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Volume 5 Issue 2
Mar.  2018

IEEE/CAA Journal of Automatica Sinica

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Mengya Kang, Chenglin Wen and Chenxi Wu, "A Model Predictive Scheduling Algorithm in Real-Time Control Systems," IEEE/CAA J. Autom. Sinica, vol. 5, no. 2, pp. 471-478, Mar. 2018. doi: 10.1109/JAS.2017.7510826
Citation: Mengya Kang, Chenglin Wen and Chenxi Wu, "A Model Predictive Scheduling Algorithm in Real-Time Control Systems," IEEE/CAA J. Autom. Sinica, vol. 5, no. 2, pp. 471-478, Mar. 2018. doi: 10.1109/JAS.2017.7510826

A Model Predictive Scheduling Algorithm in Real-Time Control Systems

doi: 10.1109/JAS.2017.7510826
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  • The ineffective utilization of power resources has attracted much attention in current years. This paper proposes a real-time distributed load scheduling algorithm considering constraints of power supply. Firstly, an objective function is designed based on the constraint, and a base load forecasting model is established when aggregating renewable generation and non-deferrable load into a power system, which aims to transform the problem of deferrable loads scheduling into a distributed optimal control problem. Then, to optimize the objective function, a real-time scheduling algorithm is presented to solve the proposed control problem. At every time step, the purpose is to minimize the variance of differences between power supply and aggregate load, which can thus ensure the effective utilization of power resources. Finally, simulation examples are provided to illustrate the effectiveness of the proposed algorithm.

     

