Digital subcarrier multiplexing (DSCM)-based coherent point-to-multipoint transceivers (P2MP-TRXs) are promising for addressing the shift in traffic patterns from point-to-point (P2P) to hub-and-spoke (H&S), and their application in wavelength-switched optical networks (WSONs) can potentially offer enhanced flexibility and efficiency in handling the mixed traffic therein. In this paper, we study how to secure the survivability of P2MP-TRX-based WSONs against packet layer failures with cross-layer restoration (CLR). By analyzing the unique features of P2MP-TRXs, we first design three CLR strategies to restore the traffic affected by packet layer failure(s) and then formulate an integer linear programming (ILP) model to leverage them for cost-effective CLR, i.e., minimizing the cost introduced during the CLR process. Next, we propose a time-efficient heuristic, namely, hHAG-DP, which leverages hybrid dynamic programming (DP) and a hierarchical auxiliary graph (HAG) to find cost-effective CLR schemes quickly. Extensive simulations confirm the effectiveness of our proposals.
{"title":"On the cross-layer restoration to address packet layer failures in P2MP-TRX-based WSONs","authors":"Meihan Wu;Xiaoliang Chen;Francesco Musumeci;Ruoxing Li;Yuxiao Zhang;Qian Lv;Zuqing Zhu","doi":"10.1364/JOCN.537282","DOIUrl":"https://doi.org/10.1364/JOCN.537282","url":null,"abstract":"Digital subcarrier multiplexing (DSCM)-based coherent point-to-multipoint transceivers (P2MP-TRXs) are promising for addressing the shift in traffic patterns from point-to-point (P2P) to hub-and-spoke (H&S), and their application in wavelength-switched optical networks (WSONs) can potentially offer enhanced flexibility and efficiency in handling the mixed traffic therein. In this paper, we study how to secure the survivability of P2MP-TRX-based WSONs against packet layer failures with cross-layer restoration (CLR). By analyzing the unique features of P2MP-TRXs, we first design three CLR strategies to restore the traffic affected by packet layer failure(s) and then formulate an integer linear programming (ILP) model to leverage them for cost-effective CLR, i.e., minimizing the cost introduced during the CLR process. Next, we propose a time-efficient heuristic, namely, hHAG-DP, which leverages hybrid dynamic programming (DP) and a hierarchical auxiliary graph (HAG) to find cost-effective CLR schemes quickly. Extensive simulations confirm the effectiveness of our proposals.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"17 2","pages":"95-109"},"PeriodicalIF":4.0,"publicationDate":"2025-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142993281","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Chunyu Zhang;Yu Chen;Min Zhang;Zhuo Liu;Danshi Wang
Reliable fault diagnosis is crucial for ensuring the stable operation of optical networks. Recently, data-driven techniques have demonstrated significant advantages in fault diagnosis due to their outstanding data-processing capabilities and adaptive learning abilities. However, as equipment faults in practical optical networks are rare events, the data collected often faces severe data imbalance issues, greatly limiting the accuracy of traditional data-driven models. To address this challenge, a SHAP-assisted EE-LightGBM scheme is proposed for explainable fault diagnosis in practical optical networks. The EE-LightGBM model integrates undersampling strategies at the data level and hybrid ensemble strategies at the model level, enabling the full utilization of fewer fault samples and effectively alleviating the impact of data imbalance on model training. Furthermore, the SHAP method is used to explain the EE-LightGBM model. This method quantifies the contributions of input features to the model’s decision outputs, facilitating a deeper understanding of the mechanisms underlying faults in the equipment and improving the model’s explainability. Through SHAP analysis, we can determine key features highly correlated with equipment faults, thereby inferring the causes of equipment faults. Evaluation using data from backbone network equipment managed by operators shows excellent detection performance of the EE-LightGBM model at a data imbalance rate of 5.61%, with accuracy and F1 scores of 0.9968 and 0.9711, and false negative and false positive rates of 0.0033 and 0.0032, respectively. Moreover, the cause identification results are consistent with diagnostic expertise. We also explore the impact of data imbalance rates on the detection performance of the EE-LightGBM model. The model’s low false negative rate under data imbalance further demonstrates its effectiveness in practical optical network fault diagnosis.
