Abstract
The rapid development of advanced information technologies, for example, the Internet of Things and Big Data techniques, has made the energy internet achieve a deep integration of physical systems and cyber systems and realize an effective combination of energy flow and information flow among various networks. However, with increasing automation of the energy internet, the scale of physical networks, the size of cyber networks and the numbers of smart sensors and decision-making units have greatly increased, resulting in complex external or internal factors directly or indirectly impacting the control and decisions of networks through various approaches. The interaction mechanisms between cyber networks and physical networks are becoming increasingly complex in the energy internet, resulting in the security and reliability analysis of cyber-physical systems becoming more complicated. In this chapter, the security of components in cyber-physical systems is first introduced. Multiple uncertainties in cyber-physical system operation are also developed, including different types of cyber attacks and corresponding mitigation strategies as well as the volatility of energy sources and stochastic energy consumption. Moreover, the correlation and cascading failures in cyber-physical systems are analysed to demonstrate the coupling between cyber systems and physical systems. Furthermore, challenges in the security of cyber-physical systems are provided. This chapter mainly analyses cyber-physical system security in the energy internet considering various uncertainties, which can provide technical support for the planning and operation of the energy internet.
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References
A. Humayed, J. Lin, F. Li, B. Luo, Cyber-physical systems security—a survey. IEEE Internet of Things J. 4(6), 1802–1831 (2017)
J. Madden, Security analysis of a cyber physical system: a car example. Missouri University of Science and Technology (2012)
Z. Zhang, W. An, F. Shao, Cascading failures on reliability in cyber-physical system. IEEE Trans. Reliab. 65(4), 1745–1754 (2016)
A. Banerjee, K.K. Venkatasubramanian, T. Mukherjee, S.K.S. Gupta, Ensuring safety, security, and sustainability of mission-critical cyber-physical systems. Proc. IEEE 100, 283–299 (2012)
C.W. Ten, C.C. Liu, G. Manimaran, Vulnerability assessment of cybersecurity for SCADA systems. IEEE Trans. Power Syst. 23(4), 1836–1846 (2008)
C.W. Ten, G. Manimaran, C.C. Liu, Cybersecurity for critical infrastructures: Attack and defense modeling. IEEE Trans. Syst. Man Cybern.-Part A: Syst. Hum. 40(4), 853–865 (2010)
S. Sridhar, A. Hahn, M. Govindarasu, Cyber-physical system security for the electric power grid. Proc. IEEE 99(1), 1–15 (2012)
D.G. Eliades, M.M. Polycarpou, A fault diagnosis and security framework for water systems. IEEE Trans. Control. Syst. Technol. 18(6), 1254–1265 (2010)
S. Sundaram, C. Hadjicostis, Distributed function calculation via linear iterative strategies in the presence of malicious agents. IEEE Trans. Autom. Control. 56(7), 1495–1508 (2011)
F. Pasqualetti, A. Bicchi, F. Bullo, Consensus computation in unreliable networks: A system theoretic approach. IEEE Trans. Autom. Control. 57(1), 90–104 (2012)
R. Akella, H. Tang, B.M. McMillin, Analysis of information flow security in cyber-physical systems. Int. J. Crit. Infrastruct. Prot. 3, 157–173 (2010)
F. Pasqualetti, F. Dörfler, F. Bullo, Attack detection and identification in cyber-physical systems. IEEE Trans. Autom. Control. 58(11), 2715–2729 (2013)
S. Amin, A. Cárdenas, S. Sastry, Safe and secure networked control systems under denial-of-service attacks. Hybrid Syst.: Comput. Control. 5469, 31–45 (2009)
