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

被引:97
|
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 50 条
  • [31] Plug-in hybrid electric vehicles in the smart grid environment: an economic model of load management by demand response
    Poudineh, R.
    2ND EUROPEAN ENERGY CONFERENCE, 2012, 33
  • [32] Evaluating plug-in vehicles (plug-in hybrid and battery electric vehicles) using standard dynamometer protocols
    Duoba, Michael
    Lohse-Busch, Henning
    Rask, Eric
    World Electric Vehicle Journal, 2012, 5 (01): : 196 - 209
  • [33] Connecting plug-in vehicles with green electricity through consumer demand
    Axsen, Jonn
    Kurani, Kenneth S.
    ENVIRONMENTAL RESEARCH LETTERS, 2013, 8 (01):
  • [34] A Dynamic Stochastic Optimization for Recharging Plug-In Electric Vehicles
    Liu, Siyan
    Etemadi, Atnir H.
    IEEE TRANSACTIONS ON SMART GRID, 2018, 9 (05) : 4154 - 4161
  • [35] Impact of Plug-in Electric-Vehicles Penetration on Electricity Demand, Prices and Thermal Generation Dispatch
    Villar, Jose
    Diaz, Cristian A.
    Arnau, Jose
    Alberto Campos, Faco
    2012 9TH INTERNATIONAL CONFERENCE ON THE EUROPEAN ENERGY MARKET (EEM), 2012,
  • [36] Impact of SiC Devices on Hybrid Electric and Plug-In Hybrid Electric Vehicles
    Zhang, Hui
    Tolbert, Leon M.
    Ozpineci, Burak
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2011, 47 (02) : 912 - 921
  • [37] A Comparison of Hybrid Electric Vehicles with Plug-In Hybrid Electric Vehicles for End Customer Deliveries
    Doppstadt, Christian
    OPERATIONS RESEARCH PROCEEDINGS 2015, 2017, : 251 - 257
  • [38] Impact of SiC Devices on Hybrid Electric and Plug-in Hybrid Electric Vehicles
    Zhang, Hui
    Tolbertz, Leon M.
    Ozpineci, Burak
    2008 IEEE INDUSTRY APPLICATIONS SOCIETY ANNUAL MEETING, VOLS 1-5, 2008, : 359 - +
  • [39] Model Predictive Control of Plug-In Hybrid Electric Vehicles Using for Commuting
    Yu, Kaijiang
    Kawabe, Taketoshi
    Liang, Qing
    2015 54TH ANNUAL CONFERENCE OF THE SOCIETY OF INSTRUMENT AND CONTROL ENGINEERS OF JAPAN (SICE), 2015, : 1453 - 1458
  • [40] Control Analysis and Thermal Model Development for Plug-In Hybrid Electric Vehicles
    Kim, Namwook
    Jeong, Jongryeol
    Rousseau, Aymeric
    Lohse-Busch, Henning
    SAE INTERNATIONAL JOURNAL OF ALTERNATIVE POWERTRAINS, 2015, 4 (02) : 260 - 268