Research on the application of knowledge graph in intelligent operation and maintenance for optical transport network

YANG Ganggang; SHAO Zhugui; SHANG Fengliang; XU Jianrong; LIU Cui

doi:10.11959/j.issn.1000-0801.2024074

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Research on the application of knowledge graph in intelligent operation and maintenance for optical transport network

Engineering and Application | 更新时间：2024-06-05

- Research on the application of knowledge graph in intelligent operation and maintenance for optical transport network
- Telecommunications Science Vol. 40, Issue 3, Pages: 136-146(2024)
- 作者机构：
  
  1.中国电信股份有限公司研究院，北京 102209
  2.中国电信股份有限公司，北京 100033
- 作者简介：
- 基金信息：
- DOI：10.11959/j.issn.1000-0801.2024074
  CLC： TP393
- Received：08 January 2024，
  
  Revised：14 March 2024，
  
  Published：20 March 2024
- 稿件说明：
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杨刚刚,邵珠贵,尚逢亮等.知识图谱在光传送网络智能运维中的应用研究[J].电信科学,2024,40(03):136-146.

YANG Ganggang,SHAO Zhugui,SHANG Fengliang,et al.Research on the application of knowledge graph in intelligent operation and maintenance for optical transport network[J].Telecommunications Science,2024,40(03):136-146.
杨刚刚,邵珠贵,尚逢亮等.知识图谱在光传送网络智能运维中的应用研究[J].电信科学,2024,40(03):136-146. DOI： 10.11959/j.issn.1000-0801.2024074.

YANG Ganggang,SHAO Zhugui,SHANG Fengliang,et al.Research on the application of knowledge graph in intelligent operation and maintenance for optical transport network[J].Telecommunications Science,2024,40(03):136-146. DOI： 10.11959/j.issn.1000-0801.2024074.

摘要

为了解决光传送网络传统运维模式成本高、效率低、智能程度弱等问题，分析了知识图谱技术在电信行业的研究现状以及面临的挑战。首先，提出了基于知识图谱的光传送网络智能运维系统架构，重点研究了网络状态感知、知识图谱构建、搜索能力开放等关键技术以及典型应用场景；然后，以智能割接在中国电信某市分公司的应用为案例，对其应用成效进行了分析，测试表明智能割接上线后，整体割接效率提升了约3倍；最后，对基于知识图谱的光传送网络智能运维发展趋势进行了展望。

Abstract

In order to solve the problems of high cost

low efficiency

and weak intelligence in the traditional operation and maintenance mode of optical transport networks

the research status and challenges of knowledge graph technology in the telecom industry were analyzed. Firstly

an intelligent operation and maintenance system architecture for optical transport networks based on knowledge graphs were proposed. Key technologies such as network state perception

knowledge graph construction

and open search capabilities were emphatically studied. Secondly

the application of intelligent cutover in a city branch of China Telecom was taken as an example

the application effect was analyzed

and the test showed that the cutover efficiency was improved by about 3 times. Finally

the development trend of intelligent operation and maintenance of optical transmission networks based on knowledge graphs was discussed.

关键词

Keywords

references

闫飞 . 面向下一代骨干光传送的400 G技术及应用研究 [J ] . 邮电设计技术 , 2023 ( 12 ): 67 - 72 .

YAN F . Research on next generation backbone optical transport 400 G technology and its application [J ] . Designing Techniques of Posts and Telecommunications , 2023 ( 12 ): 67 - 72 .

陈军波 , 周晓峰 . 纤芯震动智能监测和路由定位在光缆网中的应用 [J ] . 中国电信业 , 2023 ( 7 ): 77 - 80 .

CHEN J B , ZHOU X F . Application of intelligent monitoring and routing positioning of fiber core vibration in optical cable network [J ] . China Telecommunications Trade , 2023 ( 7 ): 77 - 80 .

荆瑞泉 , 胡骞 , 赵国永 . 基于传送API的POTN设备建模方法研究和实践 [J ] . 电信科学 , 2017 , 33 ( 3 ): 100 - 106 .

JING R Q , HU Q , ZHAO G Y . Research and practice of POTN equipment modeling method based on transporrt API [J ] . Telecommunications Science , 2017 , 33 ( 3 ): 100 - 106 .