{"title":"SHAP-assisted EE-LightGBM model for explainable fault diagnosis in practical optical networks","authors":"Chunyu Zhang;Yu Chen;Min Zhang;Zhuo Liu;Danshi Wang","doi":"10.1364/JOCN.527872","DOIUrl":"https://doi.org/10.1364/JOCN.527872","url":null,"abstract":"Reliable fault diagnosis is crucial for ensuring the stable operation of optical networks. Recently, data-driven techniques have demonstrated significant advantages in fault diagnosis due to their outstanding data-processing capabilities and adaptive learning abilities. However, as equipment faults in practical optical networks are rare events, the data collected often faces severe data imbalance issues, greatly limiting the accuracy of traditional data-driven models. To address this challenge, a SHAP-assisted EE-LightGBM scheme is proposed for explainable fault diagnosis in practical optical networks. The EE-LightGBM model integrates undersampling strategies at the data level and hybrid ensemble strategies at the model level, enabling the full utilization of fewer fault samples and effectively alleviating the impact of data imbalance on model training. Furthermore, the SHAP method is used to explain the EE-LightGBM model. This method quantifies the contributions of input features to the model’s decision outputs, facilitating a deeper understanding of the mechanisms underlying faults in the equipment and improving the model’s explainability. Through SHAP analysis, we can determine key features highly correlated with equipment faults, thereby inferring the causes of equipment faults. Evaluation using data from backbone network equipment managed by operators shows excellent detection performance of the EE-LightGBM model at a data imbalance rate of 5.61%, with accuracy and F1 scores of 0.9968 and 0.9711, and false negative and false positive rates of 0.0033 and 0.0032, respectively. Moreover, the cause identification results are consistent with diagnostic expertise. We also explore the impact of data imbalance rates on the detection performance of the EE-LightGBM model. The model’s low false negative rate under data imbalance further demonstrates its effectiveness in practical optical network fault diagnosis.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"17 2","pages":"81-94"},"PeriodicalIF":4.0,"publicationDate":"2025-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142993280","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
This paper presents the practical development of a hybrid quantum-classical network through multiple links of four- and seven-core industrial jacketed multicore fiber. The network utilizes dense wavelength division multiplexing to propagate the C-band quantum and classical information in the same core, making full use of the unidirectional nature of quantum key distribution. Total network transmission of 1.16 Tbps is achieved with a total network secret key rate of approximately 7.4 kbps through a combination of 1 and 2 km links of multicore fiber. The deployment configurations presented are independent of the classical modulation format, and the maximal transmission rate for an operational hybrid network is found to be dependent only on classical optical power occupying the quantum channel wavelength. A model was developed to estimate the impact classical optical channels will have on coexisting quantum channels, which may allow engineers to quickly validate hybrid network designs.
{"title":"Demonstration of a three-node wavelength division multiplexed hybrid quantum-classical network through multicore fiber","authors":"Joshua Dugre;Samuel Fritsch;R. Krishna Mohan","doi":"10.1364/JOCN.537196","DOIUrl":"https://doi.org/10.1364/JOCN.537196","url":null,"abstract":"This paper presents the practical development of a hybrid quantum-classical network through multiple links of four- and seven-core industrial jacketed multicore fiber. The network utilizes dense wavelength division multiplexing to propagate the C-band quantum and classical information in the same core, making full use of the unidirectional nature of quantum key distribution. Total network transmission of 1.16 Tbps is achieved with a total network secret key rate of approximately 7.4 kbps through a combination of 1 and 2 km links of multicore fiber. The deployment configurations presented are independent of the classical modulation format, and the maximal transmission rate for an operational hybrid network is found to be dependent only on classical optical power occupying the quantum channel wavelength. A model was developed to estimate the impact classical optical channels will have on coexisting quantum channels, which may allow engineers to quickly validate hybrid network designs.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"17 2","pages":"71-80"},"PeriodicalIF":4.0,"publicationDate":"2025-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10843975","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142993278","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Piero Castoldi;Rana Abu Bakar;Andrea Sgambelluri;Juan Jose Vegas Olmos;Francesco Paolucci;Filippo Cugini
Data processing units (DPUs) with embedded graphics processing units (GPUs) have the potential to revolutionize optical network functionalities at the edge. These advanced units can significantly enhance the performance and capabilities of optical networks by integrating powerful processing capabilities directly at the network edge, where data is generated and consumed. We explore the use cases for DPUs in optical data monitoring with local artificial intelligence (AI) processing and embedded security. This paradigm shift aims to enable more efficient data handling, reduced latency, and improved overall network performance by leveraging local AI processing capabilities embedded within DPUs. In this paper, we show how DPUs can analyze vast amounts of optical data in real-time, implementing advanced data analysis algorithms and security protocols directly on the DPUs to provide robust monitoring and protection for the optical networks. Results indicate that DPUs with embedded GPUs can significantly improve the detection and response times to network anomalies, performance issues, and security threats.
