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基于微分博弈的容器网络安全防护方法研究

温佳坤 袭龙 曹源 孙永奎 张舒铭

通信学报2026,Vol.47Issue(1):201-212,12.
通信学报2026,Vol.47Issue(1):201-212,12.DOI:10.11959/j.issn.1000−436x.2026023

基于微分博弈的容器网络安全防护方法研究

Research on container network security protection method based on differential game

温佳坤 1袭龙 2曹源 3孙永奎 3张舒铭4

作者信息

  • 1. 北京交通大学自动化与智能学院,北京 100044||北京全路通信信号研究设计院集团有限公司,北京 100070
  • 2. 中国核电工程有限公司,北京 100840
  • 3. 北京交通大学自动化与智能学院,北京 100044
  • 4. 北京全路通信信号研究设计院集团有限公司,北京 100070
  • 折叠

摘要

Abstract

The network of cloud-edge-end collaborative passenger service systems faced severe risks of lateral movement attacks.To ensure the secure and stable operation of such critical information infrastructure,a dynamic adaptive protec-tion scheme integrating micro-segmentation and differential game was proposed.First,by distributedly collecting call data between microservices,a global traffic view of microservices was constructed.Then,using a diffusion convolutional recurrent neural network(DCRNN)-based traffic anomaly detection method,the spatiotemporal dependencies of mi-croservices remote procedure call(RPC)traffic on time series were modeled,thereby achieving traffic prediction and anomaly detection.Finally,the offensive-defensive confrontation was modeled as a non-zero-sum differential game,dy-namically solving the optimal micro-segmentation strategy based on the criteria of systematic security,business continu-ity,and resource cost optimization.Simulations and experiments demonstrate that the proposed method can effectively identify and curb lateral movement attacks,while achieving a dynamic balance between security protection and the core business performance of passenger services.This provides a theoretical basis for the cybersecurity design of a cloud-edge-end collaborative passenger transportation service system.

关键词

云边端协同/横向移动/微分博弈/动态微隔离

Key words

cloud-edge-end collaboration/lateral movement/differential game/dynamic micro-segmentation

分类

交通工程

引用本文复制引用

温佳坤,袭龙,曹源,孙永奎,张舒铭..基于微分博弈的容器网络安全防护方法研究[J].通信学报,2026,47(1):201-212,12.

基金项目

国家自然科学基金资助项目(No.U2368202,No.U2468203)The National Natural Science Foundation of China(No.U2368202,No.U2468203) (No.U2368202,No.U2468203)

通信学报

1000-436X

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