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Real-time burst-mode digital signal processing for passive optical networks 无源光网络的实时突发模式数字信号处理
IF 4.3 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-09-16 DOI: 10.1364/JOCN.560191
Ji Zhou;Kainan Wu;Haide Wang;Jinyang Yang;Weiping Liu;Junwen Zhang;Changyuan Yu;Xiangjun Xin;Liangchuan Li
Driven by ever-increasing capacity demands, the 50G passive optical network (PON) is maturing gradually. One of the main challenges for the 50G PON is implementing burst-mode digital signal processing (BM-DSP) for the burst upstream signal. This paper demonstrates a real-time BM-DSP for burst reception of a 25 Gbit/s on-off keying signal to meet the asymmetric-mode 50G PON demand. The real-time BM-DSP includes BM frequency-domain timing recovery and a BM frequency-domain equalizer, which can be fast converged based on the ${sim}42;text{ns}$ designed preamble. Meanwhile, the simplified implementations for fast Fourier transform, minimum mean square error, and decision-directed least-mean-square-error algorithms decrease the DSP resources by 28.57% compared to the conventional implementation without optimization, enabling the loading of real-time BM-DSP in a field programmable gate array with limited DSP resources. The real-time implementation of BM-DSP can guide the design of application-specific integrated circuits for 50G PON.
在容量需求不断增长的推动下,50G无源光网络(PON)逐渐走向成熟。50G PON面临的主要挑战之一是对突发上行信号进行突发模式数字信号处理(BM-DSP)。为了满足50G非对称模式PON的需求,本文设计了一种实时的BM-DSP,用于突发接收25gbit /s的开关键控信号。实时BM- dsp包括BM频域定时恢复和BM频域均衡器,它们可以基于${sim}42;text{ns}$设计的序言。同时,快速傅立叶变换、最小均方误差和决策导向最小均方误差算法的简化实现与未经优化的传统实现相比,减少了28.57%的DSP资源,使实时BM-DSP能够在DSP资源有限的现场可编程门阵列中加载。BM-DSP的实时实现可以指导50G PON专用集成电路的设计。
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引用次数: 0
Disaggregated and transparent multi-band optical continuum across access, horseshoe aggregation, and metro IPoWDM networks 跨接入、马蹄聚合和城域IPoWDM网络的分解和透明多频带光连续体
IF 4.3 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-09-16 DOI: 10.1364/JOCN.569327
Roberto Morro;Emilio Riccardi;Anna Chiado' Piat;Annachiara Pagano;Evangelos Kosmatos;Alexandros Stavdas;Chris Matrakidis;Shiyi Xia;Henrique Freire Santana;Nicola Calabretta;Pol Gonzalez;Luis Velasco;Andrea Sgambelluri;Jordi Ortiz;Enrique Fernandez;Pablo Pavon-Marino;Ramon Casellas;Oscar Gonzales De Dios;Filippo Cugini;Alessio Giorgetti
The limitations of segmented and power-inefficient legacy optical networks underscore the need for a disaggregated, transparent multi-band optical continuum spanning access, aggregation, and metro domains. In this work, we demonstrate the first field trial, to our knowledge, of a disaggregated and transparent multi-band optical network interconnecting access, aggregation, and metro segments over both the C- and O-bands. The proposed architecture extends the optical continuum from antenna sites through O-band access links to aggregation hubs, and further into a C-band metro-core network, eliminating intermediate opto-electronic conversions. The data plane integrates SOA-based O-band switching for dynamic signal routing and loss compensation, while the control plane is realized through an innovative hierarchical SDN-based solution. This control plane orchestrates end-to-end transparent paths across multiple domains, spectral bands, and layers, leveraging standardized protocols and models for interoperability. Experimental validation shows the seamless multi-band interconnection, demonstrating effective multi-domain orchestration, optical transparency, and control scalability.
