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工业互联网流量分析技术综述

刘奇旭 肖聚鑫 谭耀康 王承淳 黄昊 张方娇 尹捷 刘玉岭

通信学报2024,Vol.45Issue(8):221-237,17.
通信学报2024,Vol.45Issue(8):221-237,17.DOI:10.11959/j.issn.1000-436x.2024145

工业互联网流量分析技术综述

Survey of industrial Internet traffic analysis technology

刘奇旭 1肖聚鑫 1谭耀康 1王承淳 1黄昊 1张方娇 2尹捷 2刘玉岭1

作者信息

  • 1. 中国科学院信息工程研究所,北京 100085||中国科学院大学网络空间安全学院,北京 100049
  • 2. 中国科学院信息工程研究所,北京 100085
  • 折叠

摘要

Abstract

To gain an in-depth awareness of the application of traffic analysis technology in the industrial Internet,the dif-ferences between the industrial Internet and the traditional Internet through the five core traffic analysis processes were il-lustrated.By reviewing a large number of related papers,the application of six popular were summarized in the industrial Internet,such as traffic prediction,protocol identification and reverse engineering,industrial asset fingerprinting,intru-sion detection,encrypted traffic identification and vulnerability mining.Depending on the nature of the task,traffic analysis technology was classified into two types of applications,such as service quality enhancement and security capa-bility development,allowing to thoroughly explore the application scenarios of traffic analysis technology in the indus-trial Internet.Finally,the challenges associated with future traffic analysis applications in the industrial Internet were ex-amined,as well as potential development possibilities.

关键词

工业互联网/工业控制系统/流量分析/机器学习

Key words

industrial Internet/industrial control system/traffic analysis/machine learning

分类

信息技术与安全科学

引用本文复制引用

刘奇旭,肖聚鑫,谭耀康,王承淳,黄昊,张方娇,尹捷,刘玉岭..工业互联网流量分析技术综述[J].通信学报,2024,45(8):221-237,17.

基金项目

中国科学院青年创新促进会基金资助项目 ()

国家电网有限公司科技基金资助项目(No.SG270000YXJS2311060) (No.SG270000YXJS2311060)

中国科学院网络测评技术重点实验室和网络安全防护技术北京市重点实验室基金资助项目 The Youth Innovation Promotion Association CAS,State Grid Corporation of China Technology Project(No.SG270000YXJS2311060),The Key Laboratory of Network Assessment Technology at Chinese Academy of Sciences and Bei-jing Key Laboratory of Network security and Protection Technology (No.SG270000YXJS2311060)

通信学报

OA北大核心CSTPCD

1000-436X

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