring techniques. This work underscores the critical role of accurate estimation of QoT inputs in enhancing optical network performance.
传输质量(QoT)预测是光网络的一项基本功能。它通常嵌入在数字孪生中,用于业务任务,包括业务建立、业务重路由和(每通道或每放大器)功率管理,以优化业务的工作点,从而最大限度地提高其容量。QoT 预测不准确会导致额外的、不必要的设计余量。造成 QoT 不准确的一个关键因素是对光纤插入损耗的不确定了解,例如,由于连接器损耗而在每条光纤的起始端或末端造成的衰减,因为这种损耗无法直接监测。事实上,插入损耗决定了光纤跨距中发射功率的选择,而发射功率又决定了关键的物理效应,包括影响服务 QoT 的克尔效应和受激拉曼散射(SRS)效应。因此,估算(并检测可能异常的)各跨距光纤插入损耗非常重要。因此,我们提出了一种新颖的主动输入细化(AIR)技术,利用主动探测来估算 C 和 C + L 系统中的插入损耗。在这里,主动探测包括逐跨调整放大器增益,以轻微改变 SRS。调整量必须足以进行测量(以便从测量结果中推断出插入损耗),但又要小到对实时网络中的运行服务影响可以忽略不计。该方法通过在一个欧洲网络上以 C 和 C + L 配置对 30 个光复用部分(OMS)进行模拟验证,并通过在 C 波段网络上进行实验室实验,证明与其他最先进的监控技术相比,AIR 能显著改善插入损耗估计、网络 QoT 优化和 QoT 预测。这项工作强调了准确估计 QoT 输入对提高光网络性能的关键作用。
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引用次数: 0
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Journal of Optical Communications and Networking
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