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Volume 5 Issue 2
Mar.  2018

IEEE/CAA Journal of Automatica Sinica

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Article Navigation >  IEEE/CAA Journal of Automatica Sinica  > 2018  >  5(2): 602-609
Md Masud Rana, Li Li and Steven W. Su, "Cyber Attack Protection and Control of Microgrids," IEEE/CAA J. Autom. Sinica, vol. 5, no. 2, pp. 602-609, Mar. 2018. doi: 10.1109/JAS.2017.7510655
Citation: Md Masud Rana, Li Li and Steven W. Su, "Cyber Attack Protection and Control of Microgrids," IEEE/CAA J. Autom. Sinica, vol. 5, no. 2, pp. 602-609, Mar. 2018. doi: 10.1109/JAS.2017.7510655
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Cyber Attack Protection and Control of Microgrids

doi: 10.1109/JAS.2017.7510655

  • Faculty of Engineering and Information Technology, University of Technology Sydney, Broadway, NSW 2007, Australia

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    Abstract
  • Recently, the smart grid has been considered as a next-generation power system to modernize the traditional grid to improve its security, connectivity, efficiency and sustainability. Unfortunately, the smart grid is susceptible to malicious cyber attacks, which can create serious technical, economical, social and control problems in power network operations. In contrast to the traditional cyber attack minimization techniques, this paper proposes a recursive systematic convolutional (RSC) code and Kalman filter (KF) based method in the context of smart grids. Specifically, the proposed RSC code is used to add redundancy in the microgrid states, and the log maximum a-posterior is used to recover the state information, which is affected by random noises and cyber attacks. Once the estimated states are obtained by KF algorithm, a semidefinite programming based optimal feedback controller is proposed to regulate the system states, so that the power system can operate properly. Test results show that the proposed approach can accurately mitigate the cyber attacks and properly estimate and control the system states.

     

