SIA OpenIR  > 工业控制网络与系统研究室
MODBUS TCP COMMUNICATION BEHAVIOUR ANOMALY DETECTION METHOD BASED ON OCSVM DUAL-OUTLINE MODEL
Alternative Title基于OCSVM双轮廓模型的Modbus TCP通信行为异常检测方法
Shang WL(尚文利); Zhao JM(赵剑明); Wan M(万明); Zeng P(曾鹏); Yu HB(于海斌)
Department工业控制网络与系统研究室
Rights HolderSHENYANG INSTITUTE OF AUTOMATION, CHINESE ACADEMY OF SCIENCES
Country美国
Subtype发明
Status公开
AbstractProposed is an anomaly detection method for communication behaviours in an industrial control system based on an OCSVM algorithm. According to the present invention, a normal behaviour profile model and an abnormal behaviour profile model, i.e. a dual-outline model, of communication behaviours in an industrial control system are established, parameter optimization is performed by means of a particle swarm optimization (PSO) algorithm, an optimal intrusion detection model is obtained, and abnormal Modbus TCP communication traffic is identified. According to the present invention, the false alarm rate is reduced by means of cooperative discrimination of the dual-outline detection model, the efficiency and reliability of anomaly detection are improved, and the method is more applicable to practical applications.
description.patentprioritydatacn201410699413.3 20141126;cn201410699413 20141126;cn2014095576 20141230
PCT Attributes
Application Date2014-12-30
2017-11-16
Application NumberUS201415527208
Open (Notice) NumberUS2017329314A1
Language英语
Contribution Rank1
Document Type专利
Identifierhttp://ir.sia.cn/handle/173321/21437
Collection工业控制网络与系统研究室
AffiliationSHENYANG INSTITUTE OF AUTOMATION, CHINESE ACADEMY OF SCIENCES
Recommended Citation
GB/T 7714
Shang WL,Zhao JM,Wan M,et al. MODBUS TCP COMMUNICATION BEHAVIOUR ANOMALY DETECTION METHOD BASED ON OCSVM DUAL-OUTLINE MODEL[P]. 2017-11-16.
Files in This Item:
File Name/Size DocType Version Access License
US2017329314A1.pdf(637KB)专利 开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Shang WL(尚文利)]'s Articles
[Zhao JM(赵剑明)]'s Articles
[Wan M(万明)]'s Articles
Baidu academic
Similar articles in Baidu academic
[Shang WL(尚文利)]'s Articles
[Zhao JM(赵剑明)]'s Articles
[Wan M(万明)]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Shang WL(尚文利)]'s Articles
[Zhao JM(赵剑明)]'s Articles
[Wan M(万明)]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: US2017329314A1.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.