传统光网络的分段和低功耗的局限性强调了对跨接入、聚合和城域的分解、透明的多频带光连续体的需求。在这项工作中,我们展示了第一次现场试验,据我们所知,一个分解和透明的多波段光网络在C和o波段上连接接入、聚合和城域段。提出的架构将光连续体从天线站点通过o波段接入链路扩展到聚合集线器,并进一步扩展到c波段城域核心网,消除了中间光电转换。数据平面集成了基于soa的o波段交换,用于动态信号路由和损耗补偿,而控制平面则通过基于sdn的创新分层解决方案实现。这个控制平面协调跨多个域、频谱带和层的端到端透明路径,利用标准化协议和模型实现互操作性。实验验证显示了无缝的多频段互连,展示了有效的多域编排,光学透明性和控制可扩展性。
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引用次数: 0
Simplified coherent TDM-PON in upstream burst-mode detection with enhanced DC leakage tolerance 增强直流漏容的上游突发模式检测中简化相干TDM-PON
IF 4.3 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-09-12 DOI: 10.1364/JOCN.564562
An Yan;Renle Zheng;Penghao Luo;Yongzhu Hu;Junhao Zhao;Shuhong He;Aolong Sun;Xuyu Deng;Ouhan Huang;Jianyang Shi;Yingjun Zhou;Zhixue He;Nan Chi;Junwen Zhang
This paper investigates the generation and impact of optical DC leakage in upstream burst-mode coherent TDM-PON systems. In upstream burst transmission, the laser remains on to avoid wavelength drift even when the optical network unit (ONU) is inactive, leading to the generation of residual DC leakage caused by a limited modulator extinction ratio and bias drift from the null point. As the number of ONUs increases, the accumulated optical DC leakage becomes large. In a more extreme case, where the optical signal comes from a distant ONU and all the other inactive ONUs are located close to the optical line terminal, the accumulated DC power can even exceed the signal power, resulting in SNR degradation and increased quantization noise. To address these challenges, we propose a flipped-frequency heterodyne detection scheme combined with SCM signaling. This approach upconverts the DC tones from low-frequency regions to high-frequency regions, allowing DC leakage to be effectively filtered out by the bandwidth-limited receiver before analog-to-digital conversion. As a proof of concept, we analyze the impact of DC leakage in both the time and frequency domains, compare the DC tolerance of PAM and SCM under different detection schemes, and support our findings with both simulation and experimental results. Finally, a 200G upstream simplified coherent TDM-PON system is experimentally demonstrated, showing up to 18 dB improvement in DC leakage tolerance compared to a baseband PAM4 signal at the 29 dB N1 class loss budget.
本文研究了上游突发模相干TDM-PON系统中光直流泄漏的产生及其影响。在上游突发传输中,即使光网络单元(ONU)不工作,激光也保持开启状态以避免波长漂移,从而导致由于调制器消光比有限和零点偏压漂移而产生的残余直流泄漏。随着onu数量的增加,累积的光直流漏变大。在更极端的情况下,当光信号来自较远的ONU,而其他所有非活动ONU都位于光线路终端附近时,累积的直流功率甚至可能超过信号功率,导致信噪比下降,量化噪声增加。为了解决这些挑战,我们提出了一种结合单片机信号的倒频外差检测方案。这种方法将直流音调从低频区域上转换到高频区域,允许带宽有限的接收器在模数转换之前有效地滤除直流泄漏。作为概念验证,我们分析了直流泄漏在时域和频域的影响,比较了PAM和SCM在不同检测方案下的直流容差,并通过仿真和实验结果支持了我们的发现。最后,实验证明了一个200G上游简化相干TDM-PON系统,在29 dB N1类损失预算下,与基带PAM4信号相比,直流泄漏容限提高了18 dB。
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引用次数: 0
Cost-optimal network planning for converged optical X-haul in Beyond 5G networks 超越5G网络中融合光X-haul的成本最优网络规划
IF 4.3 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-09-12 DOI: 10.1364/JOCN.567406
Brianna Laird;Julien Ugon;Chathurika Ranaweera
The rapid evolution of wireless communication technologies has led to the development of Beyond 5G (B5G) networks, aiming to deliver ultra-low latency, high-capacity connectivity, and scalable deployments for applications including autonomous systems and immersive experiences. A critical challenge lies in efficiently designing the radio access network (RAN) and its transport infrastructure. The shift to open RAN (O-RAN) architectures, with disaggregated centralized units (CUs), distributed units (DUs), and radio units (RUs), offers a promising solution. However, optimal placement of these components and transport network design remains a challenge, especially in diverse and cost-sensitive environments. This paper proposes a comprehensive optimization framework for B5G network design, jointly optimizing the placement of O-RAN components and optical transport networks using Mixed Integer Linear Programming (MILP). By integrating geographic information system (GIS) data, the framework considers real-world constraints, including terrain, infrastructure, user distribution, coverage requirements, and capacity requirements, enabling practical and cost-effective designs. The proposed optimization framework allows exploration of the optimal planning solutions under diverse configurations, which helps analyze different network deployment approaches for their scalability and efficiency. The evaluation results demonstrate the effectiveness and versatility of the framework in reducing costs under diverse deployment scenarios while meeting performance and coverage requirements, offering valuable insights for network operators and planners.
