Journal of Optical Communications and Networking最新文献

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Automated detection of shared-risk link groups in optical networks using fiber sensing 基于光纤传感的光网络共享风险链路组自动检测
IF 5.1 2区 计算机科学
Journal of Optical Communications and Networking Pub Date : 2026-07-01 DOI: 10.1364/JOCN.598823
Maher Harb;Amarildo Vieira;Moriah Nemia;Venk Mutalik
{"title":"Automated detection of shared-risk link groups in optical networks using fiber sensing","authors":"Maher Harb;Amarildo Vieira;Moriah Nemia;Venk Mutalik","doi":"10.1364/JOCN.598823","DOIUrl":"https://doi.org/10.1364/JOCN.598823","url":null,"abstract":"Distributed acoustic sensing (DAS) has generated significant excitement across diverse industries and applications under the common theme of using deployed fiber to identify events in the environment based on acoustic modulation of backscattered light. In this paper, we focus on an application of critical importance to telecommunications networks: identifying shared-risk link groups (SRLGs). The underlying principle for SRLG detection is the presence of correlated acoustic signatures in fibers that share common physical paths. We present an algorithm based on constructing spatial correlation maps and detecting the line-segment patterns characteristic of shared links. We demonstrate successful application of the algorithm to a variety of fiber topologies. As currently no automated mechanism exists for discovering SRLGs at the passive fiber level, DAS-based detection has the potential of transforming how fiber assets are managed to design ever more resilient networks.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"18 7","pages":"741-750"},"PeriodicalIF":5.1,"publicationDate":"2026-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148443090","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}
引用次数: 0
Enabling real-time optical networks as distributed sensors via open-source telemetry architecture 通过开源遥测架构使实时光网络成为分布式传感器
IF 4.3 2区 计算机科学
Journal of Optical Communications and Networking Pub Date : 2026-06-01 DOI: 10.1364/JOCN.587846
Renato Ambrosone;Sasipim Srivallapanondh;Riccardo Schips;Gulmina Malik;Stefano Straullu;Francesco Aquilino;Antonino Nespola;Emanuele Virgillito;Antonio Napoli;Cecilia Clivati;Vittorio Curri
{"title":"Enabling real-time optical networks as distributed sensors via open-source telemetry architecture","authors":"Renato Ambrosone;Sasipim Srivallapanondh;Riccardo Schips;Gulmina Malik;Stefano Straullu;Francesco Aquilino;Antonino Nespola;Emanuele Virgillito;Antonio Napoli;Cecilia Clivati;Vittorio Curri","doi":"10.1364/JOCN.587846","DOIUrl":"https://doi.org/10.1364/JOCN.587846","url":null,"abstract":"The paradigm shift toward autonomous optical networking is transforming the transport layer into a widespread distributed sensing platform. However, traditional telemetry architectures, designed for low-frequency performance monitoring (typically sampled at 1 Hz or 15 min intervals), fail to meet the stringent requirements of physical sensing applications, which demand kHz-range sampling to capture seismic events by using indirect metrics such as state of polarization (SOP) rotations or the Jones rotation vector. This paper proposes a high-sampling-rate, open-source telemetry architecture designed to bridge this gap. Implemented as a containerized microservices stack orchestrated via Docker Compose, the framework leverages Apache Kafka to decouple high-velocity sensing streams from persistent storage, elevating raw sensor data to a “First-Class Citizen” for immediate consumption by AI/ML agents. This approach facilitates multi-modal sensor fusion by enabling the temporal correlation of heterogeneous metrics in real-time. We validate the architecture through an extensive experimental scalability analysis using a Monte Carlo approach. Results demonstrate that the system sustains a throughput of over 30,000 messages/s—approximately 15 times the requirement for high-fidelity sensing—while maintaining sub-second end-to-end latency (<tex>${lt}200;{text{ms}}$</tex>) in the optimal batching regime. These findings confirm the architecture’s suitability for critical early warning scenarios, enabling robust, low-latency intervention in disaggregated optical networks.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"18 6","pages":"B187-B199"},"PeriodicalIF":4.3,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148171885","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}
引用次数: 0
Energy-efficient ML-based resource allocation in 6G x-haul networks utilizing a photonic interleaver-based subcarrier switching node 利用基于光子交织器的子载波交换节点的6G x-haul网络中基于高效ml的资源分配
