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Attack Detection in Cyber-Physical Production Systems using the Deterministic Dendritic Cell Algorithm
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- Pinto, Rui (författare)
- Research Center for Systems and Technologies, Faculty of Engineering, University of Porto, Porto, Portugal
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- Gonçalves, Gil (författare)
- Research Center for Systems and Technologies, Faculty of Engineering, University of Porto, Porto, Portugal
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- Tovar, Eduardo Tovar (författare)
- Research Centre in Real-Time and Embedded Computing Systems, Polytechnic of Porto - School of Engineering, Porto, Portugal
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- IEEE, 2020
- 2020
- Engelska.
- Ingår i: Proceedings. - : IEEE. ; , s. 1552-1559
- Konferensbidrag (refereegranskat)
Abstract
Ämnesord
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- Cyber-Physical Production Systems (CPPS) are key enablers for industrial and economic growth. The introduction of the Internet of Things (IoT) in industrial processes represents a new revolution towards the Smart Manufacturing oncept and is usually designated as the 4 th Industrial Revolution. Despite the huge interest from the industry to innovate their production systems, in order to increase revenues at lower costs, the IoT concept is still immature and fuzzy, which increases security related risks in industrial systems. Facing this paradigm and, since CPPS have reached a level of complexity, where the human intervention for operation and control is becoming increasingly difficult, Smart Factories require autonomic methodologies for security management and self-healing. This paper presents an Intrusion Detection System (IDS) approach for CPPS, based on the deterministic Dendritic Cell Algorithm (dDCA). To evaluate the dDCA effectiveness, a testing dataset was generated, by implementing and injecting various attacks on a OPC UA based CPPS testbed. The results show that these attacks can be successfully detected using the dDCA.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Inbäddad systemteknik (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Embedded Systems (hsv//eng)
Nyckelord
- CPPS
- OPC UA
- IDS
- DCA
- AIS
- Network Attacks
- Cyberfysiska system
- Cyber-Physical Systems
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