无线通信技术的快速发展推动了超5G (B5G)网络的发展,旨在为自主系统和沉浸式体验等应用提供超低延迟、高容量连接和可扩展部署。有效地设计无线接入网(RAN)及其传输基础设施是一个关键的挑战。向开放式RAN (O-RAN)体系结构的转变,包括分解的集中式单元(cu)、分布式单元(du)和无线单元(ru),提供了一个很有前途的解决方案。然而,这些组件的最佳布局和传输网络设计仍然是一个挑战,特别是在多样化和成本敏感的环境中。本文提出了B5G网络设计的综合优化框架,利用混合整数线性规划(MILP)共同优化O-RAN组件和光传输网络的布局。通过集成地理信息系统(GIS)数据,该框架考虑了现实世界的约束条件,包括地形、基础设施、用户分布、覆盖要求和容量要求,从而实现了实用且具有成本效益的设计。提出的优化框架允许探索不同配置下的最优规划方案,有助于分析不同网络部署方法的可扩展性和效率。评估结果证明了该框架在不同部署场景下降低成本的有效性和多功能性,同时满足性能和覆盖要求,为网络运营商和规划者提供了有价值的见解。
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引用次数: 0
QoT-aware multi-constraint routing in large-scale optical networks based on contraction hierarchies and propagation chains 基于收缩层次和传播链的大规模光网络中qot感知多约束路由
IF 4.3 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-09-10 DOI: 10.1364/JOCN.568033
Yingbo Fan;Yan Pan;Jiaxing Guo;Yajie Li;Yongli Zhao;Jie Zhang
Multi-constraint routing is a crucial problem in optical networks, as establishing a lightpath must account for multiple constraints, including bandwidth demand, transmission delay, and quality of transmission (QoT). However, the problem-solving complexity increases exponentially due to the addition of constraints such as wavelength contiguity and optical nonlinearity as the network scale increases. Therefore, it is difficult to find a path that satisfies all optical constraints within 10 ms in large-scale topologies. To address these challenges, this paper proposes a QoT-aware multi-constraint routing (QaMcR) algorithm for large-scale optical networks. The algorithm utilizes a contraction hierarchy structure to simplify the topology and employs an enhanced Dijkstra strategy during the routing process, which comprehensively considers transmission delay, bandwidth requirements, and GSNR. Additionally, QaMcR dynamically updates bandwidth usage within the network with low overhead through the time-efficient propagation chain. We simulate both classical and 274-node topologies, using GNPy for physical layer modeling and QoT estimation. A total of $5 times {10^8}$ simulations were conducted, exploring nearly a billion shortest paths. The results show that the QaMcR algorithm can find the path with the shortest delay that satisfies multi-constraints within 2 ms, reducing routing time by 95%, while ensuring low delay and low blocking rate.