Y. Liu, M.K. Reiter, P. Ning, False data injection attacks against state estimation in electric power grids, in Proceedings of ACM Conference Computation Communication Security, Chicago, IL, USA, November 2009 (2009), pp. 21–32
A. Teixeira, S. Amin, H. Sandberg, K.H. Johansson, S. Sastry, Cyber security analysis of state estimators in electric power systems, in Proceedings of IEEE Conference Decision Control, Atlanta, GA, USA, December 2010 (2010), pp. 5991–5998
Y. Mo, B. Sinopoli, Secure control against replay attacks, in Proceedings Allerton Conference Communication, Control, Computation, Monticello, IL, USA, September 2010 (2010), pp. 911–918
A.O. de Sá, L.F.R. Carmo da Costa, R.C. Machado, Covert attacks in cyber-physical control systems. IEEE Trans. Ind. Inf. 13(4), 1641–1651 (2017)
Q. Yan, F.R. Yu, Distributed denial of service attacks in software-defined networking with cloud computing. IEEE Commun. Mag. 53(4), 52–59 (2015)
T.J. Holt, G.W. Burruss, A.M. Bossler, Assessing the macro-level correlates of malware infections using a routine activities framework. Int. J. Offender Ther. Comp. Criminol. 62(6), 1720–1741 (2018)
H. Abualola, H. Alhawai, M. Kadadha, H. Otrok, A. Mourad, An android-based Trojan spyware to study the notification listener service vulnerability. Proc. Comput. Sci. 83, 465–471 (2016)
B. Zhu, A. Joseph, S. Sastry, A taxonomy of cyber attacks on SCADA systems, in 2011 IEEE International Conferences on Internet of Things, and Cyber, Physical and Social Computing, October 2011 (2011), pp. 380–388
M. Yasinzadeh, M. Akhbari, Detection of PMU spoofing in power grid based on phasor measurement analysis. IET Gener. Transm. Distrib. 12(9), 1980–1987 (2018)
A.F. Taha, J. Qi, J. Wang, J.H. Panchal, Risk mitigation for dynamic state estimation against cyber attacks and unknown inputs. IEEE Trans. Smart Grid 9(2), 886–899 (2018)
A. Farraj, E. Hammad, A.A. Daoud, D. Kundur, A game-theoretic analysis of cyber switching attacks and mitigation in smart grid systems. IEEE Trans. Smart Grid 7(4), 1846–1855 (2016)
C. Kwon, I. Hwang, Cyber attack mitigation for cyber–physical systems: hybrid system approach to controller design. IET Control. Theory Appl. 10(7), 731–741 (2016)
P. Srikantha, D. Kundur, A DER attack-mitigation differential game for smart grid security analysis. IEEE Trans. Smart Grid 7(3), 1476–1485 (2016)
X. Liu, Z. Li, Z. Li, Optimal protection strategy against false data injection attacks in power systems. IEEE Trans. Smart Grid 8(4), 1802–1810 (2017)
M. Chlela, D. Mascarella, G. Joós, M. Kassouf, Fallback control for isochronous energy storage systems in autonomous microgrids under denial-of-service cyber-attacks. IEEE Trans. Smart Grid 9(5), 4702–4711 (2018)
V. Matta, M. Di Mauro, M. Longo, DDoS attacks with randomized traffic innovation: botnet identification challenges and strategies. IEEE Trans. Inf. Forensics Secur. 12(8), 1844–1859 (2017)
T.R.B. Kushal, K. Lai, M.S. Illindala, Risk-based mitigation of load curtailment cyber attack using intelligent agents in a shipboard power system. IEEE Trans. Smart Grid. https://doi.org/10.1109/tsg.2018.2867809
C. Foglietta et al., From detecting cyber-attacks to mitigating risk within a hybrid environment. IEEE Syst. J. https://doi.org/10.1109/jsyst.2018.2824252
O. Vukovic, K.C. Sou, G. Dan, H. Sandberg, Network-aware mitigation of data integrity attacks on power system state estimation. IEEE J. Sel. Areas Commun. 30(6), 1108–1118 (2012)
R. Gentz, S.X. Wu, H. Wai, A. Scaglione, A. Leshem, Data injection attacks in randomized gossiping. IEEE Trans. Signal Inf. Process. Over Netw. 2(4), 523–538 (2016)
P. Lee, A. Clark, L. Bushnell, R. Poovendran, A passivity framework for modeling and mitigating wormhole attacks on networked control systems. IEEE Trans. Autom. Control. 59(12), 3224–3237 (2014)
