• 中国计算机学会会刊
  • 中国科技核心期刊
  • 中文核心期刊

计算机工程与科学 ›› 2025, Vol. 47 ›› Issue (11): 1922-1931.

• 高性能计算 • 上一篇    下一篇

云原生边缘计算系统离线自治技术研究综述

李漠,夏国傲,任怡,李宝,王庆坤,张建锋,谭郁松


  

  1. (国防科技大学计算机学院,湖南 长沙 410073)
  • 收稿日期:2023-03-23 修回日期:2024-08-26 出版日期:2025-11-25 发布日期:2025-12-04
  • 基金资助:
    国家自然科学基金(61872444,U19A2060,62202474);湖南省科技创新计划(2023RC3012)

Survey on offline autonomy technologies for cloud-native edge computing systems

LI Mo,XIA Guoao,REN Yi,LI Bao,WANG Qingkun,ZHANG Jianfeng,TAN Yusong   

  1. (College of Computer Science and Technology,National University of Defense Technology,Changsha 410073,China)

  • Received:2023-03-23 Revised:2024-08-26 Online:2025-11-25 Published:2025-12-04

摘要: 云原生边缘计算系统支持云边一体的容器集群管理,不稳定的云边网络使得离线自治成为该领域的重要研究点,然而学术界尚缺乏对其所面临技术问题的分析和对当前技术现状的系统梳理。首先,阐述了云原生边缘计算系统的典型架构和组成,分析并提出了离线自治场景需解决的离线节点状态判断、离线节点重启后恢复和节点重连后云边同步3个重要问题。其次,分析了典型云边系统针对上述问题采用的不同离线自治技术,并设计实验验证其重要功能和性能优势。最后,讨论了离线自治技术未来的研究方向。

关键词: 云原生, 边缘计算, 容器编排, 离线自治

Abstract: Cloud-native edge computing systems support unified container cluster management across cloud and edge environments. The unstable cloud-edge network makes offline autonomy a critical research focus in this field; however, the academic community currently lacks an analysis of the technical challenges it faces and a systematic review of the current technological landscape. Firstly, this paper elaborates on the typical architecture and components of cloud-native edge computing systems analyzes and proposes three key issues that need to be addressed in offline autonomy scenarios: offline node status determination, recovery after offline node restarts, and cloud-edge synchronization after node reconnection. Subsequently, it analyzes different offline autonomy technologies employed by typical cloud-edge systems to tackle these issues and designs experiments to verify their essential functionalities and performance advantages. Finally, it discusses future research directions for offline autonomy technologies.

Key words: cloud-native, edge computing, container orchestration, offline autonomy