A scalable stochastic model for the electricity demand of electric and plug-in hybrid vehicles

IEEE Transactions on Smart Grid

Volumn 5, Issue 2, 2014, Pages 848-860

  Alizadeh, Mahnoosh ^a   Scaglione, Anna ^a   Davies, Jamie ^b   Kurani, Kenneth S ^b  

^a University of California Davis   (United States)

^b UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Electric vehicles; load forecasting; load modeling; queueing theory; statistics

Indexed keywords

CHARGING DEMANDS; ELECTRICITY DEMANDS; FORECASTING METHODS; LOAD FORECASTING; LOAD MODELING; MATHEMATICAL DESCRIPTIONS; NUMERICAL EXPERIMENTS; PLUGIN HYBRID ELECTRIC VEHICLES (PHEV);

ELECTRIC LOAD FORECASTING; ELECTRIC VEHICLES; NUMERICAL METHODS; QUEUEING THEORY; STATISTICS;

FORECASTING;

EID: 84897602494     PISSN: 19493053     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSG.2013.2275988     Document Type: Article

References (38)

1. J. Axsen et al., "Plug-in hybrid vehicle ghg impacts in california: Integrating consumer-informed recharge profiles with an electricity-dispatch model," Energy Policy, vol. 39, no. 3, pp. 1617-1629, 2011.
2. R. Green, L. Wang, and M. Alam, "The impact of plug-in hybrid electric vehicles on distribution networks: A review and outlook," Renewable Sustain. Energy Rev., vol. 15, no. 1, pp. 544-553, 2011.
3. S. Schneider, R. Bearman, H. McDermott, X. Xu, S. Benner, and K. Huber, "An assessment of the price impacts of electric vehicles on the PJM market," A Joint Study by PJM and Better Place, May 2011.
4. N. DeForest et al., "Impact of widespread electric vehicle adoption on the electrical utility business threats and opportunities," Center for Entrepreneurship and Technology (CET) Technical Brief, Aug. 2009.
5. K. Clement-Nyns, E. Haesen, and J. Driesen, "The impact of charging plug-in hybrid electric vehicles on a residential distribution grid," IEEE Trans. Power Syst., vol. 25, no. 1, pp. 371-380, Feb. 2010.
6. G. Putrus, P. Suwanapingkarl, D. Johnston, E. Bentley, and M. Narayana, "Impact of electric vehicles on power distribution networks," in Proc. IEEE VPPC, Sep. 2009, pp. 827-831.
7. D. Wu, D. Aliprantis, and K. Gkritza, "Electric energy and power consumption by light-duty plug-in electric vehicles," IEEE Trans. Power Syst., vol. 26, no. 2, pp. 738-746, May 2011.
8. J. Taylor, A. Maitra, M. Alexander, D. Brooks, and M. Duvall, "Evaluation of the impact of plug-in electric vehicle loading on distribution system operations," in Proc. IEEE PES GM, Jul. 2009, pp. 1-6.
9. G. Li and X.-P. Zhang, "Modeling of plug-in hybrid electric vehicle charging demand in probabilistic power flow calculations," IEEE Trans. Smart Grid, vol. 3, no. 1, pp. 492-499, Mar. 2012.
10. M. Alizadeh, A. Scaglione, and Z. Wang, "On the impact of smartgrid metering infrastructure on load forecasting," in Proc. Allerton Conf., 2010.
11. K. Kurani et al., "Learning from consumers: Plug-in hybrid electric vehicle (PHEV) demonstration and consumer education, outreach, market research program, volumes I and II," Institute of Transportation Studies, UC Davis, Res. Rep. UCD-ITS-RR-10-21, 2010.
12. Y. Xu and F. Pan, "Scheduling for charging plug-in hybrid electric vehicles," in Proc. IEEE 51st Annu. Conf. Decision Control (CDC), Dec. 2012, pp. 2495-2501.
13. S. Chen, Y. Ji, and L. Tong, "Deadline scheduling for large scale charging of electric vehicles with renewable energy," in Proc. IEEE 7th Sensor Array Multichannel Signal Process. Workshop (SAM), Jun. 2012, pp. 13-16.
14. K. Mets, T. Verschueren, W. Haerick, C. Develder, and F. De Turck, "Optimizing smart energy control strategies for plug-in hybrid electric vehicle charging," in Proc. IEEE/IFIP Netw. Oper. Manage. Symp. Workshops (NOMS Wksps), Apr. 2010, pp. 293-299.