IF 4.3 2区 计算机科学
Journal of Optical Communications and Networking Pub Date : 2026-06-01 Epub Date: 2026-03-25 DOI: 10.1364/JOCN.588402
Christos Christofidis;Dimitris Uzunidis;Alberto Otero-Casado;Jose Manuel Rivas-Moscoso;Ivan De Francesca;Josep M. Fabrega;David Larrabeiti;Pablo Torres-Ferrera;Paolo Monti;Antonio Napoli;Dan M. Marom;Ioannis Tomkos
{"title":"Energy-efficient ML-based resource allocation in 6G x-haul networks utilizing a photonic interleaver-based subcarrier switching node","authors":"Christos Christofidis;Dimitris Uzunidis;Alberto Otero-Casado;Jose Manuel Rivas-Moscoso;Ivan De Francesca;Josep M. Fabrega;David Larrabeiti;Pablo Torres-Ferrera;Paolo Monti;Antonio Napoli;Dan M. Marom;Ioannis Tomkos","doi":"10.1364/JOCN.588402","DOIUrl":"https://doi.org/10.1364/JOCN.588402","url":null,"abstract":"We investigate energy-efficient, traffic-adaptive resource provisioning for 6G x-haul networks by integrating a reconfigurable low-loss switching sub-system (referred to as an interlacer) into the TEFNET24 reference network topology from Telefónica. The interlacer combined with the digital subcarrier multiplexing (DSCM) transceivers forms a WDM-PON approach, enabling subcarrier-level switching at the network access, providing lower distribution loss than conventional power splitter (PS)-based TDMA-PON approaches. Moreover, under the practically low crosstalk levels reported for our interlacer implementations, the reduced distribution loss can be traded for increased modulation cardinality (e.g., 16QAM to 64QAM), allowing for reducing the number of allocated transceivers. We further examine a machine learning (ML)-driven framework for dynamic capacity provisioning and validate it using a real-world operator trace mapped onto the national-scale TEFNET24 topology, capturing 4G/5G load patterns with projections toward 6G. We compare static, semi-static, and fully dynamic strategies and show that ML-aided dynamic provisioning reduces transceiver overallocation by up to 63.7% relative to static methods, with the strongest gains during off-peak hours when traffic variability is highest. Finally, we quantify two complementary energy-saving mechanisms enabled by dynamic operation—subcarrier deactivation and transceiver sleep mode—with the latter yielding up to 21% total network energy savings while maintaining quality of service under time-varying demand.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"18 6","pages":"629-639"},"PeriodicalIF":4.3,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148171876","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}
引用次数: 0
Sensing earthquakes in aerial single- and multi-core fiber optic networks 在空中单芯和多芯光纤网络中感应地震
IF 4.3 2区 计算机科学
Journal of Optical Communications and Networking Pub Date : 2026-04-01 Epub Date: 2026-03-31 DOI: 10.1364/JOCN.584845
Kristina Skarvang Vaskinn;Daniel J. Elson;Shohei Beppu;Daiki Soma;Steinar Bjornstad;Dag Roar Hjelme;Yuta Wakayama
{"title":"Sensing earthquakes in aerial single- and multi-core fiber optic networks","authors":"Kristina Skarvang Vaskinn;Daniel J. Elson;Shohei Beppu;Daiki Soma;Steinar Bjornstad;Dag Roar Hjelme;Yuta Wakayama","doi":"10.1364/JOCN.584845","DOIUrl":"https://doi.org/10.1364/JOCN.584845","url":null,"abstract":"We report the first observation, to our knowledge, of an earthquake using state-of-polarization (SOP) monitoring on an aerial access network fiber cable containing both single- and multi-core fiber, enabling direct comparison under identical deployment. SOP variations correlate with seismic records and estimated P- and S-wave arrivals. Ground motion excites the pole-cable mechanical system, amplifying aerial cable displacement and producing frequency-selective SOP responses. The single-core fiber response is dominated by a primary structural resonance, whereas the multicore fiber exhibits additional low-frequency harmonics, likely due to higher sensitivity to bending-induced strain. These results demonstrate the potential of dense terrestrial fiber networks for low-cost polarization-based seismic monitoring.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"18 4","pages":"B119-B128"},"PeriodicalIF":4.3,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147606172","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}
引用次数: 0
Node architecture with unidirectional intra-node connections for subsystem-modular optical cross-connects 具有单向节点内连接的节点架构,用于子系统模块化光交叉连接
IF 4.3 2区 计算机科学
Journal of Optical Communications and Networking Pub Date : 2026-04-01 DOI: 10.1364/JOCN.582560
