SIA OpenIR  > 工业控制网络与系统研究室
工控系统PCA-OCSVM入侵检测算法
Alternative TitleIntrusion detection algorithm based on PCA-OCSVM for industrial control systems
李琳; 尚文利; 姚俊; 万明; 曾鹏
Department工业控制网络与系统研究室
Source Publication计算机工程与设计
ISSN1000-7024
2016
Volume37Issue:11Pages:2928-2933
Contribution Rank1
Funding Organization国家自然科学基金项目(61501447)
Keyword入侵检测 Ocsvm算法 Modbus Tcp 特征提取 参数优化
Abstract如何有效检测工业病毒对应用层协议的攻击是工业控制系统入侵检测的难点问题。将Modbus TCP协议作为研究对象,结合OCSVM(one class support vector machine,OCSVM)算法,提出一种基于PCA-OCSVM异常检测方法,采用微粒子群优化(particle swarm optimization,PSO)算法对入侵检测模型进行优化。仿真对比分析结果表明,该方法可以高效准确识别攻击或异常行为,实现对工业控制系统的安全防护。
Other AbstractTo detect industry virus attacks to application layer protocol data is a difficult issue in intrusion detection for industrial control systems. PCA-OCSVM intrusion detection method was put forward in which Modbus TCP protocol was taken as research objective and one class support vector (OCSVM) algorithm was combined. Swarm optimization particle (PSO) algorithm was used to optimize the intrusion detection model. Results of simulation show that the proposed method can efficiently and accurately identify the attacks and abnormal behaviors, realizing the security performances of the industrial control system.
Language中文
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/19464
Collection工业控制网络与系统研究室
Corresponding Author李琳
Affiliation1.沈阳理工大学自动化与电气工程学院
2.中国科学院沈阳自动化研究所
3.中国科学院网络化控制系统重点实验室
Recommended Citation
GB/T 7714
李琳,尚文利,姚俊,等. 工控系统PCA-OCSVM入侵检测算法[J]. 计算机工程与设计,2016,37(11):2928-2933.
APA 李琳,尚文利,姚俊,万明,&曾鹏.(2016).工控系统PCA-OCSVM入侵检测算法.计算机工程与设计,37(11),2928-2933.
MLA 李琳,et al."工控系统PCA-OCSVM入侵检测算法".计算机工程与设计 37.11(2016):2928-2933.
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