A Scalable Stochastic Model for the Electricity Demand of Electric and Plug-In Hybrid Vehicles

被引:100
作者
Alizadeh, Mahnoosh [1 ]
Scaglione, Anna [1 ]
Davies, Jamie [2 ]
Kurani, Kenneth S. [2 ]
机构
[1] Univ Calif Davis, Dept Elect & Comp Engn, Davis, CA 95616 USA
[2] Univ Calif Davis, Inst Transportat Studies, Davis, CA 95616 USA
关键词
Electric vehicles; load forecasting; load modeling; queueing theory; statistics;
D O I
10.1109/TSG.2013.2275988
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper we propose a stochastic model, based on queueing theory, for electric vehicle (EV) and plug-in hybrid electric vehicle (PHEV) charging demand. Compared to previous studies, our model can provide 1) more accurate forecasts of the load using real-time sub-metering data, along with the level of uncertainty that accompanies these forecasts; 2) a mathematical description of load, along with the level of demand flexibility that accompanies this load, at the wholesale level. This can be useful when designing demand response and dynamic pricing schemes. Our numerical experiments tune the proposed statistics on real PHEV charging data and demonstrate that the forecasting method we propose is more accurate than standard load prediction techniques.
引用
收藏
页码:848 / 860
页数:13
相关论文
共 38 条
[1]   From Packet to Power Switching: Digital Direct Load Scheduling [J].
Alizadeh, Mahnoosh ;
Scaglione, Anna ;
Thomas, Robert J. .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2012, 30 (06) :1027-1036
[2]  
[Anonymous], P HICCS 201 IN PRESS
[3]  
[Anonymous], UCDITSRR1021
[4]  
[Anonymous], 2011, UCD-ITSRR-11-05
[5]  
[Anonymous], P ALL C
[6]  
[Anonymous], THESIS AMSTERDAM
[7]  
[Anonymous], J AM STAT ASS
[8]  
[Anonymous], 1955, Mathematical Methods in the Theory of Queuing
[9]  
[Anonymous], 2009 NAT HOUS TRAV S
[10]   THE TRANSFORMATION OF POISSON, BINOMIAL AND NEGATIVE-BINOMIAL DATA [J].
ANSCOMBE, FJ .
BIOMETRIKA, 1948, 35 (3-4) :246-254