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
  • [1] Aggregated Impact of Plug-in Hybrid Electric Vehicles on Electricity Demand Profile
    Darabi, Zahra
    Ferdowsi, Mehdi
    IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2011, 2 (04) : 501 - 508
  • [2] The Temporal-spatial Stochastic Model of Plug-in Hybrid Electric Vehicles
    Jiang, He
    Ren, Hui
    Sun, Chenjun
    Watts, David
    2017 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE EUROPE (ISGT-EUROPE), 2017,
  • [3] Stochastic Modeling of Load Demand of Plug-in Hybrid Electric Vehicles Using Fuzzy Logic
    Tan, Jun
    Wang, Lingfeng
    2014 IEEE PES T&D CONFERENCE AND EXPOSITION, 2014,
  • [4] Prediction of Electricity Demand Due to PHEVs(Plug-In Hybrid Electric Vehicles) Distribution in Korea By Using Diffusion Model
    Won, Jong-Ryul
    Yoon, Yong-Beum
    Lee, Kyung-Jin
    T& D ASIA: 2009 TRANSMISSION & DISTRIBUTION CONFERENCE & EXPOSITION: ASIA AND PACIFIC, 2009, : 824 - +
  • [5] AN OPTIMIZATION MODEL FOR PLUG-IN HYBRID ELECTRIC VEHICLES
    Malikopoulos, Andreas A.
    Smith, David E.
    PROCEEDINGS OF THE ASME INTERNAL COMBUSTION ENGINE DIVISION FALL TECHNICAL CONFERENCE (ICEF), 2011, : 739 - 748
  • [6] A New Model of Charging Demand Related to Plug-in Hybrid Electric Vehicles Aggregation
    Pouladi, Jaber
    Sharifian, Mohammad Bagher Bannae
    Soleymani, Soodabeh
    ELECTRIC POWER COMPONENTS AND SYSTEMS, 2017, 45 (09) : 964 - 979
  • [7] The Role of Plug-In Hybrid Electric Vehicles in Demand Response and Beyond
    Mallette, Megan
    Venkataramanan, Giri
    2010 IEEE PES TRANSMISSION AND DISTRIBUTION CONFERENCE AND EXPOSITION: SMART SOLUTIONS FOR A CHANGING WORLD, 2010,
  • [8] Stochastic characterization of electricity energy markets including plug-in electric vehicles
    Khodakarami, Alireza
    Farahani, Hassan Feshki
    Aghaei, Jamshid
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2017, 69 : 112 - 122
  • [9] Evaluating the impact of Plug-in Hybrid Electric Vehicles on regional electricity supplies
    Hadley, Stanton W.
    2007 IREP SYMPOSIUM- BULK POWER SYSTEM DYNAMICS AND CONTROL - VII REVITALIZING OPERATIONAL RELIABLITY, VOLS 1 AND 2, 2007, : 251 - 262
  • [10] Driving Plug-In Hybrid Electric Vehicles Reports from US Drivers of Hybrid Electric Vehicles Converted to Plug-In Hybrid Vehicles
    Heffner, Reid R.
    Kurani, Kenneth S.
    Turrentine, Thomas S.
    TRANSPORTATION RESEARCH RECORD, 2009, (2139) : 38 - 45