A Scalable Three-Step Approach for Demand Side Management of Plug-in Hybrid Vehicles

被引:165
作者
Vandael, Stijn [1 ]
Claessens, Bert [2 ]
Hommelberg, Maarten [2 ]
Holvoet, Tom [1 ]
Deconinck, Geert [3 ]
机构
[1] Katholieke Univ Leuven, Dept Comp Sci, B-3001 Louvain, Belgium
[2] Res Inst VITO, Dept Energy, B-2400 Mol, Belgium
[3] Katholieke Univ Leuven, Dept Elect Engn, B-3001 Louvain, Belgium
关键词
Demand side management; market-based control; plug-in hybrid electric vehicles;
D O I
10.1109/TSG.2012.2213847
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 present a scalable approach for DSM (demand side management) of PHEVs (plug-in hybrid electric vehicles). Essentially, our approach consists of three steps: aggregation, optimization, and control. In the aggregation step, individual PHEV charging constraints are aggregated upwards in a tree structure. In the optimization step, the aggregated constraints are used for scalable computation of a collective charging plan, which minimizes costs for electricity supply. In the real-time control step, this charging plan is used to create an incentive signal for all PHEVs, determined by a market-based priority scheme. These three steps are executed iteratively to cope with uncertainty and dynamism. In simulation experiments, the proposed three-step approach is benchmarked against classic, fully centralized approaches. Results show that our approach is able to charge PHEVs with comparable quality to optimal, centrally computed charging plans, while significantly improving scalability.
引用
收藏
页码:720 / 728
页数:9
相关论文
共 14 条
[1]   Adaptive Stochastic Control for the Smart Grid [J].
Anderson, Roger N. ;
Boulanger, Albert ;
Powell, Warren B. ;
Scott, Warren .
PROCEEDINGS OF THE IEEE, 2011, 99 (06) :1098-1115
[2]  
[Anonymous], 2007, WILEY SERIES PROBABI
[3]  
[Anonymous], 2005, LIGHT RES PROGR PROJ
[4]  
[Anonymous], 2011, WORLD ENERGY OUTLOOK
[5]  
[Anonymous], 2000, Numerical Optimization
[6]   The Impact of Charging Plug-In Hybrid Electric Vehicles on a Residential Distribution Grid [J].
Clement-Nyns, Kristien ;
Haesen, Edwin ;
Driesen, Johan .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2010, 25 (01) :371-380
[7]  
Galus M.D., 2010, IEEE Power and Energy Society General Meeting, Minneapolis, MN, P1
[8]  
Jinbiao Xu, 2011, 2011 IEEE Second International Conference on Smart Grid Communications (SmartGridComm 2011), P279, DOI 10.1109/SmartGridComm.2011.6102333
[9]  
Kok K., 2009, INTELLIGENT SYSTEMS
[10]  
Meisel S., 2011, OPERATIONS RES COMPU