Detection of cyber-attacks in electro-pneumatic positioning system with distributed control
Samo za registrovane korisnike
2019
Konferencijski prilog (Objavljena verzija)
Metapodaci
Prikaz svih podataka o dokumentuApstrakt
Concept of Industry 4.0 and implementation of Cyber Physical Systems (CPS) and Internet of Things (IoT) in industrial plants are changing the way we manufacture. Introduction of industrial IoT leads to ubiquitous communication (usually wireless) between devices in industrial control systems, thus introducing numerous security concerns and opening up wide space for potential malicious threats and attacks. As a consequence of various cyber-attacks, fatal failures can occur on system parts or the system as a whole. Therefore, security mechanisms must be developed to provide sufficient resilience to cyber-attacks and keep the system safe and protected. In this paper we present a method for detection of attacks on signals in continuous time controlled electro-pneumatic positioning system that is implemented using smart devices with wireless communication capabilities. The method is based on epsilon insensitive support vector regression (epsilon-SVR); it is implemented on real-world system, ...and it successfully detected all considered attacks (without false positives) in real-time.
Ključne reči:
Support Vector Regression / Industrial Internet of Things / Industrial Control Systems / Cyber Security / Cyber Physical SystemsIzvor:
27th Telecommunications Forum, TELFOR 2019 - Proceedings, Serbia, Belgrade, November 26-27, 2019., 2019Izdavač:
- Institute of Electrical and Electronics Engineers Inc.
Finansiranje / projekti:
- Inovativni pristup u primeni inteligentnih tehnoloških sistema za proizvodnju delova od lima zasnovan na ekološkim principima (RS-MESTD-Technological Development (TD or TR)-35004)
DOI: 10.1109/TELFOR48224.2019.8971062
WoS: 000568618700089
Scopus: 2-s2.0-85079321477
Kolekcije
Institucija/grupa
Mašinski fakultetTY - CONF AU - Nedeljković, Dušan AU - Jakovljević, Živana AU - Miljković, Zoran AU - Pajić, Miroslav PY - 2019 UR - https://machinery.mas.bg.ac.rs/handle/123456789/3168 AB - Concept of Industry 4.0 and implementation of Cyber Physical Systems (CPS) and Internet of Things (IoT) in industrial plants are changing the way we manufacture. Introduction of industrial IoT leads to ubiquitous communication (usually wireless) between devices in industrial control systems, thus introducing numerous security concerns and opening up wide space for potential malicious threats and attacks. As a consequence of various cyber-attacks, fatal failures can occur on system parts or the system as a whole. Therefore, security mechanisms must be developed to provide sufficient resilience to cyber-attacks and keep the system safe and protected. In this paper we present a method for detection of attacks on signals in continuous time controlled electro-pneumatic positioning system that is implemented using smart devices with wireless communication capabilities. The method is based on epsilon insensitive support vector regression (epsilon-SVR); it is implemented on real-world system, and it successfully detected all considered attacks (without false positives) in real-time. PB - Institute of Electrical and Electronics Engineers Inc. C3 - 27th Telecommunications Forum, TELFOR 2019 - Proceedings, Serbia, Belgrade, November 26-27, 2019. T1 - Detection of cyber-attacks in electro-pneumatic positioning system with distributed control DO - 10.1109/TELFOR48224.2019.8971062 ER -
@conference{ author = "Nedeljković, Dušan and Jakovljević, Živana and Miljković, Zoran and Pajić, Miroslav", year = "2019", abstract = "Concept of Industry 4.0 and implementation of Cyber Physical Systems (CPS) and Internet of Things (IoT) in industrial plants are changing the way we manufacture. Introduction of industrial IoT leads to ubiquitous communication (usually wireless) between devices in industrial control systems, thus introducing numerous security concerns and opening up wide space for potential malicious threats and attacks. As a consequence of various cyber-attacks, fatal failures can occur on system parts or the system as a whole. Therefore, security mechanisms must be developed to provide sufficient resilience to cyber-attacks and keep the system safe and protected. In this paper we present a method for detection of attacks on signals in continuous time controlled electro-pneumatic positioning system that is implemented using smart devices with wireless communication capabilities. The method is based on epsilon insensitive support vector regression (epsilon-SVR); it is implemented on real-world system, and it successfully detected all considered attacks (without false positives) in real-time.", publisher = "Institute of Electrical and Electronics Engineers Inc.", journal = "27th Telecommunications Forum, TELFOR 2019 - Proceedings, Serbia, Belgrade, November 26-27, 2019.", title = "Detection of cyber-attacks in electro-pneumatic positioning system with distributed control", doi = "10.1109/TELFOR48224.2019.8971062" }
Nedeljković, D., Jakovljević, Ž., Miljković, Z.,& Pajić, M.. (2019). Detection of cyber-attacks in electro-pneumatic positioning system with distributed control. in 27th Telecommunications Forum, TELFOR 2019 - Proceedings, Serbia, Belgrade, November 26-27, 2019. Institute of Electrical and Electronics Engineers Inc... https://doi.org/10.1109/TELFOR48224.2019.8971062
Nedeljković D, Jakovljević Ž, Miljković Z, Pajić M. Detection of cyber-attacks in electro-pneumatic positioning system with distributed control. in 27th Telecommunications Forum, TELFOR 2019 - Proceedings, Serbia, Belgrade, November 26-27, 2019.. 2019;. doi:10.1109/TELFOR48224.2019.8971062 .
Nedeljković, Dušan, Jakovljević, Živana, Miljković, Zoran, Pajić, Miroslav, "Detection of cyber-attacks in electro-pneumatic positioning system with distributed control" in 27th Telecommunications Forum, TELFOR 2019 - Proceedings, Serbia, Belgrade, November 26-27, 2019. (2019), https://doi.org/10.1109/TELFOR48224.2019.8971062 . .