多约束路由是光网络中的一个关键问题,因为建立光路必须考虑多种约束,包括带宽需求、传输延迟和传输质量(QoT)。然而,随着网络规模的增加,由于波长连续性和光学非线性等约束的增加,问题的复杂性呈指数增长。因此,在大规模拓扑中,很难在10ms内找到满足所有光学约束的路径。为了解决这些问题,本文提出了一种用于大规模光网络的qot感知多约束路由(QaMcR)算法。该算法采用压缩层次结构简化拓扑结构,并在路由过程中采用增强的Dijkstra策略,综合考虑传输时延、带宽要求和GSNR。此外,QaMcR通过时间高效的传播链,以低开销动态更新网络内的带宽使用情况。我们模拟了经典拓扑和274节点拓扑,使用GNPy进行物理层建模和QoT估计。总共进行了$5 ×{10^8}$模拟,探索了近10亿条最短路径。结果表明,QaMcR算法可以在2 ms内找到满足多约束的时延最短的路径,在保证低时延和低阻塞率的前提下,将路由时间缩短95%。
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引用次数: 0
Energy-efficient bandwidth and wavelength allocation in HS-PONs with a dedicated activation wavelength 具有专用激活波长的hs - pon的节能带宽和波长分配
IF 4.3 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-08-29 DOI: 10.1364/JOCN.566096
Guanlun Sun;Jun Li;Xiang Lu;Rui Lin;Lena Wosinska
In higher-speed passive optical networks (HS-PONs), an upstream dedicated activation wavelength (DAW) is introduced to eliminate the latency caused by periodically creating quiet windows (i.e., time slots) for optical network unit (ONU) activation, thus supporting emerging time-sensitive services. As for the DAW, only part of the bandwidth is reserved for ONU activation, and the remaining bandwidth can still be used to transmit data frames of non-time-sensitive services. However, the existing dynamic bandwidth allocation mechanism tailored for PONs with a single wavelength cannot support cooperative bandwidth scheduling of working and activation wavelengths. In addition, even though transmitting data frames by the DAW can improve the performance in terms of latency and throughput, it brings high energy consumption, especially for the optical digital signal processing function being performed in ONUs. In this paper, we address the above problems by enhancing the existing scheduling protocols for HS-PONs with DAWs to enable bandwidth scheduling of two wavelengths in a unified way, based on which the maximum upstream latencies are further analyzed. Furthermore, we also propose an energy-efficient bandwidth and wavelength allocation scheme, in which the number of operating wavelengths can be reduced while meeting the services’ latency requirements. Simulation results show that the proposed scheme outperforms the benchmarks in terms of energy saving, without affecting the latency constraint, thus well satisfying services’ diverse requirements.
在高速无源光网络(hs - pon)中,引入了上游专用激活波长(DAW)来消除周期性地为光网络单元(ONU)激活创建安静窗口(即时隙)所造成的延迟,从而支持新兴的时间敏感业务。对于DAW,只保留部分带宽用于ONU激活,剩余带宽仍可用于传输非时间敏感业务的数据帧。但是,现有的针对pon的单波长动态带宽分配机制无法支持工作波长和激活波长的协同带宽调度。此外,尽管通过DAW传输数据帧可以在延迟和吞吐量方面提高性能,但它带来了较高的能耗,特别是对于在onu中执行的光数字信号处理功能。本文针对上述问题,对现有的带daw的hs - pon调度协议进行了改进,实现了两个波长的带宽统一调度,并在此基础上进一步分析了最大上行时延。此外,我们还提出了一种节能的带宽和波长分配方案,该方案可以在满足业务延迟需求的同时减少工作波长的数量。仿真结果表明,该方案在不影响延迟约束的情况下,在节能方面优于基准测试,能够很好地满足业务的多样化需求。
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引用次数: 0
Generating realistic optical topologies for techno-economic studies using MoleNetwork 使用molennetwork为技术经济研究生成现实的光学拓扑
IF 4.3 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-08-28 DOI: 10.1364/JOCN.567964
Alfonso Sanchez-Macian;Nataliia Koneva;Marco Quagliotti;Jose M. Rivas-Moscoso;Farhad Arpanaei;Jose Alberto Hernandez;Juan P. Fernandez-Palacios
Model networks and their underlying topologies have been used as a reference for techno-economic studies for several decades. Existing reference topologies for optical networks may cover different network segments such as backbone, metro core, metro aggregation, access, and/or data center. While telecommunication operators work on the optimization of their own existing deployed optical networks, the availability of different topologies is useful for researchers and technology developers to test their solutions in a variety of scenarios and validate the performance in terms of energy efficiency or cost reduction. This paper presents an open-source tool, MoleNetwork, to generate graphs (backbone, metro core, and metro aggregation) inspired by real network topologies of telecommunication operators that can be used as benchmarks for techno-economic studies. A new topology, to our knowledge, Italy2k, is generated based on the structure of a real operator’s network. Then, the tool is tested by validating that the expected operator parameters are matched in the generated topology and by using the topology to forecast technical demands in a 10-year period in one of its metro regions (core and aggregation networks).
