- 个人中心
- 退出登录
浏览全部资源
扫码关注微信
Process stability modeling and attack protection of industrial control system based on reverse cloud algorithm model
- Chinese Journal of Intelligent Science and Technology Vol. 2, Issue 1, Pages: 53-61(2020)
- 作者机构：
- 作者简介：
- 基金信息：
DOI：10.11959/j.issn.2096-6652.202006
CLC： TP309.2-
Published Online：2020-03，
Published：20 March 2020
- 稿件说明：
移动端阅览
Junhao LIN, Dongqin FENG. Process stability modeling and attack protection of industrial control system based on reverse cloud algorithm model[J]. Chinese journal of intelligent science and technology, 2020, 2(1): 53-61.
Junhao LIN, Dongqin FENG. Process stability modeling and attack protection of industrial control system based on reverse cloud algorithm model[J]. Chinese journal of intelligent science and technology, 2020, 2(1): 53-61. DOI： 10.11959/j.issn.2096-6652.202006.
摘要
与传统的网络安全防御手段相比，基于工艺流程的工业系统安全防护研究愈发成为工业控制安全领域的重要研究方向。提出一种改进型BC-1stM无确定度逆向云算法，通过对时间序列与工艺流程的正常状态进行建模，实现在工业系统中基于工艺攻击方式的安全防护检测与告警，并采用田纳西伊士曼化工过程平台进行验证。结果表明，该模型在进行攻击行为检测与攻击点检测方面有很高的查准率，提高了工业系统的安全防护能力。
Abstract
Compared with traditional network security defense methods
industrial system security protection research based on process flow has become an important research direction in the field of industrial security.An improved backward cloud algorithm based on first order absolute central moment (BC-1stM) non-deterministic reverse cloud method was proposed
which was modeled by the time series and the normal state of the process flow.The security protection detection and alarm based on the process attack mode in the industrial system was realized
and Tennessee Eastman chemical process platform was adopted to validate the algorithm.The results show that the model had a high precision in the detection of attack behavior and detection of attack points
and improved the security protection capability of industrial systems.
关键词
Keywords
references
梁耀 , 冯冬芹 , 徐珊珊 , 等 . 加密传输在工控系统安全中的可行性研究 [J ] . 自动化学报 , 2018 , 44 ( 3 ): 434 - 442 .
LIANG Y , FENG D Q , XU S S , et al . Feasibility analysis of encrypted transmission on security of industrial control systems [J ] . Acta Automatica Sinica , 2018 , 44 ( 3 ): 434 - 442 .
BABU B , IJYAS T , MUNEER P , et al . Security issues in SCADA based industrial control systems [C ] // International Conference on Anti-cyber Crimes . Piscataway:IEEE Press , 2017 .
陆耿虹 , 冯冬芹 . 基于粒子滤波的工业控制网络态势感知建模 [J ] . 自动化学报 , 2018 , 44 ( 8 ): 1405 - 1412 .
LU G H , FENG D Q . Modeling of industrial control network situation awareness with particle filtering [J ] . Acta Automatica Sinica , 2018 , 44 ( 8 ): 1405 - 1412 .
李俊 , 郭娴 , 孙军 . 基于扩展 Kalman 滤波的工业控制系统 DDoS攻击检测 [J ] . 电子技术应用 , 2016 , 42 ( 4 ): 73 - 77 .
LI J , GUO X , SUN J . The detection of DDoS attack for industrial control systems based on extended Kalman filtering [J ] . Application of Electronic Technique , 2016 , 42 ( 4 ): 73 - 77 .
杨伟 , 何杰 , 万亚东 , 等 . 基于IEEE802.15.4e标准的工业物联网安全时间同步策略 [J ] . 计算机研究与发展 , 2017 , 54 ( 9 ): 2032 - 2043 .
YANG W , HE J , WAN Y D , et al . Security countermeasures for time synchronization in IEEE802.15.4e-based industrial IoT [J ] . Journal of Computer Research and Development , 2017 , 54 ( 9 ): 2032 - 2043 .
李绍晖 , 刘纪伟 . 一种面向工业控制系统的改进CUSUM入侵检测方法 [J ] . 电子技术应用 , 2015 , 41 ( 9 ): 118 - 121 .
LI S H , LIU J W . An improved CUSUM algorithm in intrusion detection for industry control systems [J ] . Application of Electronic Technique , 2015 , 41 ( 9 ): 118 - 121 .
王华忠 , 杨智慧 , 颜秉勇 , 等 . 融合PCA和PSO-SVM方法在工控入侵检测中的应用 [J ] . 科技通报 , 2017 , 33 ( 1 ): 80 - 85 .
WANG H Z , YANG Z H , YAN B Y , et al . Application of fusion PCA and PSO-SVM method in industrial control intrusion detection [J ] . Bulletin of Science and Technology , 2017 , 33 ( 1 ): 80 - 85 .
贾志伟 , 关忠仁 , 赵建芳 . 一种基于半监督学习的入侵检测算法 [J ] . 成都信息工程学院学报 , 2012 , 27 ( 6 ): 560 - 563 .
JIA Z W , GUAN Z R , ZHAO J F . Intrusion detection algorithm based on semi-supervised learning [J ] . Journal of Chengdu University of Information Technology , 2012 , 27 ( 6 ): 560 - 563 .
李金武 . 基于云模型主机安全评估方法 [J ] . 洛阳师范学院学报 , 2017 , 36 ( 2 ): 59 - 63 .
LI J W . An assessment method of host security based on cloud model [J ] . Journal of Luoyang Normal University , 2017 , 36 ( 2 ): 59 - 63 .
王辉 , 秦术 , 刘少英 , 等 . 曲线拟合的逆向云改进算法 [J ] . 智能系统学报 , 2014 , 9 ( 5 ): 590 - 594 .
WANG H , QIN S , LIU S Y , et al . An improved algorithm of backward cloud based on curve fitting [J ] . CAAI Transactions on Intelligent Systems , 2014 , 9 ( 5 ): 590 - 594 .
刘常昱 , 冯芒 , 戴晓军 , 等 . 基于云 X 信息的逆向云新算法 [J ] . 系统仿真学报 , 2004 , 16 ( 11 ): 2417 - 2420 .
LIU C Y , FENG M , DAI X J , et al . A new algorithm of backward cloud [J ] . Journal of System Simulation , 2004 , 16 ( 11 ): 2417 - 2420 .
DOWNS J J , VOGEL E F . A plant-wide industrial process control problem [J ] . Computers and Chemical Engineering , 1993 , 17 : 245 - 255 .
0
Views
268
下载量
0
CSCD
- L-PDFDownload
- XMLDownload
- Meta-XMLDownload
- BibTeXDownload
- EndnoteDownload
- RefMan Download
- NoteExpressDownload
- NoteFirstDownload
Publicity Resources
Related Articles
Related Author
Related Institution
- Postal code：100079
- Tel：（010）53879206 Email：cjist@bjxintong.com.cn
- Technical support is provided by Beijing Founder electronics co., LTD 京ICP备09064830号-19
京公网安备11010802024621 - It is recommended to read the content of this site in Chrome&IE9+. Please switch to extreme mode in browser 360.
- Cookies We use cookies to help provide and enhance our service and tailor content. By continuing, you agree to the use of cookies.
- Total Visits：35685 Visits Today：160
