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Beschreibung
This SpringerBrief presents a brief introduction to probabilistic risk assessment (PRA), followed by a discussion of abnormal event detection techniques in industrial control systems (ICS). It also provides an introduction to the use of game theory for the development of cyber-attack response models and a discussion on the experimental testbeds used for ICS cyber security research. The probabilistic risk assessment framework used by the nuclear industry provides a valid framework to understand the impacts of cyber-attacks in the physical world. An introduction to the PRA techniques such as fault trees, and event trees is provided along with a discussion on different levels of PRA and the application of PRA techniques in the context of cybersecurity. A discussion on machine learning based fault detection and diagnosis (FDD) methods and cyber-attack detection methods for industrial control systems are introduced in this book as well. A dynamic Bayesiannetworks based method that can be used to detect an abnormal event and classify it as either a component fault induced safety event or a cyber-attack is discussed. An introduction to the stochastic game formulation of the attacker-defender interaction in the context of cyber-attacks on industrial control systems to compute optimal response strategies is presented. Besides supporting cyber-attack response, the analysis based on the game model also supports the behavioral study of the defender and the attacker during a cyber-attack, and the results can then be used to analyze the risk to the system caused by a cyber-attack. A brief review of the current state of experimental testbeds used in ICS cybersecurity research and a comparison of the structures of various testbeds and the attack scenarios supported by those testbeds is included. A description of a testbed for nuclear power applications, followed by a discussion on the design of experiments that can be carried out on the testbed and the associated results is covered as well. This SpringerBrief is a useful resource tool for researchers working in the areas of cyber security for industrial control systems, energy systems and cyber physical systems. Advanced-level students that study these topics will also find this SpringerBrief useful as a study guide.
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Technische Daten


Erscheinungsdatum
11.10.2022
Sprache
Englisch
EAN
9783031127106
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
SpringerBriefs in Computer Science
Sonderedition
Nein
Autor
Carol Smidts, Indrajit Ray, Quanyan Zhu, Pavan Kumar Vaddi, Yunfei Zhao, Linan Huang, Xiaoxu Diao, Rakibul Talukdar, Michael C. Pietrykowski
Seitenanzahl
93
Einbandart
Broschiert
Autorenporträt
Carol Smidts: Dr. Carol Smidts is a Professor at The Ohio State University. She graduated with a B.S./M.S., and a Ph.D. in Engineering Physics from the Université Libre de Bruxelles, Belgium in 1986, and in 1991, respectively. She became an Assistant Professor, and later an Associate Professor in the Reliability Engineering Program at the University of Maryland, College Park. Professor Smidts joined The Ohio State University Department of Mechanical and Aerospace Engineering as a Full Professor in 2008. Her research lies in risk and reliability analysis and in human factors, instrumentation and control, including human reliability analysis, probabilistic analysis of dynamics for complex systems, reliability analysis of digital instrumentation and control systems, software reliability modeling and software test automation, and distributed test facility design. She is a Fellow of IEEE.
Schlagwörter
Probabilistic Risk Assessment, Fault trees, Event trees, Cybersecurity risk assessment, Fault detection and diagnosis, Cyber-attack detection, Abnormal events detection and classification, Industrial Control Systems, Machine learning, Dynamic Bayesian networks, Cyber Physical Systems, Power Plants, Game theory, Finite horizon games, Cyber-attack response, Cybersecurity testbeds
Thema-Inhalt
UR - Computersicherheit UTN - Netzwerksicherheit TJF - Elektronik GPFC - Kybernetik und Systemtheorie THK - Kernenergie und Kerntechnik (Nuklearenergie, Nukleartechnik)
Höhe
235 mm
Breite
15.5 cm

Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH

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