几十年来,模型网络及其底层拓扑一直被用作技术经济研究的参考。现有的光网络参考拓扑可能涵盖不同的网段,如骨干网、城域核心网、城域聚合网、接入网和/或数据中心网。当电信运营商致力于优化其现有部署的光网络时,不同拓扑的可用性对于研究人员和技术开发人员在各种场景中测试其解决方案并验证能效或降低成本方面的性能非常有用。本文介绍了一个开源工具MoleNetwork,它可以生成图形(骨干网、城域核心网和城域聚合网),灵感来自电信运营商的真实网络拓扑,可以用作技术经济研究的基准。一个新的拓扑,据我们所知,Italy2k,是基于实际运营商网络的结构生成的。然后,通过验证在生成的拓扑中是否匹配预期的运营商参数,并使用拓扑来预测其城域(核心和聚合网络)的一个10年期间的技术需求,对该工具进行测试。
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引用次数: 0
On offline scheduling for time-division multiplexing QKD networks 时分复用QKD网络的离线调度研究
IF 4.3 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-08-27 DOI: 10.1364/JOCN.566174
Juan Carlos Hernandez-Hernandez;David Larrabeiti;Maria Calderon;Ignacio Soto;Farhad Arpanaei
Quantum key distribution (QKD) combined with quantum-safe encryption algorithms offers a practical path to future-proof communication security. Currently, the BB84 QKD protocol is mature and can be deployed over legacy optical fiber infrastructure using commercial products, with trusted key relaying as a workaround for its distance limitations. However, designing cost-effective QKD networks is essential for widespread adoption by end users and telecom operators (Telcos). To address this challenge, we propose and study a novel, to our knowledge, strategy: periodic time sharing of QKD transceivers. This strategy, especially cost saving at low and medium workloads, allows for generating keys for pairs of nodes at deterministic rates decided a priori. This work presents an offline solution for allocating and scheduling QKD transceivers that are shared by the aforementioned time-division multiplexing (TDM) scheme in a QKD network. We propose a mixed-integer linear programming (MILP)-based scheduling (MBS) method to solve this problem, which is computationally expensive, even for small network topologies. As an alternative, we introduce allocation-driven scheduling (ADS), an algorithm that internally breaks the problem into two steps: allocate first and schedule later. The scheduling can be handled by either a relaxed-MBS (rMBS) or a round-robin scheduling (RRS) approach (ADS-rMBS and ADS-RRS, respectively). Both methods yield results comparable to MBS for small networks. Furthermore, simulations illustrate that both ADS-rMBS and ADS-RRS enable a pay-as-you-grow model, reducing the initial capital expenditure in low-load scenarios. Compared with the non-TDM baseline (i.e., QKD transceivers are non-shared), the cost savings range from 30% to 50%, making QKD deployment more economically viable. Moreover, ADS-rMBS generally outperforms ADS-RRS, but requires a higher runtime, reaching up to 2500 s in large networks. Conversely, ADS-RRS maintains a stable 1 ms runtime across all conditions, making both approaches viable depending on the traffic matrix update interval.
