Detekcija napada na senzorske signale u industrijskim kontrolnim sistemima
The detection of sensor signal attacks in industrial control systems
Апстракт
U cilju povećanja produktivnosti i efikasnosti proizvodnje, četvrta industrijska revolucija vodi ka implementaciji kibernetsko fizičkih sistema i interneta stvari u industrijskom okruženju. Sveobuhvatna komunikacija čini kibernetsko fizičke sisteme podložnim na spoljašnje uticaje, koji često mogu imati negativnu nameru, npr. napadi i smetnje proistekli od različitih uzročnika. Uticaj napada na sistem može dovesti do anomalija i ozbiljnih posledica po delove sistema ili sistem u celosti. Stoga, odbrambeni mehanizmi za pravovremenu detekciju napada moraju biti razvijeni, kako bi se sistem zaštitio i održala njegova funkcionalnost. U ovom radu, predložen je metod za detekciju napada na senzorske signale u kontinualno upravljanim sistemima. Metod je baziran na mašinama sa nosećim vektorima, a testiran na skupu podataka iz sistema za preradu vode.
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.
Кључне речи:
support vector machines / industrial Internet of things / industrial control systems / cyber security / cyber physical systemsИзвор:
FME Transactions, 2020, 48, 1, 7-12Издавач:
- Univerzitet u Beogradu - Mašinski fakultet, Beograd
Финансирање / пројекти:
- Иновативни приступ у примени интелигентних технолошких система за производњу делова од лима заснован на еколошким принципима (RS-MESTD-Technological Development (TD or TR)-35004)
DOI: 10.5937/fmet2001007N
ISSN: 1451-2092
WoS: 000500917100002
Scopus: 2-s2.0-85078673678
Колекције
Институција/група
Mašinski fakultetTY - JOUR AU - Nedeljković, Dušan AU - Jakovljević, Živana AU - Miljković, Zoran PY - 2020 UR - https://machinery.mas.bg.ac.rs/handle/123456789/3281 AB - U cilju povećanja produktivnosti i efikasnosti proizvodnje, četvrta industrijska revolucija vodi ka implementaciji kibernetsko fizičkih sistema i interneta stvari u industrijskom okruženju. Sveobuhvatna komunikacija čini kibernetsko fizičke sisteme podložnim na spoljašnje uticaje, koji često mogu imati negativnu nameru, npr. napadi i smetnje proistekli od različitih uzročnika. Uticaj napada na sistem može dovesti do anomalija i ozbiljnih posledica po delove sistema ili sistem u celosti. Stoga, odbrambeni mehanizmi za pravovremenu detekciju napada moraju biti razvijeni, kako bi se sistem zaštitio i održala njegova funkcionalnost. U ovom radu, predložen je metod za detekciju napada na senzorske signale u kontinualno upravljanim sistemima. Metod je baziran na mašinama sa nosećim vektorima, a testiran na skupu podataka iz sistema za preradu vode. 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 - Univerzitet u Beogradu - Mašinski fakultet, Beograd T2 - FME Transactions T1 - Detekcija napada na senzorske signale u industrijskim kontrolnim sistemima 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 = "U cilju povećanja produktivnosti i efikasnosti proizvodnje, četvrta industrijska revolucija vodi ka implementaciji kibernetsko fizičkih sistema i interneta stvari u industrijskom okruženju. Sveobuhvatna komunikacija čini kibernetsko fizičke sisteme podložnim na spoljašnje uticaje, koji često mogu imati negativnu nameru, npr. napadi i smetnje proistekli od različitih uzročnika. Uticaj napada na sistem može dovesti do anomalija i ozbiljnih posledica po delove sistema ili sistem u celosti. Stoga, odbrambeni mehanizmi za pravovremenu detekciju napada moraju biti razvijeni, kako bi se sistem zaštitio i održala njegova funkcionalnost. U ovom radu, predložen je metod za detekciju napada na senzorske signale u kontinualno upravljanim sistemima. Metod je baziran na mašinama sa nosećim vektorima, a testiran na skupu podataka iz sistema za preradu vode., 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 = "Univerzitet u Beogradu - Mašinski fakultet, Beograd", journal = "FME Transactions", title = "Detekcija napada na senzorske signale u industrijskim kontrolnim sistemima, 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). Detekcija napada na senzorske signale u industrijskim kontrolnim sistemima. in FME Transactions Univerzitet u Beogradu - Mašinski fakultet, Beograd., 48(1), 7-12. https://doi.org/10.5937/fmet2001007N
Nedeljković D, Jakovljević Ž, Miljković Z. Detekcija napada na senzorske signale u industrijskim kontrolnim sistemima. in FME Transactions. 2020;48(1):7-12. doi:10.5937/fmet2001007N .
Nedeljković, Dušan, Jakovljević, Živana, Miljković, Zoran, "Detekcija napada na senzorske signale u industrijskim kontrolnim sistemima" in FME Transactions, 48, no. 1 (2020):7-12, https://doi.org/10.5937/fmet2001007N . .