Identification of problems in industrial networks using data mining techniques

被引:0
作者
Igor, Halenar [1 ]
Michal, Kebisek [1 ]
Tadanai, Ondrej [1 ]
机构
[1] Slovak Univ Technol, Inst Appl Informat Automat & Mechatron, Fac Mat Sci & Technol Trnava, Trnava, Slovakia
来源
INES 2015 - IEEE 19TH INTERNATIONAL CONFERENCE ON INTELLIGENT ENGINEERING SYSTEMS | 2015年
关键词
data mining; industrial network; detection; error; algorithm;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The reliability of modern industrial networks depends on many factors. Due to the complexity of communication systems there are many ways how to compromise data in communication networks. Due to these facts it is necessary to use a new ways of faults detection. The article describes the possible use of data mining techniques in association with classic detection systems such as IDS and firewall. The main part of the article is a proposal of fault detection system using KDD techniques and description of data flows in proposed system.
引用
收藏
页码:295 / 300
页数:6
相关论文
共 19 条
[11]  
Lee S.C., 2002, SYSTEMS MAN CYBERN A, V31, p294
[12]  
Lee W, 2001, DISCEX'01: DARPA INFORMATION SURVIVABILITY CONFERENCE & EXPOSITION II, VOL I, PROCEEDINGS, P89, DOI 10.1109/DISCEX.2001.932195
[13]  
Michalik P, 2013, LINDI 2013, P99
[14]   Intrusion detection using neural networks and support vector machines [J].
Mukkamala, S ;
Janoski, G ;
Sung, A .
PROCEEDING OF THE 2002 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-3, 2002, :1702-1707
[15]   Application of Change Point Outlier Detection Methods in Real Time Intrusion Detection [J].
Naveen, N. C. ;
Natarajan, S. ;
Srinivasan, R. .
2012 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER SCIENCE APPLICATIONS AND TECHNOLOGIES (ACSAT), 2012, :110-115
[16]   A Design and Implementation of Intrusion Detection System by using Data Mining [J].
Sharma, Brijesh ;
Gupta, Huma .
2014 FOURTH INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS AND NETWORK TECHNOLOGIES (CSNT), 2014, :700-704
[17]  
XiaoHang Yao, 2010, 2010 International Conference on E-Health Networking, Digital Ecosystems and Technologies (EDT), P402, DOI 10.1109/EDT.2010.5496548
[18]  
Yue F., 2012, APPL IS MORE HEADER
[19]  
Zhe L., 2012, CLOUD COMPUTING INTE, P75