15. S. Han, S. Han, and K. Sezaki, "Development of an optimal vehicle-togrid aggregator for frequency regulation," IEEE Trans. Smart Grid, vol. 1, no. 1, pp. 65-72, Jun. 2010.
16. M. Alizadeh, T.-H. Chang, and A. Scaglione, "On modeling and marketing the demand flexibility of deferrable loads at the wholesale level," in Proc. HICCS 2013, to be published.
17. S. G. Eick, W. A. Massey, and W. Whitt, "The physics of the Mt/G/infty Queue," Oper. Res., vol. 41, no. 4, pp. 731-742, 1993.
18. C. Palm, Intensity Variations in Telephone Traffic. Amsterdam, The Netherlands: North Holland, 1988, book edition of Ph.D. thesis of 1943.
19. A. Khinchin, Mathematical Methods in the Theory of Queueing. London, U.K.: Griffin, 1955.
20. S. W. Hadley and A.A. Tsvetkova, "Potential impacts of plug-in hybrid electric vehicles on regional power generation," Electricity J. vol. 22, no. 10, pp. 56-68, 2009 [Online]. Available: http://www.sciencedirect.com/ science/article/pii/S104061900900267X
21. J. Weinberg, L. D. Brown, and J. R. Stroud, "Bayesian forecasting of an inhomogeneous Poisson process with applications to call center data. to appear," J. Amer. Stat. Assoc., 2007.
22. D. Matteson, M. McLean, D. Woodard, and S. Henderson, "Forecasting emergency medical service call arrival rates," Ann. Appl. Stat., vol. 5, no. 2B, pp. 1379-1406, 2011.
23. L. Brown, N. Gans, A. Mandelbaum, A. Sakov, H. Shen, S. Zeltyn, and L. Zhao, Statistical Analysis of a Telephone Call Center: A Queueing-Science Perspective Tech. Rep., Novemer.
24. H. Shen and J. Z. Huang, "Interday forecasting and intraday updating of call center arrivals," Manuf. Service Oper. Manage., vol. 10, pp. 391-410, Jul. 2008.
25. G. Box, G. Jenkins, and G. Reinsel, Time Series Analysis, Forecasting and Control, ser. Wiley Series in Probability and Statistics, 4th ed. Hoboken, NJ, USA: Wiley, 2008.
26. F. J. Anscombe, "The transformation of Poisson, binomial and negative-binomial data," Biometrika, vol. 35, no. 3/4, 1948.
27. S. M. Kay, Fundamentals of Statistical Signal Processing: Estimation Theory. Upper Saddle River, NJ, USA: Prentice-Hall, 1993.
28. G. Welch and G. Bishop, "An introduction to the Kalman filter," [Online]. Available: http://www.cs.unc.edu/~welch/media/pdf/kalman-intro.pdf 1995
29. A. P. Dempster, N. M. Laird, and D. B. Rubin, "Maximum likelihood from incomplete data via the em algorithm," J. Roy. Stat. Soc. B, vol. 39, no. 1, pp. 1-38, 1977.
30. B. Yang, "Projection approximation subspace tracking," IEEE Trans. Signal Process., vol. 43, no. 1, pp. 95-107, Jan. 1995.
31. M. Alizadeh, A. Scaglione, and R. Thomas, "From packet to power switching:Digital direct load scheduling," IEEE J. Sel. Areas Commun. (Special Issue on Smart Grid Communications), vol. 30, no. 6, pp. 1027-1036, Jul. 2012.
32. U.S. Dept. Transportation, Federal Highway Administration, "2009 national household travel survey" [Online]. Available: http://nhts.ornl.gov
33. T. Turrentine, D. Garas, A. Lentz, and J. Woodjack, "The UC Davis MINI E consumer study," Inst. Transportation Studies, Univ. California, Davis, Res. Rep. UCD-ITS-RR-11-05, 2011.
34. M. Kintner-Meyer, K. Schneider, and R. Pratt, "Impacts assessment of plug-in hybrid vehicles on electric utilities and regional U.S. power grids, part 1: Technical analysis,", 2007.
35. G. A. Barnard, "Time intervals between accidents: A note on Maguire, Pearson and Wynn's paper," Biometrika, vol. 40, pp. 212-213, 1953.
36. P. A. W. Lewis, "Some results on tests for Poisson processes," Biometrika, vol. 52, no. 1/2, pp. 67-77, 1965.
37. G. Gross and F. Galiana, "Short-term load forecasting," Proc. IEEE, vol. 75, no. 12, pp. 1558-1573, Dec. 1987.
38. J. W. Taylor, "Triple seasonal methods for short-term electricity demand forecasting," Eur. J. Oper. Res., vol. 204, no. 1, pp. 139-152, 2010.