The Detection of Sensor Signal Attacks in Industrial Control Systems
Apstrakt
To improve productivity and efficiency in industrial manufacturing, the
fourth industrial revolution leads to the implementation of Cyber Physical
Systems (CPS) and Internet of Things (IoT) in the industrial environment.
Ubiquitous communication makes CPS susceptible to external influences,
which can have a negative intention; for instance, CPS are prone to
various attacks and malicious threats by different adversaries. The impact
of an attack on the system can lead to anomalies and serious consequences
for system parts or the system as a whole. Security mechanisms must be
developed in order to timely detect different attacks and to keep the system
safe and protected. In this paper, a method for sensor signal attacks
detection in a continuous time controlled systems has been proposed. The
method is based on Support Vector Machines (SVM) and tested on the data
obtained from the Secure Water Treatment (SWaT) testbed, a scaled-down
plant that produces purified water.
Ključne reči:
Cyber Physical Systems / Support Vector Machines / Industrial Internet of Things / Cyber Security / Industrial Control SystemsIzvor:
FME Transactions, New Series, 2020, 48, 1, 7-12Izdavač:
- University of Belgrade - Faculty of Mechanical Engineering
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: 10.5937/fmet2001007N
ISSN: 1451-2092
WoS: 000500917100002
Scopus: 2-s2.0-85078673678
Kolekcije
Institucija/grupa
Mašinski fakultetTY - JOUR AU - Nedeljković, Dušan AU - Jakovljević, Živana AU - Miljković, Zoran PY - 2020 UR - https://machinery.mas.bg.ac.rs/handle/123456789/3966 AB - To improve productivity and efficiency in industrial manufacturing, the fourth industrial revolution leads to the implementation of Cyber Physical Systems (CPS) and Internet of Things (IoT) in the industrial environment. Ubiquitous communication makes CPS susceptible to external influences, which can have a negative intention; for instance, CPS are prone to various attacks and malicious threats by different adversaries. The impact of an attack on the system can lead to anomalies and serious consequences for system parts or the system as a whole. Security mechanisms must be developed in order to timely detect different attacks and to keep the system safe and protected. In this paper, a method for sensor signal attacks detection in a continuous time controlled systems has been proposed. The method is based on Support Vector Machines (SVM) and tested on the data obtained from the Secure Water Treatment (SWaT) testbed, a scaled-down plant that produces purified water. PB - University of Belgrade - Faculty of Mechanical Engineering T2 - FME Transactions, New Series T1 - The Detection of Sensor Signal Attacks in Industrial Control Systems EP - 12 IS - 1 SP - 7 VL - 48 DO - 10.5937/fmet2001007N ER -
@article{ author = "Nedeljković, Dušan and Jakovljević, Živana and Miljković, Zoran", year = "2020", abstract = "To improve productivity and efficiency in industrial manufacturing, the fourth industrial revolution leads to the implementation of Cyber Physical Systems (CPS) and Internet of Things (IoT) in the industrial environment. Ubiquitous communication makes CPS susceptible to external influences, which can have a negative intention; for instance, CPS are prone to various attacks and malicious threats by different adversaries. The impact of an attack on the system can lead to anomalies and serious consequences for system parts or the system as a whole. Security mechanisms must be developed in order to timely detect different attacks and to keep the system safe and protected. In this paper, a method for sensor signal attacks detection in a continuous time controlled systems has been proposed. The method is based on Support Vector Machines (SVM) and tested on the data obtained from the Secure Water Treatment (SWaT) testbed, a scaled-down plant that produces purified water.", publisher = "University of Belgrade - Faculty of Mechanical Engineering", journal = "FME Transactions, New Series", title = "The Detection of Sensor Signal Attacks in Industrial Control Systems", pages = "12-7", number = "1", volume = "48", doi = "10.5937/fmet2001007N" }
Nedeljković, D., Jakovljević, Ž.,& Miljković, Z.. (2020). The Detection of Sensor Signal Attacks in Industrial Control Systems. in FME Transactions, New Series University of Belgrade - Faculty of Mechanical Engineering., 48(1), 7-12. https://doi.org/10.5937/fmet2001007N
Nedeljković D, Jakovljević Ž, Miljković Z. The Detection of Sensor Signal Attacks in Industrial Control Systems. in FME Transactions, New Series. 2020;48(1):7-12. doi:10.5937/fmet2001007N .
Nedeljković, Dušan, Jakovljević, Živana, Miljković, Zoran, "The Detection of Sensor Signal Attacks in Industrial Control Systems" in FME Transactions, New Series, 48, no. 1 (2020):7-12, https://doi.org/10.5937/fmet2001007N . .