量子密钥分发(QKD)与量子安全加密算法相结合,为实现面向未来的通信安全提供了一条实用的途径。目前,BB84 QKD协议已经成熟,可以使用商业产品在传统光纤基础设施上部署,并使用可信密钥中继作为其距离限制的解决方案。然而,设计具有成本效益的QKD网络对于最终用户和电信运营商(Telcos)的广泛采用至关重要。为了应对这一挑战,我们提出并研究了一种新颖的策略,据我们所知,QKD收发器的周期性分时。该策略允许以先验确定的确定速率为节点对生成密钥,特别是在低、中等工作负载下节省成本。这项工作提出了一种离线解决方案,用于分配和调度QKD收发器,这些收发器在QKD网络中由上述时分多路复用(TDM)方案共享。我们提出了一种基于混合整数线性规划(MILP)的调度(MBS)方法来解决这个问题,即使对于小型网络拓扑,计算成本也很高。作为替代方案,我们引入了分配驱动调度(ADS),该算法在内部将问题分为两个步骤:先分配,后调度。调度可以通过松弛的mbs (rMBS)或循环调度(RRS)方法(分别为ADS-rMBS和ADS-RRS)来处理。这两种方法产生的结果与小型网络的MBS相当。此外,模拟表明ADS-rMBS和ADS-RRS都支持按增长付费模型,从而减少了低负载场景下的初始资本支出。与非时分复用基线(即,QKD收发器是非共享的)相比,节省的成本从30%到50%不等,使QKD部署更具经济可行性。此外,ADS-rMBS总体上优于ADS-RRS,但需要更高的运行时间,在大型网络中可达2500s。相反,ADS-RRS在所有条件下都保持稳定的1毫秒运行时,这使得两种方法根据流量矩阵更新间隔都是可行的。
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引用次数: 0
Incremental planning with dual-fiber distributed Raman amplification in (C + L + S) networks (C + L + S)网络中双光纤分布式拉曼放大的增量规划
IF 4.3 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-08-26 DOI: 10.1364/JOCN.562483
Giovanni Simone Sticca;Memedhe Ibrahimi;Nicola Di Cicco;Francesco Musumeci;Massimo Tornatore
Multi-band transmission is gaining traction as a promising solution for coping with the ever-increasing capacity demands of optical networks. In multi-band networks, long-term network planning must take into account the signal-to-noise ratio (SNR) degradations caused by interchannel stimulated Raman scattering arising when multiple lightpaths provisioned in the extended spectrum bands propagate in the same fiber. To avoid these degradations, in this study, we investigate the benefits of selectively upgrading a subset of the fiber spans with an additional fiber, which allows us to separate the spectrum bands and apply dual-fiber distributed Raman amplification (DF-DRA) in a C + L + S system. The deployment of DF-DRA, combined with EDFAs for the C- and L-bands and TDFAs for the S-band, reduces the overall amplification noise figure, thereby improving the SNR of lightpaths. Additionally, the separation of spectrum bands reduces pump-to-pump and signal-to-signal power transfer, further contributing to SNR improvement. We develop a numerical solver for setting the optimal Raman pump configurations, and we propose different placement strategies for hybrid EDFA/TDFA-Raman amplification and 3R regenerators. Our extensive numerical simulations on incremental traffic show that DF-DRA-enabled multi-band networks can yield up to a complete elimination of 3R regenerators by upgrading 30% of the network spans while having up to a 35% throughput increase.