{"title":"Programmable packet-optical network security and monitoring using DPUs with embedded GPUs [Invited]","authors":"Piero Castoldi;Rana Abu Bakar;Andrea Sgambelluri;Juan Jose Vegas Olmos;Francesco Paolucci;Filippo Cugini","doi":"10.1364/JOCN.534525","DOIUrl":"https://doi.org/10.1364/JOCN.534525","url":null,"abstract":"Data processing units (DPUs) with embedded graphics processing units (GPUs) have the potential to revolutionize optical network functionalities at the edge. These advanced units can significantly enhance the performance and capabilities of optical networks by integrating powerful processing capabilities directly at the network edge, where data is generated and consumed. We explore the use cases for DPUs in optical data monitoring with local artificial intelligence (AI) processing and embedded security. This paradigm shift aims to enable more efficient data handling, reduced latency, and improved overall network performance by leveraging local AI processing capabilities embedded within DPUs. In this paper, we show how DPUs can analyze vast amounts of optical data in real-time, implementing advanced data analysis algorithms and security protocols directly on the DPUs to provide robust monitoring and protection for the optical networks. Results indicate that DPUs with embedded GPUs can significantly improve the detection and response times to network anomalies, performance issues, and security threats.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"17 2","pages":"A178-A195"},"PeriodicalIF":4.0,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142993279","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ramon Casellas;Ricardo Martinez;Ricard Vilalta;Raul Munoz
This paper, an extended version of a tutorial presentation given at OFC’24, aims to provide an overview of key aspects in the design and development of a control plane for multiband over spatial division multiplexing optical networks following software defined networking principles. The tutorial will address system design considerations such as the systematic use of data modeling model-driven development; will detail selected, industry-adopted northbound and southbound interfaces for full and partially disaggregated networks; and will introduce advanced considerations such as accounting for physical layer impairments, externalizing path computation and path validation functions or the multilevel control when considering the management of network media channels over dynamically switched spatial channels. We show a prototype of an SDN controller with multigranular nodes combining flexigrid DWDM switching over SDM/core switching, including transport API extensions for the new protocol layer qualifier.
本文是在 OFC'24 上发表的教程演讲的扩展版,旨在概述按照软件定义网络原则设计和开发多频带空间分复用光网络控制平面的关键方面。该教程将讨论系统设计的注意事项,如系统地使用数据建模模型驱动开发;将详细介绍针对完全和部分分解网络选定的、业界采用的北向和南向接口;并将介绍一些高级注意事项,如考虑物理层损伤、路径计算和路径验证功能外部化或在动态交换空间通道上管理网络媒体通道时的多级控制。我们展示了具有多粒度节点的 SDN 控制器原型,该控制器将柔性网格 DWDM 交换与 SDM/核心交换相结合,包括针对新协议层限定符的传输 API 扩展。
{"title":"Overview of SDN control of multiband over SDM optical networks with physical layer impairments [Invited Tutorial]","authors":"Ramon Casellas;Ricardo Martinez;Ricard Vilalta;Raul Munoz","doi":"10.1364/JOCN.536816","DOIUrl":"https://doi.org/10.1364/JOCN.536816","url":null,"abstract":"This paper, an extended version of a tutorial presentation given at OFC’24, aims to provide an overview of key aspects in the design and development of a control plane for multiband over spatial division multiplexing optical networks following software defined networking principles. The tutorial will address system design considerations such as the systematic use of data modeling model-driven development; will detail selected, industry-adopted northbound and southbound interfaces for full and partially disaggregated networks; and will introduce advanced considerations such as accounting for physical layer impairments, externalizing path computation and path validation functions or the multilevel control when considering the management of network media channels over dynamically switched spatial channels. We show a prototype of an SDN controller with multigranular nodes combining flexigrid DWDM switching over SDM/core switching, including transport API extensions for the new protocol layer qualifier.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"17 2","pages":"A165-A177"},"PeriodicalIF":4.0,"publicationDate":"2025-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142976072","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Giuseppe Rizzelli;Mariacristina Casasco;Valter Ferrero;Annachiara Pagano;Roberto Gaudino
We present in this paper a detailed brainstorming on the future option of merging the metro and the passive optical network (PON) access network segments, enabled by the introduction of end-to-end coherent transmission. We begin by reporting the experimental results presented by our group at OFC2024 (for which this paper is an invited extension). Starting from these preliminary but very promising results, we elaborate on two different possible schematics for metro+PON convergence using edge reconfigurable optical add-drop multiplexers (ROADMs) at the boundary of the two segments, and then we study their physical layer scalability by a mix of experimental characterization and numerical modeling. We show that coherent transceivers enable excellent performance in this scenario, allowing at least 200G per wavelength and even 400G in most cases when traversing all-optically two ROADMs before being routed towards a high splitting ratio PON in the access part of the network. We study several realistic conditions analyzing different bit rates, modulation formats, and network architectures, showing the physical layer conditions that would enable the PON optical distribution network loss to be in the range from 29 to 35 dB, as required by current international standards. The scalability analysis is first based on link budget and optical signal-to-noise ratio (OSNR) fundamental limitations, and it is then extended considering other physical layer issues, such as tight optical filtering in the ROADMs.