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    • References(35)
  • [1]
    D. B. Rawat and C. Bajracharya, "Detection of false data injection attacks in smart grid communication systems, " IEEE Signal Process. Lett. , vol. 22, no. 10, pp. 1652-1656, Oct. 2015. http://ieeexplore.ieee.org/document/7084114/
    [2]
    S. Li, Y. Y. lmaz, and X. D. Wang, "Quickest detection of false data injection attack in wide-area smart grids, " IEEE Trans. Smart Grid, vol. 6, no. 6, pp. 2725-2735, Nov. 2015. http://ieeexplore.ieee.org/document/6982207/
    [3]
    M. Esmalifalak, G. Shi, Z. Han, and L. Y. Song, "Bad data injection attack and defense in electricity market using game theory study, " IEEE Trans. Smart Grid, vol. 4, no. 1, pp. 160-169, Mar. 2013. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6410468
    [4]
    K. C. Sou, H. Sandberg, and K. H. Johansson, "On the exact solution to a smart grid cyber-security analysis problem, " IEEE Trans. Smart Grid, vol. 4, no. 2, pp. 856-865, Jun. 2013. http://ieeexplore.ieee.org/document/6473867/
    [5]
    M. Esmalifalak, H. Nguyen, R. Zheng, and Z. Han, "Stealth false data injection using independent component analysis in smart grid, " in Proc. Int. Conf. Smart Grid Communications, Brussels, Belgium, 2011, pp. 244-248. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6102326
    [6]
    S. A. Salinas, and P. Li, "Privacy-preserving energy theft detection in microgrids: A state estimation approach, " IEEE Trans. Power Syst. , vol. 31, no. 2, pp. 883-894, Mar. 2016. http://ieeexplore.ieee.org/document/7087399/
    [7]
    G. Hug and J. A. Giampapa, "Vulnerability assessment of AC state estimation with respect to false data injection cyber-attacks, " IEEE Trans. Smart Grid, vol. 3, no. 3, pp. 1362-1370, Sep. 2012. http://ieeexplore.ieee.org/document/6275516/
    [8]
    A. Alimardani, F. Therrien, D. Atanackovic, J. Jatskevich, and E. Vaahedi, "Distribution system state estimation based on nonsynchronized smart meters, " IEEE Trans. Smart Grid, vol. 6, no. 6, pp. 2919-2928, Nov. 2015. http://ieeexplore.ieee.org/document/7116573/
    [9]
    S. Meliopoulos, R. K. Huang, E. Polymeneas, and G. Cokkinides, "Distributed dynamic state estimation: Fundamental building block for the smart grid, " in Proc. Power & Energy Society General Meeting, Denver, CO, USA, 2015, pp. 1-6. http://ieeexplore.ieee.org/document/7285790/
    [10]
    C. J. Gu, P. Jirutitijaroen, and M. Motani, "Detecting false data injection attacks in AC state estimation, " IEEE Trans. Smart Grid, vol. 6, no. 5, pp. 2476-2483, Sep. 2015. http://ieeexplore.ieee.org/document/7035067/
    [11]
    Y. Weng, Q. Li, R. Negi, and M. Ilić, "Distributed algorithm for SDP state estimation, " in Proc. IEEE PES Innovative Smart Grid Technologies, Washington, DC, USA, 2013, pp. 1-6. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6497823
    [12]
    H. Zhang, P. Cheng, L. Shi, and J. M. Chen, "Optimal denial-of-service attack scheduling with energy constraint, " IEEE Trans. Automat. Control, vol. 60, no. 11, pp. 3023-3028, Nov. 2015. http://ieeexplore.ieee.org/document/7054460/
    [13]
    L. Shi, P. Cheng, and J. M. Chen, "Sensor data scheduling for optimal state estimation with communication energy constraint, " Automatica, vol. 47, no. 8, pp. 1693-1698, Aug. 2011. http://dl.acm.org/citation.cfm?id=2016158.2016212
    [14]
    Y. Z. Li, L. Shi, P. Cheng, J. M. Chen, and D. E. Quevedo, "Jamming attacks on remote state estimation in cyber-physical systems: A game-theoretic approach, " IEEE Trans. Automat. Control, vol. 60, no. 10, pp. 2831-2836, Oct. 2015. http://ieeexplore.ieee.org/document/7172466/
    [15]
    H. Zhang, P. Cheng, L. Shi, and J. M. Chen, "Optimal dos attack policy against remote state estimation, " in Proc. 52nd Annu. Conf. Decision and Control, Firenze, Italy, 2013, pp. 5444-5449. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6760746
    [16]
    Y. L. Mo, R. Chabukswar, and B. Sinopoli, "Detecting integrity attacks on SCADA systems, " IEEE Trans. Control Syst. Technol. , vol. 22, no. 4, pp. 1396-1407, Jul. 2014. http://www.sciencedirect.com/science/article/pii/S1474667016454200
    [17]
    S. A. Arefifar, A. R. I. Mohamed, T. El-Fouly, "Optimized multiple microgrid-based clustering of active distribution systems considering communication and control requirements, " IEEE Trans. Ind. Electron. , vol. 62, no. 2, pp. 711-723, Feb. 2015. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6884876
