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面向软件定义网络的异常流量检测研究综述

付钰 王坤 段雪源 刘涛涛

通信学报2024,Vol.45Issue(3):208-226,19.
通信学报2024,Vol.45Issue(3):208-226,19.DOI:10.11959/j.issn.1000-436x.2024016

面向软件定义网络的异常流量检测研究综述

Survey of research on abnormal traffic detection for software defined networks

付钰 1王坤 2段雪源 3刘涛涛1

作者信息

  • 1. 海军工程大学信息安全系,湖北 武汉 430033
  • 2. 海军工程大学信息安全系,湖北 武汉 430033||信阳职业技术学院数学与信息工程学院,河南 信阳 464000
  • 3. 信阳师范大学计算机与信息技术学院,河南 信阳 464000||信阳师范大学河南省教育大数据分析与应用重点实验室,河南 信阳 464000
  • 折叠

摘要

Abstract

Since software defined network(SDN)was more vulnerable to network attacks than traditional networks,the research progress of abnormal traffic detection for software defined network in recent years from the technical principle and architecture characteristics was summarized,the possible organizational forms of network attacks on SDN were ana-lyzed,and the characteristics,advantages,and disadvantages of current technologies related to abnormal traffic detection,abnormal traffic traceability,and abnormal traffic mitigation were discussed.The data sets commonly used in current re-search were compared and analyzed,and some general data preprocessing methods were sorted out.The research direc-tion of abnormal traffic detection methods in the SDN environment in the future was summarized and prospected.The research results can guide the selection of adaptation methods in practical application requirements,and the problems and contradictions to be solved can guide subsequent research.

关键词

软件定义网络/深度学习/异常流量检测/异常流量溯源/异常流量缓解

Key words

software defined network/deep learning/abnormal traffic detection/abnormal traffic traceability/abnormal traffic mitigation

分类

信息技术与安全科学

引用本文复制引用

付钰,王坤,段雪源,刘涛涛..面向软件定义网络的异常流量检测研究综述[J].通信学报,2024,45(3):208-226,19.

基金项目

国家重点研发计划基金资助项目(No.2018YFB0804104) (No.2018YFB0804104)

基础加强计划技术领域基金资助项目(No.2021-JCJQ-JJ-0990) The National Key Research and Development Program of China(No.2018YFB0804104),Foundation Augmen-tation Program Technical Funding(No.2021-JCJQ-JJ-0990) (No.2021-JCJQ-JJ-0990)

通信学报

OA北大核心CSTPCD

1000-436X

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