首站-论文投稿智能助手
典型文献
Detection and localization of cyber attacks on water treatment systems:an entropy-based approach
文献摘要:
With the advent of Industry 4.0,water treatment systems(WTSs)are recognized as typical industrial cyber-physical systems(iCPSs)that are connected to the open Internet.Advanced information technology(IT)benefits the WTS in the aspects of reliability,efficiency,and economy.However,the vulnerabilities exposed in the communication and control infrastructure on the cyber side make WTSs prone to cyber attacks.The traditional IT system oriented defense mechanisms cannot be directly applied in safety-critical WTSs because the availability and real-time requirements are of great importance.In this paper,we propose an entropy-based intrusion detection(EBID)method to thwart cyber attacks against widely used controllers(e.g.,programmable logic controllers)in WTSs to address this issue.Because of the varied WTS operating conditions,there is a high false-positive rate with a static threshold for detection.Therefore,we propose a dynamic threshold adjustment mechanism to improve the performance of EBID.To validate the performance of the proposed approaches,we built a high-fidelity WTS testbed with more than 50 measurement points.We conducted experiments under two attack scenarios with a total of 36 attacks,showing that the proposed methods achieved a detection rate of 97.22%and a false alarm rate of 1.67%.
文献关键词:
作者姓名:
Ke LIU;Mufeng WANG;Rongkuan MA;Zhenyong ZHANG;Qiang WEI
作者机构:
State Key Laboratory of Mathematical Engineering and Advanced Computing,Zhengzhou 450001,China;College of Control Science and Engineering,Zhejiang University,Hangzhou 310027,China
引用格式:
[1]Ke LIU;Mufeng WANG;Rongkuan MA;Zhenyong ZHANG;Qiang WEI-.Detection and localization of cyber attacks on water treatment systems:an entropy-based approach)[J].信息与电子工程前沿(英文),2022(04):587-603
A类:
WTSs,iCPSs,EBID,thwart
B类:
Detection,localization,cyber,attacks,water,treatment,systems,entropy,With,advent,Industry,are,recognized,typical,industrial,physical,that,connected,open,Internet,Advanced,information,technology,IT,benefits,aspects,reliability,efficiency,economy,However,vulnerabilities,exposed,communication,infrastructure,side,make,prone,traditional,oriented,defense,mechanisms,cannot,directly,applied,safety,critical,because,availability,real,requirements,great,importance,this,paper,intrusion,detection,against,widely,used,controllers,programmable,logic,address,issue,Because,varied,operating,conditions,there,high,false,positive,rate,static,threshold,Therefore,dynamic,adjustment,improve,performance,To,validate,proposed,approaches,built,fidelity,testbed,more,than,measurement,points,We,conducted,experiments,under,two,scenarios,total,showing,methods,achieved,alarm
AB值:
0.540092
相似文献
Harvesting random embedding for high-frequency change-point detection in temporal complex systems
Jia-Wen Hou;Huan-Fei Ma;Dake He;Jie Sun;Qing Nie;Wei Lin-Research Institute of Intelligent Complex Systems,Fudan University,Shanghai 200433,China;Centre for Computational Systems Biology,Institute of Science and Technology for Brain-Inspired Intelligence,Fudan University,Shanghai 200433,China;School of Mathematical Sciences,Soochow University,Suzhou 215006,China;Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine,Shanghai 200092,China;School of Mathematical Sciences and Shanghai Center for Mathematical Sciences,Fudan University,Shanghai 200433,China;Department of Mathematics,Department of Developmental and Cell Biology,and NSF-Simons Center for Multiscale Cell Fate Research,University of California,Irvine,CA 92697-3875,USA;Shanghai Key Laboratory for Contemporary Applied Mathematics,LNMS(Fudan University),and LCNBI(Fudan University),Shanghai 200433,China;State Key Laboratory of Medical Neurobiology,and MOE Frontiers Center for Brain Science,Institutes of Brain Science,Fudan University,Shanghai 200032,China
机标中图分类号,由域田数据科技根据网络公开资料自动分析生成,仅供学习研究参考。