Safeguarding SCADA systems with anomaly detection
Conference paper
Bigham, J., Gamez, D. and Lu, N. 2003. Safeguarding SCADA systems with anomaly detection. Gorodetsky, V., Popyack, L. and Skormin, V. (ed.) Second International Workshop on Mathematical Methods, Models, and Architectures for Computer Network Security. St. Petersburg, Russia 21 - 23 Sep 2003 Berlin, Heidelberg Springer. pp. 171-182 https://doi.org/10.1007/978-3-540-45215-7_14
Type | Conference paper |
---|---|
Title | Safeguarding SCADA systems with anomaly detection |
Authors | Bigham, J., Gamez, D. and Lu, N. |
Abstract | This paper will show how the accuracy and security of SCADA systems can be improved by using anomaly detection to identify bad values caused by attacks and faults. The performance of invariant induction and n- gram anomaly-detectors will be compared and this paper will also outline plans for taking this work further by integrating the output from several anomaly- detecting techniques using Bayesian networks. Although the methods outlined in this paper are illustrated using the data from an electricity network, this research springs from a more general attempt to improve the security and dependability of SCADA systems using anomaly detection. |
Keywords | Bayesian Network; Anomaly Detection; Electricity Network; Topology Error; SCADA System |
Conference | Second International Workshop on Mathematical Methods, Models, and Architectures for Computer Network Security |
Page range | 171-182 |
Proceedings Title | Computer Network Security: Second International Workshop on Mathematical Methods, Models, and Architectures for Computer Network Security, MMM-ACNS 2003, St. Petersburg, Russia, September 21-23, 2003, Proceedings |
Series | Lecture Notes in Computer Science |
Editors | Gorodetsky, V., Popyack, L. and Skormin, V. |
ISSN | 0302-9743 |
Electronic | 1611-3349 |
ISBN | |
Paperback | 9783540407973 |
Electronic | 9783540452157 |
Publisher | Springer |
Place of publication | Berlin, Heidelberg |
Publication dates | |
09 Sep 2003 | |
Online | 01 Dec 2003 |
Publication process dates | |
Deposited | 21 Sep 2023 |
Output status | Published |
Digital Object Identifier (DOI) | https://doi.org/10.1007/978-3-540-45215-7_14 |
Web of Science identifier | WOS:000187294700014 |
Language | English |
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