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  • [1]
    M. Z. Jacobson, M. A. Elucchi, and M. A. Cameron, "Low-cost solution to the grid reliability problem with 100% penetration of intermittent wind, water, and solar for all purposes, "Proc. of the National Academy of Sci., vol. 112, no. 49, pp. 150-165, 2015. http://europepmc.org/abstract/med/26598655
    [2]
    M. Caramanis and J. M. Foster, "Management of electric vehicle charging to mitigate renewable generation intermittency and distribution network congestion, " in Proc. 48th IEEE Conf. Decision and Control, 2009 Held Jointly with the 200928th Chinese Control Conference, Shanghai, China, 2009, pp. 4717-4722. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=5399955
    [3]
    M. Duvall and E. Knipping, "Environmental assessment of plug-in hybrid electric vehicles, " Electric Power Research Institute, Palo Alto, CA, USA, 2007. http://www.mendeley.com/research/environmental-assessment-plugin-hybrid-electric-vehicles-6/
    [4]
    J. G. Yao, S. C. Yang, K. Wang, Z. L. Yang, and X. F. Song, "Concept and research framework of smart grid "source-grid-load" interactive operation and control, " Automat. Electr. Power Syst., vol. 36, no. 21, pp. 1-6, 12, Nov. 2012. http://en.cnki.com.cn/Article_en/CJFDTOTAL-DLXT201221000.htm
    [5]
    J. Xie, K. Wang, D. H. Feng, D. Zeng, Y. P. Li, and D. Yue, "A security-constrained flexible demand scheduling strategy for wind power accommodation, " Int. Trans. Electr. Energy Syst., vol. 26, no. 6, pp. 1171-1183, Jun. 2016. doi: 10.1002/etep.2123/pdf
    [6]
    C. Yammani, S. Maheswarapu, and S. K. Matam, "Optimal placement and sizing of distributed generations using shuffled bat algorithm with future load enhancement, " Int. Trans. Electr. Energy Syst., vol. 26, no. 2, pp. 274-292, Feb. 2016. doi: 10.1002/etep.2076/pdf
    [7]
    J. H. Zheng, X. Y. Wang, and S. Z. Zhu, "A novel real-time load modeling method for fast large-disturbance and short-term voltage stability analysis, " Int. Trans. Electr. Energy Syst., vol. 23, no. 8, pp. 1373-1395, Nov. 2013. doi: 10.1002/etep.1666/citedby
    [8]
    L. Kelly, A. Rowe, and P. Wild, "Analyzing the impacts of plug-in electric vehicles on distribution networks in British Columbia, " in Proc. 2009 IEEE Electrical Power & Energy Conf. (EPEC), Montreal, QC, Canada, 2009, pp. 1-6. http://ieeexplore.ieee.org/document/5420904/
    [9]
    C. Roe, E. Farantatos, J. Meisel, A. P. Meliopoulos, and T. Overbye, "Power system level impacts of PHEVs, " in Proc. IEEE 42nd Hawaii International Conf. System Sciences, Big Island, HI, USA, 2009, 1-10. http://www.zentralblatt-math.org/ioport/en/search/?q=an%3A10500653
    [10]
    K. Clement, E. Haesen, and J. Driesen, "Coordinated charging of multiple plug-in hybrid electric vehicles in residential distribution grids, " in Proc. IEEE/PES Power Systems Conf. Exposition, Seattle, WA, USA, 2009, 1-7. http://ieeexplore.ieee.org/document/4839973/
    [11]
    J. A. P. Lopes, F. J. Soares, and P. M. R. Almeida, "Integration of electric vehicles in the electric power system, " Proc. IEEE, vol. 99, no. 1, pp. 168-183, Jan. 2011.
    [12]
    P. Denholm and W. Short, "An evaluation of utility system impacts and benefits of optimally dispatched plug-in hybrid electric vehicles, " National Renewable Energy Laboratory, Tech. Rep. NREL/TP-620-40293, Jul. 2006. http://digital.library.unt.edu/ark:/67531/metadc873211/
    [13]
    C. Quinn, D. Zimmerle, and T. H. Bradley, "The effect of communication architecture on the availability, reliability, and economics of plug-in hybrid electric vehicle-to-grid ancillary services, " J. Power Sources, vol. 195, no. 5, pp. 1500-1509, Mar. 2010. http://www.sciencedirect.com/science/article/pii/S0378775309015195
    [14]
    J. A. P. Lopes, F. J. Soares, P. M. Almeida, and M. M. da Silva, "Smart charging strategies for electric vehicles: enhancing grid performance and maximizing the use of variable renewable energy resources, " in Proc. 24th International Battery, Hybrid and Fuel Cell Electric Vehicle Symposium and Exhibition, Stavanger, Norway, 2009, pp. 1-11. http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.461.3314
    [15]
    L. W. Gan, U. Topcu, and S. H. Low, "Stochastic distributed protocol for electric vehicle charging with discrete charging rate, " in Proc. 2012 IEEE Power and Energy Society General Meeting, San Diego, CA, Chile, 2012, pp. 1-8. http://ieeexplore.ieee.org/document/6344847/
    [16]