多频带传输作为一种很有前途的解决方案,正受到越来越多的关注,以应对日益增长的光网络容量需求。在多波段网络中,长期网络规划必须考虑到在同一光纤中传播扩展频谱带中的多条光路所产生的通道间受激拉曼散射所导致的信噪比(SNR)下降。为了避免这些退化,在本研究中,我们研究了用额外的光纤选择性升级光纤跨度子集的好处,这使我们能够在C + L + S系统中分离频谱带并应用双光纤分布式拉曼放大(DF-DRA)。DF-DRA的部署,结合C波段和l波段的edfa和s波段的tdfa,降低了总体放大噪声系数,从而提高了光路的信噪比。此外,频谱带的分离减少了泵到泵和信号到信号的功率传输,进一步提高了信噪比。我们开发了一个数值求解器来设置最佳拉曼泵配置,并提出了混合EDFA/ tdfa -拉曼放大和3R再生器的不同放置策略。我们对增量流量的广泛数值模拟表明,启用df - dra的多频带网络可以通过升级30%的网络跨度来完全消除3R再生器,同时吞吐量增加35%。
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引用次数: 0
Seamless data delivery for distributed AI workloads via dynamic queue scheduling and FPGA-based implementation in converged optical-electrical networks 通过动态队列调度和基于fpga的融合光-电网络实现分布式人工智能工作负载的无缝数据传输
IF 4.3 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-08-25 DOI: 10.1364/JOCN.563049
Shi Feng;Jiawei Zhang;Jun Dai;Yashe Liu;Zhenhua Liu;Yuefeng Ji
The deployment of universal AI training jobs in high-performance computing centers poses significant challenges to network architectures. Networks designed for artificial intelligence (AI) have emerged as a prevalent trend in datacenter networks. Traditional electrical packet-switching (EPS) networks face capacity limits due to the slowdown of Moore’s law and struggle to accommodate the specific traffic patterns of distributed deep learning (DDL). In contrast, optical circuit-switching (OCS) technology provides high-bandwidth, dedicated optical paths. The converged optical/electrical datacenter network (COE-DCN) has emerged as a promising solution for AI-DCN. However, optical circuit reconfiguration and multiplexing often introduce delays, disrupting traffic flow. Prior work in COE-DCN designs schedules the network, neglecting the negative influence during the optical path configuration. This paper addresses these challenges by analyzing traditional optical path provisioning methods and traffic-overlapping scenarios in COE-DCNs. We propose a bisection-assisted control mechanism to collaborate with optical and electrical networks, ensuring continuous data transmission. Our approach integrates queue-aware scheduling to dynamically allocate resources across EPS and OCS, minimizing transition latency and optimizing traffic flow. To validate the proposed scheme, we implement a field-programmable gate array (FPGA)-based hardware platform, which achieves sub-microsecond packet-level transition latency and demonstrates efficient queue management. Experimental results confirm significant improvements in job acceleration for overlapping DDL traffic scenarios, highlighting the effectiveness of our FPGA-based, queue-optimized design.
在高性能计算中心部署通用人工智能培训工作对网络架构提出了重大挑战。为人工智能(AI)设计的网络已经成为数据中心网络的流行趋势。传统的电子分组交换(EPS)网络由于摩尔定律的减速而面临容量限制,并且难以适应分布式深度学习(DDL)的特定流量模式。相比之下,光电路交换(OCS)技术提供高带宽、专用光路。融合光/电数据中心网络(COE-DCN)已成为AI-DCN的一个有前途的解决方案。然而,光电路重构和多路复用往往会引入延迟,扰乱交通流量。先前的COE-DCN设计工作是对网络进行调度,忽略了光路配置过程中的负面影响。本文通过分析传统的光路配置方法和coe - dcn中的流量重叠场景来解决这些挑战。我们提出了一种对分辅助控制机制,与光和电网络协作,确保数据的连续传输。我们的方法集成了队列感知调度,在EPS和OCS之间动态分配资源,最大限度地减少转换延迟并优化交通流。为了验证所提出的方案,我们实现了一个基于现场可编程门阵列(FPGA)的硬件平台,该平台实现了亚微秒级的分组级转换延迟,并展示了高效的队列管理。实验结果证实了重叠DDL流量场景下作业加速的显著改善,突出了我们基于fpga的队列优化设计的有效性。
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Journal of Optical Communications and Networking
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