F.F. Wu, P.P. Varaiya, R.S. Hui, Smart grids with intelligent periphery: an architecture for the energy internet. Engineering 1(4), 436–446 (2015)
L. Ju, Z. Tan, J. Yuan, Q. Tan, H. Li, F. Dong, A bi-level stochastic scheduling optimization model for a virtual power plant connected to a wind–photovoltaic–energy storage system considering the uncertainty and demand response. Appl. Energy 171, 184–199 (2016)
X. Lü, T. Lu, C.J. Kibert, M. Viljanen, Modeling and forecasting energy consumption for heterogeneous buildings using a physical–statistical approach. Appl. Energy 144, 261–275 (2015)
A. Moshari, A. Ebrahimi, M. Fotuhi-Firuzabad, Short-term impacts of DR programs on reliability of wind integrated power systems considering demand-side uncertainties. IEEE Trans. Power Syst. 31(3), 2481–2490 (2016)
H. Jia, Y. Ding, Y. Song, C. Singh, M. Li, Operating reliability evaluation of power systems considering flexible reserve provider in demand side. IEEE Trans. Smart Grid (2018)
Q. Tang, K. Yang, D. Zhou, Y. Luo, F. Yu, A real-time dynamic pricing algorithm for smart grid with unstable energy providers and malicious users. IEEE Internet of Things J. 3(4), 554–562 (2016)
H.A. Aalami, S. Nojavan, Energy storage system and demand response program effects on stochastic energy procurement of large consumers considering renewable generation. IET Gener. Transm. Distrib. 10(1), 107–114 (2016)
S. Nojavan, B. Mohammadi-Ivatloo, K. Zare, Optimal bidding strategy of electricity retailers using robust optimisation approach considering time-of-use rate demand response programs under market price uncertainties. IET Gener. Transm. Distrib. 9(4), 328–338 (2015)
M. Marzband, M. Javadi, J.L. DomÃnguez-GarcÃa, M.M. Moghaddam, Non-cooperative game theory based energy management systems for energy district in the retail market considering DER uncertainties. IET Gener. Transm. Distrib. 10(12), 2999–3009 (2016)
S. Ali, T.A. Balushi, Z. Nadir, O.K. Hussain, in Cyber Security for Cyber Physical Systems (Springer, Switzerland, 2018)
S. Sridhar, A. Hahn, M. Govindarasu, Cyber-physical system security for the electric power grid. Proc. IEEE 100(1), 210–224 (2012)
S.C. Suh, U.J. Tanik, J.N. Carbone, A. Eroglu, Applied Cyber-Physical Systems (Springer, New York, 2014)
S.V. Buldyrev, R. Parshani, G. Paul, H.E. Stanley, S. Havlin, Catastrophic cascade of failures in interdependent networks. Nature 464, 1025–1028 (2010)
S. Corsi, C. Sabelli, General blackout in Italy sunday september 28, 2003, h. 03: 28: 00, in IEEE Power Engineering Society General Meeting, June 2004 (2004), pp. 1691–1702
M. Newman, Networks: An Introduction (Oxford University Press, London, 2010)
Z. Huang, C. Wang, M. Stojmenovic, A. Nayak, Characterization of cascading failures in interdependent cyber-physical systems. IEEE Trans. Comput. 64(8), 2158–2168 (2015)
P. Derler, E.A. Lee, A.S. Vincentelli, Modeling cyber–physical systems. Proc. IEEE 100(1), 13–28 (2012)
F. Zhang, Z. Shi, S. Mukhopadhyay, Robustness analysis for battery-supported cyber-physical systems. ACM Trans. Embed. Comput. Syst. 12(3), 69 (2013)
G. Dong, L. Tian, D. Zhou, R. Du, J. Xiao, H.E. Stanley, Robustness of n interdependent networks with partial support-dependence relationship. Europhys. Lett. 105(4), 68004 (2013)
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Jia, H., Ding, Y., Hu, Y., Song, Y. (2020). Cyber-Physical System Security. In: Zobaa, A., Cao, J. (eds) Energy Internet. Springer, Cham. https://doi.org/10.1007/978-3-030-45453-1_3
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DOI: https://doi.org/10.1007/978-3-030-45453-1_3
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