Chenhao Chang;Ryuta Shiraki;Eiji Oki
{"title":"Node architecture with unidirectional intra-node connections for subsystem-modular optical cross-connects","authors":"Chenhao Chang;Ryuta Shiraki;Eiji Oki","doi":"10.1364/JOCN.582560","DOIUrl":"https://doi.org/10.1364/JOCN.582560","url":null,"abstract":"To cope with the scalability limitations of conventional optical cross-connects (OXCs), previous studies have introduced a subsystem-modular OXC architecture, which comprises multiple low-port-count switch modules called OXC-subsystems. This architecture can employ an intra-node structure that connects OXC-subsystems sequentially within a node. While this architecture allows for low-port-count OXC-subsystems to be used, it includes redundant intra-node connections between OXC-subsystems to ensure high flexibility of intra-node routing, which can lead to an increase in the number of OXC-subsystems deployed. This paper proposes a node architecture that adopts unidirectional intra-node connections, aiming to reduce redundant intra-node fibers and improve the utilization efficiency of subsystem ports. In the proposed node architecture, OXC-subsystems are connected in one direction, which can help to avoid redundant bidirectional connections and enable more ports to be used for inter-node connections. We formulate the network model with the proposed node architecture as an integer linear programming problem. For large-scale problems, we develop heuristic algorithms for routing and wavelength assignment to cope with the constraints introduced by unidirectional intra-node connections. Numerical results demonstrate that the network with the proposed node architecture reduces the total number of OXC-subsystems compared to that with the benchmark architecture in static network design. The results also confirm that the proposed architecture achieves the same blocking performance as the benchmark system while reducing the number of OXC-subsystems by up to 17.4%.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"18 4","pages":"378-393"},"PeriodicalIF":4.3,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147606173","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}
引用次数: 0
Least-squares longitudinal power profile estimation based on pilot symbols and training sequences in DSP frames 基于导频符号和DSP帧训练序列的最小二乘纵向功率分布估计
IF 4.3 2区 计算机科学
Journal of Optical Communications and Networking Pub Date : 2026-03-13 DOI: 10.1364/JOCN.584746
Du Tang;Yingjie Jiang;Hao Zhou;Fan Yang;Yutao Zhou;Baoxuan Quan;Yaojun Qiao;Hengying Xu;Chenglin Bai;Junjie Xie
{"title":"Least-squares longitudinal power profile estimation based on pilot symbols and training sequences in DSP frames","authors":"Du Tang;Yingjie Jiang;Hao Zhou;Fan Yang;Yutao Zhou;Baoxuan Quan;Yaojun Qiao;Hengying Xu;Chenglin Bai;Junjie Xie","doi":"10.1364/JOCN.584746","DOIUrl":"https://doi.org/10.1364/JOCN.584746","url":null,"abstract":"Longitudinal power profile estimation (PPE) is an essential forward-sensing technique for optical network monitoring, enabling early detection of abnormal loss and supporting the reliable operation of coherent transmission systems. The conventional least-squares PPE (LS-PPE) method either relies on post-FEC reference symbols, which introduce considerable digital signal processing (DSP) overhead, or employs hard-decision (HD) symbols, which inevitably suffer from a systematic power offset that increases with the pre-FEC bit-error rate (BER). In this paper, we present a comprehensive study of a new, to our knowledge, LS-PPE framework that leverages the pilot symbols (PSs) and training sequence (TS) inherently defined in DSP super-frames. By selectively constructing perturbation matrices from known PS and TS positions while discarding error-prone HD data, the proposed scheme eliminates systematic offset without relying on post-FEC information. Extensive simulations with 130 GBaud signals across multiple modulation formats and transmission distances demonstrate the robustness of the proposed method under diverse system conditions. Experimental validation on an 80 GBaud dual-polarization 16QAM transmission over 250 km standard single-mode fiber confirms estimation accuracy comparable to post-FEC benchmarks and superior robustness over HD-based LS-PPE, highlighting the potential of the PS&TS-based framework for practical deployment.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"18 4","pages":"B60-B71"},"PeriodicalIF":4.3,"publicationDate":"2026-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147440641","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}
引用次数: 0