    [18]
    S. Saat, S. K. Nguang, J. Wu, and G. B. Zeng, "Disturbance attenuation for a class of uncertain polynomial discrete-time systems: An integrator approach, " in Proc. 12th Int. Conf. Control Automation Robotics & Vision, Guangzhou, China, 2012, pp. 787-792. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6485258
    [19]
    N. Azman, S. Saat, and S. K. Nguang, "Nonlinear observer design with integrator for a class of polynomial discrete-time systems, " in Proc. Int. Conf. Computer, Communications, and Control Technology, Kuching, Malaysia, 2015, pp. 422-426. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7219611
    [20]
    H. J. Li, F. X. Li, Y. Xu, D. T. Rizy, and J. D. Kueck, "Adaptive voltage control with distributed energy resources: Algorithm, theoretical analysis, simulation, and field test verification, " IEEE Trans. Power Syst. , vol. 25, no. 3, pp. 1638-1647, Aug. 2010. http://ieeexplore.ieee.org/document/5431066/
    [21]
    H. S. Li, L. F. Lai, and H. V. Poor, "Multicast routing for decentralized control of cyber physical systems with an application in smart grid, " IEEE J. Sel. Areas Commun. , vol. 30, no. 6, pp. 1097-1107, Jul. 2012. http://ieeexplore.ieee.org/document/6194237/
    [22]
    E. Ghahremani and I. Kamwa, "Online state estimation of a synchronous generator using unscented Kalman filter from phasor measurements units, " IEEE Trans. Energy Conv. , vol. 26, no. 4, pp. 1099-1108, Dec. 2011. http://ieeexplore.ieee.org/document/6042326/
    [23]
    D. Buchstaller, E. C. Kerrigan, and G. A. Constantinides, "Sampling and controlling faster than the computational delay, " IET Control Theory Appl. , vol. 6, no. 8, pp. 1071-1079, May 2012. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6248373
    [24]
    H. J. Yang, Y. Q. Xia, P. Shi, and M. Y. Fu, "A novel delta operator Kalman filter design and convergence analysis, " IEEE Trans. Circ. Syst. Ⅰ: Reg. Pap. , vol. 58, no. 10, pp. 2458-2468, Oct. 2011. http://ieeexplore.ieee.org/document/5755131/
    [25]
    T. J. Sui, K. Y. You, M. Y. Fu, and D. Marelli, "Stability of MMSE state estimators over lossy networks using linear coding, " Automatica, vol. 51, pp. 167-174, Jan. 2015. http://dl.acm.org/citation.cfm?id=2941406
    [26]
    S. Ntalampiras, "Detection of integrity attacks in cyber-physical critical infrastructures using ensemble modeling, " IEEE Trans. Ind. Inf. , vol. 11, no. 1, pp. 104-111, Feb. 2015. http://ieeexplore.ieee.org/document/6948272/
    [27]
    Y. Jing, A Practical Guide to Error-Control Coding Using MATLAB. Boston, London, UK: Artech House, 2010.
    [28]
    S. P. Gong, H. S. Li, L. F. Lai, and R. C. Qiu, "Decoding the `nature encoded' messages for distributed energy generation control in microgrid, " in Proc. IEEE Int. Conf. Communications, Kyoto, Japan, 2011, pp. 1-5. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=5963048
    [29]
    C. Vlǎdeanu and S. El Assad, Nonlinear Digital Encoders for Data Communications. New York, USA: John Wiley & Sons, 2014.
    [30]
    M. M. Rana, L. Li, and S. W. Su, "Cyber attack protection and control in microgrids using channel code and semidefinite programming, " in Proc. Power and Energy Society General Meeting, Boston, MA, USA, 2016, pp. 1-5. http://ieeexplore.ieee.org/abstract/document/7741181/
    [31]
    D. Simon, Optimal State Estimation: Kalman, H Infinity, and Nonlinear Approaches. New Jersey, USA: John Wiley & Sons, 2006.
    [32]
    A. K. Singh, R. Singh, and B. C. Pal, "Stability analysis of networked control in smart grids, " IEEE Trans. Smart Grid, vol. 6, no. 1, pp. 381-390, Jan. 2015. http://ieeexplore.ieee.org/document/6813688/
    [33]
    C. Olalla, R. Leyva, A. El Aroudi, and I. Queinnec, "Robust LQR control for PWM converters: An LMI approach, " IEEE Trans. Ind. Electron. , vol. 56, no. 7, pp. 2548-2558, Jul. 2009. http://ieeexplore.ieee.org/document/4909006/
    [34]
    M. Fardad and M. R. Jovanović, "On the design of optimal structured and sparse feedback gains via sequential convex programming, " in Proc. American Control Conf. , 2014, Portland, OR, USA, pp. 2426-2431. doi: 10.1109/ACC.2014.6859120
    [35]
    J. Löfberg, "YALMIP: A toolbox for modeling and optimization in MATLAB, " in Proc. IEEE Int. Symp. Computer Aided Control Systems Design, Taipei, China, 2004, pp. 284-289.
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