Aggregation model-based optimization for electric vehicle charging strategy

IEEE Transactions on Smart Grid

Volumn 4, Issue 2, 2013, Pages 1058-1066

  Zheng, Jinghong ^a   Wang, Xiaoyu ^b   Men, Kun ^c   Zhu, Chun ^d   Zhu, Shouzhen ^a  

^a TSINGHUA UNIVERSITY   (China)

^b CARLETON UNIVERSITY   (Canada)

^c ELECTRIC POWER RESEARCH INSTITUTE   (China)

^d MICROSOFT   (United States)

Author keywords

Aggregation model; electric vehicle; optimal charging; parameter estimation; stochastic distribution

Indexed keywords

AGGREGATION MODEL; CHARGING STRATEGIES; ELECTRIC VEHICLE CHARGING; ELECTRIC VEHICLES (EVS); MODEL BASED OPTIMIZATION; OPTIMAL CHARGING; OPTIMIZATION METHOD; STOCHASTIC DISTRIBUTION;

ELECTRIC CHARGE; ELECTRIC VEHICLES; OPTIMIZATION; PARAMETER ESTIMATION; STOCHASTIC SYSTEMS;

STOCHASTIC MODELS;

EID: 84878266226     PISSN: 19493053     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSG.2013.2242207     Document Type: Article

References (40)

