Day-Ahead Dispatch of Distribution Feeders Considering Temporal Uncertainties of PEVs

被引:0
作者
Mehboob, Nafeesa [1 ]
Canizares, Claudio [1 ]
Rosenberg, Catherine [1 ]
机构
[1] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON, Canada
来源
2015 IEEE EINDHOVEN POWERTECH | 2015年
关键词
Electric vehicles; distribution feeder dispatch; genetic algorithms; smart grids; uncertainty; BOOTSTRAP;
D O I
暂无
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
This paper presents an approach to dispatch taps of Load Tap Changing (LTC) transformers, switched capacitors and Plug-in Electric Vehicle (PEV) charging in distribution feeders to minimize feeder daily peak demand, using a nonparametric Bootstrap technique, an alternative to Monte Carlo Simulations (MCS), to account for the PEV charging temporal uncertainties. From an initial sample of independent observations generated using a deterministic Genetic Algorithm (GA)-based optimization framework, Bootstrap samples are generated, which yield an estimate of the mean daily system peak demand, and the hourly tap, capacitor and PEV charging schedules. The proposed technique is applied to a distribution feeder model of an actual primary feeder in Ontario, considering a significant PEV charging penetration level. The results for an actual distribution feeder show the feasibility of the proposed approach, with a significant reduction of computational burden with respect to an MCS approach while still using a global search technique, which yields adequate tap and capacitor daily schedules for a Local Distribution Company (LDC) that properly accounts for PEV charging uncertainties.
引用
收藏
页数:6
相关论文
共 27 条
  • [1] [Anonymous], IEEE POW EN SOC GEN
  • [2] [Anonymous], 2010, SMALL SAMPLE INFEREN
  • [3] [Anonymous], DISTR CUST COND SERV
  • [4] [Anonymous], 2013, P INT C FUT EN SYST
  • [5] [Anonymous], 1993, INTRO BOOTSTRAP
  • [6] [Anonymous], ONT ACT PLAN PULG IN
  • [7] Spatial and Temporal Model of Electric Vehicle Charging Demand
    Bae, Sungwoo
    Kwasinski, Alexis
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (01) : 394 - 403
  • [8] Determination of Transmission Reliability Margin Using Parametric Bootstrap Technique
    bin Othman, Muhammad Murtadha
    Mohamed, Azah
    Hussain, Aini
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2008, 23 (04) : 1689 - 1700
  • [9] 1977 RIETZ LECTURE - BOOTSTRAP METHODS - ANOTHER LOOK AT THE JACKKNIFE
    EFRON, B
    [J]. ANNALS OF STATISTICS, 1979, 7 (01) : 1 - 26
  • [10] Epstein, 2003, BOOTSTRAP METHODS PE