电信科学 ›› 2022, Vol. 38 ›› Issue (11): 24-35.doi: 10.11959/j.issn.1000-0801.2022290

• 研究与开发 • 上一篇    下一篇

基于时序数据的云网协同平台人工智能运维体系

程瑞营1, 张攀1, 肖雨1, 乔宇杰1, 张安奕2   

  1. 1 国家电网有限公司信息通信分公司,北京 100761
    2 北京邮电大学,北京 100876
  • 修回日期:2022-11-10 出版日期:2022-11-20 发布日期:2022-11-01
  • 作者简介:程瑞营(1995- ),女,国家电网有限公司信息通信分公司助理工程师,主要从事与信息系统运维、人工智能等相关的工作
    张攀(1989- ),男,博士,国家电网有限公司信息通信分公司高级工程师,主要从事与信息系统运维、人工智能等相关的工作
    肖雨(1997- ),女,国家电网有限公司信息通信分公司助理工程师,主要从事与信息系统运维、人工智能等相关的工作
    乔宇杰(1995- ),女,国家电网有限公司信息通信分公司助理工程师,主要从事与信息系统运维、人工智能等相关的工作
    张安奕(1998- ),女,北京邮电大学博士生,主要研究方向为人工智能等
  • 基金资助:
    国家电网有限公司信息通信分公司科技项目(52993920002P)

Time series data based AI operation and maintenance system of cloud network collaboration platform

Ruiying CHENG1, Pan ZHANG1, Yu XIAO1, Yujie QIAO1, Anyi ZHANG2   

  1. 1 State Grid Corporation of China State Grid Information &Telecommunication Branch, Beijing 100761, China
    2 Beijing University of Posts and Telecommunications, Beijing 100876, China
  • Revised:2022-11-10 Online:2022-11-20 Published:2022-11-01
  • Supported by:
    Science and Technology Project from State Grid Information and Telecommunication Branch of China(52993920002P)

摘要:

云计算在企业应用中的拓展不但表现为平台规模的拓展,也表现为平台应用的延伸。“云网协同”和“微服务化”是当前企业云平台演进的重要趋势。随着企业信息化建设重要性的持续提升,微服务化云网协同平台的运行维护面临极大挑战。首先分析了平台运维面临的挑战,梳理了平台人工智能运维需求,提出了基于时序数据分析的平台人工智能运维技术体系,并给出了云网协同平台人工智能运维子系统参考设计。所提技术体系和系统设计具有实用性和推广性,可以作为企业云平台建设和优化的技术途径参考。

关键词: 云平台, 云网协同, 微服务, 时序数据, 人工智能运维

Abstract:

The expansion of cloud computing in enterprise applications is not only the expansion of platform scale, but also the extension of platform applications.“Cloud-network collaboration” and “micro-service” are important trends in the evolution of enterprise cloud platforms.As the importance of enterprise information construction continues to rise, the operation and maintenance of the microservice-oriented cloud-network collaboration platform faces great challenges.The challenges faced by the operation and maintenance were analyzed, the requirements for artificial intelligence operation and maintenance of the platform were sorted out, a technical system for artificial intelligence operation and maintenance of the platform based on time-series data analysis was proposed, and an artificial intelligence operation and maintenance subsystem for the cloud network collaborative platform was designed.The proposed technical system and system design are practical and generalizable, and can be used as a reference for the technical approach of enterprise cloud platform construction and optimization.

Key words: cloud platform, cloud network collaboration, micro-service, time series data, artificial intelligence operation and maintenance

中图分类号: 

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