A Survey of Data Cleansing Techniques for Cyber-Physical Critical Infrastructure Systems
Critical infrastructure cyber-physical systems heavily depend on accurate data in order to facilitate intelligent control and improve performance. Corruption of data in these systems is unavoidable, resulting from both intentional and unintentional means. The consequence of making control decisions based on erroneous or corrupted data can be severe including financial loss, injury, or death. This makes employing a mechanism to detect and mitigate corrupted data crucial. Many techniques have been developed to detect and mitigate corrupted data. However, these techniques vary greatly in their capability to detect certain anomalies and required computing resources. This chapter presents a survey of data cleansing techniques and their applicability to various control levels in a critical infrastructure cyber-physical systems.
M. Woodard et al., "A Survey of Data Cleansing Techniques for Cyber-Physical Critical Infrastructure Systems," Advances in Computers, vol. 102, pp. 63 - 110, Elsevier, Jan 2016.
The definitive version is available at https://doi.org/10.1016/bs.adcom.2016.05.002
Electrical and Computer Engineering
Intelligent Systems Center
Keywords and Phrases
Critical Infrastructure; Cyber-Physical Systems; Data Cleansing
International Standard Book Number (ISBN)
International Standard Serial Number (ISSN)
Book - Chapter
© 2016 Elsevier, All rights reserved.
01 Jan 2016