The increasing convergence of Operational Technology (OT) networks into Information Technology (IT) communications poses critical infrastructures to new threats that may cause huge hazards. The study of protection mechanisms and the development of security systems capable of preventing such attacks is of paramount importance nowadays. Besides formally defining the model representing the intertwining of IT and OT networks of a Chemical Industry, we prove the ability to detect different types of attacks with good results experimentally by implementing an Intrusion Detection System (IDS) based on Deep Learning (DL) that achieves an accuracy of 87, 19%.
Watching against the Unseen: AI-powered Approach to Detect Attacks on Critical Infrastructure / Lofù, D.; Pazienza, A.; Abbatecola, A.; Lella, E.; Macchiarulo, N.; Noviello, P.. - (2023), pp. -6. (Intervento presentato al convegno 8th International Conference on Smart and Sustainable Technologies, SpliTech 2023 tenutosi a University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture (FESB) and Hotel Elaphusa, hrv nel 2023) [10.23919/SpliTech58164.2023.10193130].
Watching against the Unseen: AI-powered Approach to Detect Attacks on Critical Infrastructure
Lofù D.
;
2023-01-01
Abstract
The increasing convergence of Operational Technology (OT) networks into Information Technology (IT) communications poses critical infrastructures to new threats that may cause huge hazards. The study of protection mechanisms and the development of security systems capable of preventing such attacks is of paramount importance nowadays. Besides formally defining the model representing the intertwining of IT and OT networks of a Chemical Industry, we prove the ability to detect different types of attacks with good results experimentally by implementing an Intrusion Detection System (IDS) based on Deep Learning (DL) that achieves an accuracy of 87, 19%.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
