Benchmarking a Car-Originated-Signal Approach for Real-Time Electric Vehicle Charging Control

被引:0
作者
del Razo, Victor [1 ]
Goebel, Christoph [1 ]
Jacobsen, Hans-Arno [1 ]
机构
[1] Tech Univ Munich, Dept Comp Sci, D-80290 Munich, Germany
来源
2014 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE (ISGT) | 2014年
关键词
Electric vehicles; energy management; optimization; smart grids; solar energy;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose and benchmark a new approach for electric vehicle charging control to match arbitrary power profiles. The approach enables vehicles to compute signals reflecting their need for charge and willingness to supply power. An aggregator collects these signals and implements the control with minor computational effort. We benchmark our approach against a centralized optimization, focusing on the trade-off between objective fulfillment and solving time. For the evaluation, we aim at load leveling in a distribution network with high amounts of solar generation. The scenario is based on electricity demand, solar generation, and car mobility data from Munich, Germany. Our results show that the proposed approach achieves relatively good performance, even for large EV fleets, at a low computational cost. Our approach can be generalized to different loads and objectives and could enable new business models for aggregators.
引用
收藏
页数:5
相关论文
共 13 条
  • [1] [Anonymous], 2013, MATL R2013A
  • [2] [Anonymous], IEEE T POWER SYST
  • [3] Boyd S., 2004, CONVEX OPTIMIZATION, VFirst, DOI DOI 10.1017/CBO9780511804441
  • [4] The Impact of Charging Plug-In Hybrid Electric Vehicles on a Residential Distribution Grid
    Clement-Nyns, Kristien
    Haesen, Edwin
    Driesen, Johan
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2010, 25 (01) : 371 - 380
  • [5] Provision of Load Frequency Control by PHEVs, Controllable Loads, and a Cogeneration Unit
    Galus, Matthias D.
    Koch, Stephan
    Andersson, Goeran
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2011, 58 (10) : 4568 - 4582
  • [6] Using ICT-Controlled Plug-in Electric Vehicles to Supply Grid Regulation in California at Different Renewable Integration Levels
    Goebel, Christoph
    Callaway, Duncan S.
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (02) : 729 - 740
  • [7] Optimal Scheduling for Charging and Discharging of Electric Vehicles
    He, Yifeng
    Venkatesh, Bala
    Guan, Ling
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (03) : 1095 - 1105
  • [8] I. Gurobi Optimization, 2013, GUR OPT REF MAN
  • [9] infas & DLR, 2010, MID 2008 MOB DEUTSCH
  • [10] Lofberg J., 2004, PROC IEEE INT S COMP