Self-contained autonomous transmitter-power control of ONUs for energy and dynamic-range reduction in PONs 用于pon能量和动态范围缩减的onu的自包含自主发射功率控制
IF 4.3 2区 计算机科学
Journal of Optical Communications and Networking Pub Date : 2026-03-12 DOI: 10.1364/JOCN.581961
Suguru Yamaoka;Takuro Matsumoto;Masaki Mizuno;Satoshi Shimazu;Masayoshi Sekiguchi;Tatsuya Shimada
{"title":"Self-contained autonomous transmitter-power control of ONUs for energy and dynamic-range reduction in PONs","authors":"Suguru Yamaoka;Takuro Matsumoto;Masaki Mizuno;Satoshi Shimazu;Masayoshi Sekiguchi;Tatsuya Shimada","doi":"10.1364/JOCN.581961","DOIUrl":"https://doi.org/10.1364/JOCN.581961","url":null,"abstract":"In passive optical networks (PONs), optical network units (ONUs) account for most of the power consumption, leading to a large carbon footprint. Here, we demonstrate 10G-ONUs equipped with a self-contained, autonomous transmitter-power-control algorithm that relies solely on the received optical power (ROP) without requiring communication with the optical line terminal (OLT). Our experiments and simulations show that the algorithm reduces ONU power consumption in PONs, adjusts the ONU-transmitter power in response to variations in optical path loss, and levels the OLT ROP. We also examine the feasibility of the algorithm for ONUs with different slope efficiencies and fiber lengths and show that, by tuning the conversion factor that translates the ONU ROP into ONU-transmitter power, the wavelength-dependent losses in downstream/upstream propagation can be mitigated. Such ONUs implemented with the power-control algorithm are promising for power saving in both existing and future PON systems.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"18 4","pages":"329-337"},"PeriodicalIF":4.3,"publicationDate":"2026-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147440638","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}
引用次数: 0
Simultaneous distributed sensing and communication enabled by space and wavelength division multiplexing in a field-deployed seven-core fiber 在现场部署的七芯光纤中,通过空间和波分复用实现同步分布式传感和通信
IF 4.3 2区 计算机科学
Journal of Optical Communications and Networking Pub Date : 2026-03-09 DOI: 10.1364/JOCN.584295
Zhanhang Wei;Yingyu Chen;Yichang Wu;Hanyu Gao;Ruqi Chen;Tianrui Li;Shanyong Li;Jiao Chai;Zhaohui Li;Chao Lu
{"title":"Simultaneous distributed sensing and communication enabled by space and wavelength division multiplexing in a field-deployed seven-core fiber","authors":"Zhanhang Wei;Yingyu Chen;Yichang Wu;Hanyu Gao;Ruqi Chen;Tianrui Li;Shanyong Li;Jiao Chai;Zhaohui Li;Chao Lu","doi":"10.1364/JOCN.584295","DOIUrl":"https://doi.org/10.1364/JOCN.584295","url":null,"abstract":"Integrated sensing and communication (ISAC) systems enable communication while concurrently endowing optical fiber with sensing capability, utilizing telecommunication networks to detect signals such as traffic. Multi-core fiber provides abundant exploitable spatial channels for ISAC systems. This work proposes a space division multiplexing distributed acoustic sensing (SDM-DAS) scheme for ISAC. By leveraging multi-component sensing signals transmitted through multiple fiber cores, SDM-DAS achieves a sensing sensitivity of <tex>$1.78; {text{p}}varepsilon/sqrt{text{Hz}}$</tex> at 10 km under a spatial resolution of 20 m. It also demonstrates a 10 dB suppression in fading noise and a detection bandwidth three times greater than that of conventional DAS. The system employs space and wavelength division multiplexing to enable co-propagation of communication and sensing signals within individual cores of a 16.5 km field-deployed seven-core fiber, achieving real-time traffic transmission with a net capacity of 117 Tb/s. Experimental results show that the setup introduces no inter-core crosstalk and does not degrade the bit error rate of the concurrently operating communication system. Furthermore, the proposed ISAC system integrating SDM-DAS successfully detects vibration signals from vehicular traffic and metro operations in real-world field deployment.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"18 4","pages":"B49-B59"},"PeriodicalIF":4.3,"publicationDate":"2026-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147440660","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}
引用次数: 0
Fiber-based photonic integrated sensing and communication: enabling technologies and key challenges 基于光纤的光子集成传感与通信:使能技术和关键挑战
IF 4.3 2区 计算机科学
Journal of Optical Communications and Networking Pub Date : 2026-03-06 DOI: 10.1364/JOCN.584969
Haijun He;Peng Li;Hailong Fan;Zhengyu Pu;Xihua Zou;Wei Pan;Lianshan Yan