1. S. Shao, M. Pipattanasomporn, and S. Rahman, "Challenges of PHEV penetration to the residential distribution network," in Proc. 2009 IEEE Power Energy Soc. Gen. Meet., Calgary, AB, Canada, Jul. 2009, pp. 1-8.
2. L. Dow, M. Marshall, L. Xu, J. R. Aguero, and H. L. Willis, "A novel approach for evaluating the impact of electric vehicles on the power distribution system," in Proc. 2010 IEEE Power Energy Soc. Gen. Meet., Minneapolis, MN, USA, Jul. 25-29, 2010, pp. 1-6.
3. K. Qian, C. Zhou, M. Allan, and Y. Yuan, "Modeling of load demand due to EV battery charging in distribution systems," IEEE Trans. Power Syst., vol. 26, no. 2, pp. 802-810, May 2011.
4. 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. 2009 IEEE Power Energy Soc. Gen. Meet., Calgary, AB, Canada, Jul. 2009, pp. 1-6.
5. G. Capizzi, F. Bonanno, and G. M. Tina, "Recurrent neural network-based modeling and simulation of lead-acid batteries charge-discharge," IEEE Trans. Energy Convers., vol. 26, no. 1, pp. 435-443, Mar. 2011.
6. J. Jang and J. Yoo, "Equivalent circuit evaluation method of lithium polymer battery using bode plot and numerical analysis," IEEE Trans. Energy Convers., vol. 26, no. 1, pp. 290-298, Mar. 2011.
7. C. R. Gould, C. M. Bingham, D. A. Stone, and P. Bentley, "New battery model and state-of-health determination through subspace parameter estimation and state-observer techniques," IEEE Trans. Veh. Technol., vol. 58, no. 8, pp. 3905-3916, Oct. 2009.
8. Z. M. Salameh, M. A. Casacca, and W. A. Lynch, "A mathematical model for lead-acid batteries," IEEE Trans. Energy Convers., vol. 7, no. 1, pp. 93-98, Mar. 1992.
9. M. Casacca and Z. M. Salameh, "Determination of lead-acid battery capacity via mathematical modeling techniques," IEEE Trans. Energy Convers., vol. 7, no. 3, pp. 442-446, Sep. 1992.
10. C. M. Shepherd, "Design of primary and secondary cells-Part 2 an equation describing battery discharge," J. Electrochem. Soc., vol. 112, no. 7, pp. 657-664, July 1965.
11. O. Tremblay, L. A. Dessaint, and A. I. Dekkiche, "A generic battery model for the dynamic simulation of hybrid electric vehicles," in Proc. 2007 IEEE Veh. Power Propulsion Conf., pp. 284-289.
12. Matlab R2009b Help Document: Battery-Implement Generic Battery Model version 7.9.0.529 (R2009b), The Mathworks, Inc. Natick, MA, USA, Aug. 12, 2009.
13. E. Sortomme and M. A. El-Sharkawi, "Optimal charging strategies for unidirectional vehicle-to-grid," IEEE Trans. Smart Grid, vol. 2, no. 1, pp. 131-138, Mar. 2011.
14. N. Rotering and M. Ilic, "Optimal charge control of plug-in hybrid electric vehicles in deregulated electricity markets," IEEE Trans. Power Syst., vol. 26, no. 3, pp. 1021-1029, Aug. 2011.
15. W. Su and M. Y. Chow, "Performance evaluation of an EDA-based large-scale plug-in hybrid electric vehicle charging algorithm," IEEE Trans. Smart Grid, to be published.
16. C. Guille and G. Gross, "The integration of PHEV aggregation into a power system with wind resources," in Proc. Bulk Power Syst. Dyn. Control Symp., Aug. 1-6, 2010, pp. 1-9.
17. P. T. Staats, W. M. Grady, A. Arapostathis, and R. S. Thallam, "A statistical method for predicting the net harmonic currents generated by a concentration of electric vehicle battery chargers," IEEE Trans. Power Del., vol. 12, no. 3, pp. 1258-1266, Jul. 1997.
18. M. S. W. Chan, K. T. Chau, and C. C. Chan, "Modeling of electric vehicle chargers," in Proc. 24th Annu. Conf. IEEE Ind. Electron. Soc. (IECON'98), vol. 1, pp. 433-438.
19. M. Etezadi-Amoli, K. Choma, and J. Stefani, "Rapid-charge electric-vehicle stations," IEEE Trans. Power Del., vol. 25, no. 3, pp. 1883-1887, Jul. 2010.
20. H. M. Zhang, Y. K. Sun, and Y. H. Huang, "Research of 60 v/3 kW lithium power and its charge circuit based on DSP," Power Supply Technol. and Its Appl., no. 11, pp. 143-149, 2007.
21. C. Y. Xia, K. Liu, and Y. Guo, "Implementation of a bi-directional dc/dc converter in the electric vehicle," Power Electron., vol. 40, no. 1, pp. 70-72, 2006.
22. O. Tremblay and L. A. Dessaint, "Experimental validation of a battery dynamic model for EV applications," World Elect. Veh. J., vol. 3, May 13-16, 2009, EVS24, Stavanger, Norway.
23. D. Y. Yu, H. L. Huang, M. Lei, X. Lin, B. Zhang, and X. S. Han, "CO2 reduction benefit by coordinated dispatch of electric vehicle charging and wind power," Autom. Elect. Power Syst., vol. 36, no. 10, pp. 14-18, 2012.
24. Nevfocus, New Energy Vehicle Database: BYD E6 [Online]. Available: http://www.zzjjw.com.cn/a/database/chun-diandong/2010/0609/171.html
25. C. Farkas, K. I. Szabó, and L. Prikler, "Impact assessment of electric vehicle charging on a LV distribution system," in Proc. 3rd Int. Youth Conf. Energetics, Leiria, Portugal, Jun. 7-9, 2011.
26. E. Munoz and E. Ruspini, "Using fuzzy queuing theory to analyze the impact of electric vehicles on power networks," in Proc. WCCI 2012 IEEE World Congr. Comput. Intell., Brisbane, Australia, Jun. 10-15, 2012.
27. M. P. Qian, J. Ye, and S. T. Xiao, Stochastic Mathematics. Beijing, China: Higher Education Press, 2004, pp. 100-114.
28. M. Shahriari and M. Farrokhi, "State of health estimation of vrla batteries using fuzzy logic," in Proc. Electr. Eng. (ICEE) 2010 18th Iranian Conf., May 11-13, 2010.
29. L. Ljung, System Identification: Theory for the User, 2nd ed. Upper Saddle River, NJ, USA: Prentice-Hall PTR, 1999, pp. 203-234.
30. J. Nocedal and S. J. Wright, Numerical Optimization. New York: Springer, 1999, pp. 100-131, 259-266.
31. D. P. Mandic, "A generalized normalized gradient descent algorithm," IEEE Signal Process. Lett., vol. 11, no. 2, pp. 115-118, Feb. 2004.
32. S. C. NG, S. H. Leung, C. Y. Chung, A. Luk, and W. H. Lau, "The genetic search approach. A new learning algorithm for adaptive IIR filtering," IEEE SignalProcess. Mag., vol. 13, no. 6, pp. 38-46, Nov. 1996. (Pubitemid 126518982)
33. J. A. Vasconcelos, J. A. Ramírez, R. H. C. Takahashi, and R. R. Sal-danha, "Improvements in genetic algorithms," IEEE Trans. Magn., vol. 37, no. 5, pp. 3414-3417, Sep. 2001. (Pubitemid 33006028)
34. A. E. Eiben, R. Hinterding, and Z. Michalewicz, "Parameter control in evolutionary algorithms," IEEE Trans. Evol. Comput., vol. 3, no. 2, pp. 124-141, Jul. 1999.
35. Matlab R2009b Help Document: Genetic Algorithm and Direct Search Toolbox version 7.9.0.529 (R2009b), The Mathworks, Inc. Natick, MA, USA, Aug. 12, 2009.
36. D. Westermann, M. Agsten, and S. Schlegel, "Empirical bev model for power flow analysis and demand side management purposes," in Proc. Int. Symp. Modern Elect. Power Syst. (MEPS), Wroclaw, Poland, Sept. 20-22, 2010, pp. 1-6.
37. M. Agsten, M. Ifland, S. Schlegel, and D. Westermann, "Utilizing battery electric and plug-in hybrids for smart grid operation techniques," inProc. 2011 IEEE Power Energy Soc. Gen. Meet., Detroit, MI, USA, Jul. 24-29, 2011, pp. 1-5.
38. M. Agsten, S. Schlegel, and D. Westermann, "On the optimization of the load of electric vehicles," inProc. 18thIFAC WorldCongr., Milano, Italy, Aug. 28-Sep. 2 2011, pp. 13673-13678.
39. C. Huston, G. K. Venayagamoorthy, and K. A. Corzine, "Intelligent scheduling of hybrid and electric vehicle storage capacity in a parking lot for profit maximization in grid power transactions," in Proc. IEEE Energy 2030 Conf., Atlanta, GA, USA, Nov. 17-18, 2008, pp. 1-8.
40. A. Y. Saber and G. K. Venayagamoorthy, "Optimization of vehicle-to-grid scheduling in constrained parking lots," inProc. 2009 IEEE Power Energy Soc. Gen. Meet. (PES'09), Calgary, AB, Canada, Jul. 26-30, 2009, pp. 1-8.