{"title":"Analysis and experimental demonstration of possible architectures for future coherent metro+PON converged networks [Invited]","authors":"Giuseppe Rizzelli;Mariacristina Casasco;Valter Ferrero;Annachiara Pagano;Roberto Gaudino","doi":"10.1364/JOCN.538835","DOIUrl":"https://doi.org/10.1364/JOCN.538835","url":null,"abstract":"We present in this paper a detailed brainstorming on the future option of merging the metro and the passive optical network (PON) access network segments, enabled by the introduction of end-to-end coherent transmission. We begin by reporting the experimental results presented by our group at OFC2024 (for which this paper is an invited extension). Starting from these preliminary but very promising results, we elaborate on two different possible schematics for metro+PON convergence using edge reconfigurable optical add-drop multiplexers (ROADMs) at the boundary of the two segments, and then we study their physical layer scalability by a mix of experimental characterization and numerical modeling. We show that coherent transceivers enable excellent performance in this scenario, allowing at least 200G per wavelength and even 400G in most cases when traversing all-optically two ROADMs before being routed towards a high splitting ratio PON in the access part of the network. We study several realistic conditions analyzing different bit rates, modulation formats, and network architectures, showing the physical layer conditions that would enable the PON optical distribution network loss to be in the range from 29 to 35 dB, as required by current international standards. The scalability analysis is first based on link budget and optical signal-to-noise ratio (OSNR) fundamental limitations, and it is then extended considering other physical layer issues, such as tight optical filtering in the ROADMs.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"17 2","pages":"A142-A154"},"PeriodicalIF":4.0,"publicationDate":"2025-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142938003","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Digital signature (DS) is an essential application of cryptography, used to certify the provenance of a message and its authenticity, guaranteeing the non-repudiation, unforgeability, and transferability of messages. However, the forthcoming advent of quantum computation poses a significant threat to classical signature schemes. A possible solution could be the introduction of novel DS schemes based on the fundamental laws of quantum physics. Recently, several quantum DS (QDS) protocols have been proposed, even relying on the exploitation of off-the-shelf quantum key distribution (QKD) solutions. However, their efficiency and large signature size, uncorrelated to the size of the message to sign, represent the main limitation in their employment in a practical scenario. A trade-off solution could be a quantum-assisted DS (QADS), where the QKD technology is exploited together with classical cryptographic functions to achieve a stronger DS scheme, more resistant even to quantum attacks. We propose a generalized quantum-assisted digital signature (G-QADS) protocol based on a hybrid system, composed by the standard Wegman-Carter Message Authentication Code (WG-MAC) together with symmetric QKD keys, to enhance the security of the DS, allowing messages with arbitrary lengths to be signed while maintaining a suitable DS length. In this work, the G-QADS process is proposed for a three-party configuration (one signer and two verifiers), where the third participant is involved in the procedure just in the case of contention between the other two parties. The G-QADS protocol is then experimentally tested to prove its resilience to forging and non-repudiation attacks, demonstrating its capability in securing the message signature (with a success probability of the attacks ${ lt }10^{- 18}$