Abstract
A smart grid introduces novel concepts on energy efficiency and conservation with the benefit of smart meters. Smart grids have gained worldwide recognition in the past few years. The interpretation of “smart” reflects a noticeable change in the way energy is generated, distributed, delivered, and consumed. Integrating advanced electrical and communications infrastructures incorporated with modern process automation techniques, a smart grid system is constructed in such a way that two-way communication between electricity suppliers and residential electricity consumers is efficiently implemented. An illustration of a smart grid system is given in Fig. 5.1. With these powerful characteristics brought about by modern electrical technologies, a smart grid significantly alters the way utility companies, governments, customers, and business participants view electricity transmission and its associated services.
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S. Amin and B. Wollenberg, “Toward a smart grid: power delivery for the 21st century”, in IEEE Power and Energy Magazine, vol. 3, no. 5, pp. 34–41, 2005.
T. Batu, L. Fortnow, R. Rubinfeld, W. Smith, and P. White, “Testing that distributions are close”, in Proc. IEEE FOCS’00, Redondo Beach, CA, Nov. 2000.
S. Bu, R. Yu, and P. Liu, “Dynamic pricing for demand-side management in the smart grid”, in Proc. IEEE Online Conference on Green Communications (GreenCom), New York, NY, Sept. 2011.
S. Chen, K. Xu, Z. Li, F. Yin, and H. Wang, “ A privacy-aware communication scheme in Advanced Metering Infrastructure (AMI) systems”, in Proc. IEEE Wireless Communications and Networking Conference (WCNC), pp. 1860–1863, Shanghai, China Apr. 2013.
A. Czumaj, F. Ergun, L. Fortnow, A. Magen, I. Newman, R. Rubinfeld, and C. Sohler, “Sublinear-time approximation of Euclidean minimum spanning tree”, in Proc. SODA’03, Jan. 2003.
F. Ergun, H. Jowhari, and M. Saglam, “Periodicity in Streams”, in Proc. Random’10, Barcelona, Spain, Apr. 2010.
W. Fan and A. Bifet, “Mining Big Data: Current Status, and Forecast to the Future”, in SIGKDD Explor. Newsl., vol. 14, no. 2, pp. 1–5, 2013.
H. Farhangi, “The path of the smart grid”, in IEEE Power and Energy Magazine, vol. 8, no. 1, pp. 18–28, 2010.
V. Ford and A. Siraj, “Clustering of smart meter data for disaggregation”, in Proc. IEEE Global Conference on Signal and Information Processing (GlobalSIP), Austin, TX, Dec. 2013.
Z. Ghahramani and M. Jordan, “Supervised learning from incomplete data via an EM approach”, in Advances in Neural Information Processing Systems 6, San Francisco, CA, 1994.
V. Gungor, D. Sahin, T. Kocak, S. Ergut, C. Buccella, C. Cecati, and G. Hancke, “Smart Grid Technologies: Communication Technologies and Standards”, in IEEE Transactions on Industrial Informatics, vol. 7, no. 4, pp. 529–539, 2011.
Roderick J. A. Little, “Regression with missing X’s: A review”, in Journal of the American Statistical Association, vol. 87, no. 420, pp. 1227–1237, 1992.
L. Qian, Y. Zhang, J. Huang, and Y. Wu, “Demand Response Management via Real-Time Electricity Price Control in Smart Grids”, in IEEE Journal on Selected Areas in Communications, vol. 31, no. 7, pp. 1268–1280, 2013.
R. Rubinfeld and A. Shapira, “Sublinear Time Algorithms”, SIAM Journal on Discrete Mathematics, vol. 25, no. 4, pp. 1562–1588, 2011.
M. Roozbehani, M. Dahleh, and S. Mitter, “Dynamic Pricing and Stabilization of Supply and Demand in Modern Electric Power Grids”, in Proc. IEEE Smart Grid Communications (SmartGridComm), Gaithersburg, MD, Oct. 2010.
S. Shao, T. Zhang, M. Pipattanasomporn, and S. Rahman, “Impact of TOU rates on distribution load shapes in a smart grid with PHEV penetration”, in IEEE Transmission and Distribution Conference and Exposition New Orleans, LA, Apr. 2010.
D. Wang, Y. Long, and F. Ergun, “A layered architecture for delay sensitive sensor networks”, in Proc. IEEE SECON’05, Santa Clara, CA, 2005.
Q. Wang, M. Liu, and R. Jain, “Dynamic pricing of power in Smart-Grid networks”, in Proc. IEEE Decision and Control (CDC), Maui, HI, Dec. 2012.
C. Wong, S. Sen, S. Ha, and M. Chiang, “Optimized Day-Ahead Pricing for Smart Grids with Device-Specific Scheduling Flexibility”, in IEEE Journal on Selected Areas in Communications, vol. 30, no. 6, pp. 1075–1085, 2012.
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Wang, D., Han, Z. (2015). Application on a Smart Grid. In: Sublinear Algorithms for Big Data Applications. SpringerBriefs in Computer Science. Springer, Cham. https://doi.org/10.1007/978-3-319-20448-2_5
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DOI: https://doi.org/10.1007/978-3-319-20448-2_5
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