唐雄燕 , 王海军 , 杨宏博 . 面向专线业务的光传送网(OTN)关键技术及应用 [J ] . 电信科学 , 2020 , 36 ( 7 ): 18 - 25 .

TANG X Y , WANG H J , YANG H B . Key technologies and application of optical transport network for leased line services [J ] . Telecommunications Science , 2020 , 36 ( 7 ): 18 - 25 .

SINGHAL A . Introducing the knowledge graph: things, not strings [R ] . Official Google Blog , 2012 , 5(16): 3.

高云君 , 葛丛丛 , 郭宇翔 , 等 . 面向关系型数据与知识图谱的数据集成技术综述 [J ] . 软件学报 , 2023 , 34 ( 5 ): 2365 - 2391 .

GAO Y J , GE C C , GUO Y X , et al . Survey on data integration technologies for relational data and knowledge graph [J ] . Journal of Software , 2023 , 34 ( 5 ): 2365 - 2391 .

张倩 , 李国庆 . 企业知识图谱在通信行业的应用探索 [J ] . 邮电设计技术 , 2023 ( 7 ): 75 - 80 .

ZHANG Q , LI G Q . Exploration of enterprise knowledge graph application in telecommunications industry [J ] . Designing Techniques of Posts and Telecommunications , 2023 ( 7 ): 75 - 80 .

赵东明 . 电信运营商知识图谱技术体系研究及应用实践 [J ] . 电信科学 , 2022 , 38 ( 8 ): 151 - 162 .

ZHAO D M . Research and application practice of knowledge graph technology system for telecom-operators [J ] . Telecommunications Science , 2022 , 38 ( 8 ): 151 - 162 .

陈新宇 , 张强 , 陆光辉 . 天地一体网络场景下的数字孪生关键技术 [J ] . 中兴通讯技术 , 2023 , 29 ( 3 ): 51 - 58 .

CHEN X Y , ZHANG Q , LU G H . Digital twin key technologies for satellite and mobile communication network [J ] . ZTE Technology Journal , 2023 , 29 ( 3 ): 51 - 58 .

LI Z T , ZHAO Y L , LI Y J , et al . Fault localization based on knowledge graph in software-defined optical networks [J ] . Journal of Lightwave Technology , 2021 , 39 ( 13 ): 4236 - 4246 .

高德荃 , 刘广旭 , 冯宝 , 等 . 面向SDH光传输系统告警排查的领域知识图谱构建方法 [J ] . 电力信息与通信技术 , 2023 , 21 ( 9 ): 60 - 66 .

GAO D Q , LIU G X , FENG B , et al . Domain knowledge graph construction method for SDH optical transmission system alarm troubleshooting [J ] . Electric Power Information and Communication Technology , 2023 , 21 ( 9 ): 60 - 66 .

吕鸿润 , 李清 , 沈耿彪 , 等 . 带内网络遥测方法综述 [J ] . 软件学报 , 2023 , 34 ( 8 ): 3870 - 3890 .

LYU H R , LI Q , SHEN G B , et al . Survey on in-band network telemetry [J ] . Journal of Software , 2023 , 34 ( 8 ): 3870 - 3890 .

薛成名 , 黄丽艳 , 陈文 . 基于OPM的光信道性能监测系统的设计 [J ] . 电子设计工程 , 2023 , 31 ( 16 ): 130 - 133 .

XUE C M , HUANG L Y , CHEN W . Design of optical channel performance monitoring system based on OPM [J ] . Electronic Design Engineering , 2023 , 31 ( 16 ): 130 - 133 .

刘中华 , 龚浩敏 , 吴岩 , 等 . 相干光时域反射仪技术与应用 [J ] . 光通信研究 , 2022 ( 5 ): 43 - 48, 65 .

LIU Z H , GONG H M , WU Y , et al . Principle and application of the C-OTDR [J ] . Study on Optical Communications , 2022 ( 5 ): 43 - 48, 65 .

冯振华 , 方瑜 , 施鹄 . 大容量、智能化光传输系统:机遇、挑战与应对策略 [J ] . 中兴通讯技术 , 2022 , 28 ( 1 ): 62 - 69 .

FENG Z H , FANG Y , SHI H . Towards large-capacity and intelligent optical transmission systems: opportunities, challenges, and solutions [J ] . ZTE Technology Journal , 2022 , 28 ( 1 ): 62 - 69 .

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