    Y. Y. Hsu and C. C. Su, "Dispatch of direct load control using dynamic programming, " IEEE Trans. Power Syst., vol. 6, no. 3, pp. 1056-1061, Aug. 1991. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=119246
    [17]
    Z. J. Ma, D. S. Callaway, and I. A. Hiskens, "Decentralized charging control for large populations of plug-in electric vehicles, " in Proc. 49th IEEE Conf. Decision and Control, Atlanta, GA, USA, 2010, pp. 206-212. http://ieeexplore.ieee.org/document/5717547/
    [18]
    D. J. Aigner and J. G. Hirschberg, "Commercial/industrial customer response to time-of-use electricity prices: some experimental results, " RAND J. Econ., vol. 16, no. 3, pp. 341-355, Sep. 1985. http://www.jstor.org/stable/2555562
    [19]
    L. J. Chen, N. Li, S. H. Low, and J. C. Doyle, "Two market models for demand response in power networks, " in Proc. First IEEE International Conf. Smart Grid Communications, Gaithersburg, MD, USA, 2010, pp. 397-402. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5622076
    [20]
    N. Li, L. J. Chen, and S. H. Low, "Optimal demand response based on utility maximization in power networks, " in Proc. 2011 IEEE Power and Energy Society General Meeting, Detroit, MI, USA, 2011, pp. 1-8. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6039082
    [21]
    M. Ilic, J. W. Black, and J. L. Watz, "Potential benefits of implementing load control, " in IEEE Power Engineering Society Winter Meeting, New York, NY, USA, vol. 1, pp. 177-182, 2002. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=984981
    [22]
    A. J. Conejo, J. M. Morales, and L. Baringo, "Real-time demand response model, " IEEE Trans. Smart Grid, vol. 1, no. 3, pp. 236-242, Dec. 2010. http://ieeexplore.ieee.org/document/5607339/
    [23]
    S. Deilami, A. S. Masoum, P. S. Moses, and M. A. S. Masoum, "Real-time coordination of plug-in electric vehicle charging in smart grids to minimize power losses and improve voltage profile, " IEEE Trans. Smart Grid, vol. 2, no. 3, pp. 456-467, Sep. 2011. http://ieeexplore.ieee.org/document/5986769/
    [24]
    S. Y. Chen and L. Tong, "iEMS for large scale charging of electric vehicles: Architecture and optimal online scheduling, " in Proc. 3th IEEE International Conf. Smart Grid Communications (SmartGridComm), Tainan, China, 2012, pp. 629-634. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6486056
    [25]
    S. Deilami, A. S. Masoum, P. S. Moses, and M. A. S. Masoum, "Real-time coordination of plug-in electric vehicle charging in smart grids to minimize power losses and improve voltage profile, " IEEE Trans. Smart Grid, vol. 2, no. 3, pp. 456-467, Sep. 2011. http://ieeexplore.ieee.org/document/5986769/
    [26]
    L. W. Gan, A. Wierman, U. Topcu, N. J. Chen, and S. H. Low, "Real-time deferrable load control: handling the uncertainties of renewable generation, " in Proc. 4th International Conf. Future Energy Systems, Berkeley, California, USA, 2013, pp. 113-124. http://dl.acm.org/citation.cfm?id=2487179
    [27]
    C. Y. Wu, "Promotion of the stepped price for residential electricity use in Zhejiang province:existing problems and countermeasures, " Energy Technol. Econ., vol. 23, no. 5, pp. 48-52, May 2011. http://en.cnki.com.cn/Article_en/CJFDTOTAL-DLJJ201105012.htm
    [28]
    L. W. Gan, U. Topcu, and S. H. Low, "Optimal decentralized protocol for electric vehicle charging, " IEEE Trans. Power Syst., vol. 28, no. 2, pp. 940-951, May 2013. http://ieeexplore.ieee.org/document/6313962
    [29]
    E. Sortomme, M. M. Hindi, S. D. J. Macpherson, and S. S. Venkata, "Coordinated charging of plug-in hybrid electric vehicles to minimize distribution system losses, " IEEE Trans. on Smart Grid, vol. 2, no. 1, pp. 198-205, 2002. http://ieeexplore.ieee.org/document/5664815
    [30]
    A. Subramanian, M. Garcia, A. Dominguez-Garcia, and D. Callaway, "Real-time scheduling of deferrable electric loads, " in Proc. 2012 IEEE American Control Conference, Japan, pp. 3643-3650. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6315670
    [31]
    S. Y. Wang, B. J. Li, J. L. Yu, and T. S. Xu, "Analysis on time-varying characteristics of probability error in forecast of wind speed and wind power, " Power Syst. Technol., vol. 37, no. 4, 967-973, Apr. 2013. http://en.cnki.com.cn/Article_en/CJFDTOTAL-DWJS201304012.htm
    [32]
    A. Bemporad and M. Morari, "Robust model predictive control: a survey, " Robustness in identification and control, Springer London, pp. 207-226, 1999. http://www.mendeley.com/research/robustness-identification-control/

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