{"title":"Fiber-based photonic integrated sensing and communication: enabling technologies and key challenges","authors":"Haijun He;Peng Li;Hailong Fan;Zhengyu Pu;Xihua Zou;Wei Pan;Lianshan Yan","doi":"10.1364/JOCN.584969","DOIUrl":"https://doi.org/10.1364/JOCN.584969","url":null,"abstract":"Optical communication networks constitute a critical component of modern information infrastructure, characterized by extensive coverage and high deployment density. The integration of sensing functionalities into optical networks has given rise to photonic integrated sensing and communication (P-ISAC) systems, which enable advanced functions such as network diagnosis, spatial positioning, and ocean observation, thereby accelerating the evolution toward intelligent optical networks. This review begins by outlining the main categories of P-ISAC, including visible-light-communication-, free-space-, fiber-, and microwave-photonics-based technologies, and briefly introduces their characteristics and application scenarios. A primary focus is concentrated on fiber-based P-ISAC systems, encompassing both forward and backward sensing mechanisms. In such systems, the overall performance is constrained by differing power requirements and signal properties between communication and sensing functions. Key technical challenges include designing optimized system architectures, achieving high spectral efficiency, and approaching or even surpassing the performance limits of integrated communication and sensing. The review further elaborates on recent advances in fiber-based P-ISAC organized by the level of system integration, such as wavelength-division multiplexing (WDM), frequency-division multiplexing (FDM), space-division multiplexing (SDM), and time–frequency multiplexing (TFM), analyzing their respective benefits and representative use cases. Finally, future development trends and key technologies in P-ISAC are outlined.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"18 4","pages":"B33-B48"},"PeriodicalIF":4.3,"publicationDate":"2026-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147362485","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}
引用次数: 0
Intelligent on-line railway maintenance based on distributed acoustic sensing and machine learning 基于分布式声传感和机器学习的铁路在线智能维修
IF 4.3 2区 计算机科学
Journal of Optical Communications and Networking Pub Date : 2026-03-05 DOI: 10.1364/JOCN.584158
Yuanyuan Yao;Xuping Zhang;Nasheeta Mazhar;Nuo Yuan;Xiao Zhou;Dao Zhang;Yixin Zhang;Zhijie Sasha Dong
{"title":"Intelligent on-line railway maintenance based on distributed acoustic sensing and machine learning","authors":"Yuanyuan Yao;Xuping Zhang;Nasheeta Mazhar;Nuo Yuan;Xiao Zhou;Dao Zhang;Yixin Zhang;Zhijie Sasha Dong","doi":"10.1364/JOCN.584158","DOIUrl":"https://doi.org/10.1364/JOCN.584158","url":null,"abstract":"With the increasing density of railway operations, infrastructure issues such as wheelset flats and loosening of sound barriers occur more frequently, while open railway environments are more susceptible to external disturbances, including intrusions, construction activities, and rockfalls, creating an urgent demand for efficient monitoring methods. Traditional railway safety monitoring methods face notable limitations, including restricted monitoring distances, vulnerability to environmental influences, and difficulty in maintenance. Distributed acoustic sensing (DAS) technology, with its long-distance monitoring capability, high sensitivity, and strong resistance to electromagnetic interference, has substantial potential to meet these pressing demands. To address the three typical monitoring targets in railway operation and maintenance, this paper proposes an integrated monitoring method based on DAS technology and machine learning methods. Experiments demonstrate that the proposed method possesses multi-track monitoring capability and can simultaneously detect and identify wheelset fault conditions. Meanwhile, it achieves identification accuracies of 97.03% for abnormal disturbance detection and 99.6% for sound barrier fault recognition. This method provides a reliable and promising technical solution for railway monitoring. It can even allow for the implementation of sensing functions using existing track-side communication cables.","PeriodicalId":50103,"journal":{"name":"Journal of Optical Communications and Networking","volume":"18 4","pages":"B19-B32"},"PeriodicalIF":4.3,"publicationDate":"2026-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147362325","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}
引用次数: 0
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