Real-Time Distributed Control for Smart Electric Vehicle Chargers: From a Static to a Dynamic Study

被引:58
作者
Ardakanian, Omid [1 ]
Keshav, Srinivasan [1 ]
Rosenberg, Catherine [2 ]
机构
[1] Univ Waterloo, Cheriton Sch Comp Sci, Waterloo, ON N2L 3G1, Canada
[2] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G1, Canada
关键词
Distributed algorithms; electric vehicles; optimal control; ALGORITHM; FAIRNESS;
D O I
10.1109/TSG.2014.2327203
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
At high penetrations, uncontrolled electric vehicle (EV) charging has the potential to cause line and transformer congestion in the distribution network. Instead of upgrading components to higher nameplate ratings, we investigate the use of real-time control to limit EV load to the available capacity in the network. Inspired by rate control algorithms in computer networks such as TCP, we design a measurement-based, real-time, distributed, stable, efficient, and fair charging algorithm using the dual-decomposition approach. We show through extensive numerical simulations and power flow analysis on a test distribution network that this algorithm operates successfully in both static and dynamic settings, despite changes in home loads and the number of connected EVs. We find that our algorithm rapidly converges from large disturbances to a stable operating point. We show that in a test setting, for an acceptable level of overload, only 70 EVs could be fully charged without control, whereas up to around 700 EVs can be fully charged using our control algorithm. This compares well with the maximum supportable population of approximately 900 EVs. Our work also provides engineering guidelines for choosing the control parameters and setpoints in a distribution network.
引用
收藏
页码:2295 / 2305
页数:11
相关论文
共 26 条
[1]   Optimal decentralized charging control algorithm for electrified vehicles connected to smart grid [J].
Ahn, Changsun ;
Li, Chiao-Ting ;
Peng, Huei .
JOURNAL OF POWER SOURCES, 2011, 196 (23) :10369-10379
[2]  
[Anonymous], P IEEE POW EN SOC GE
[3]  
Ardakanian O., 2012, Performance Evaluation Review, V40, P38
[4]  
Ardakanian O., 2013, CS201320 U WAT
[5]  
Ardakanian O., 2011, P ACM SIGCOMM GREEN
[6]  
Ardakanian O., P E EN 13 ACM, P101
[7]  
Bertsekas D.P., 1989, PARALLEL DISTRIBUTED
[8]   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
[9]   Real-Time Coordination of Plug-In Electric Vehicle Charging in Smart Grids to Minimize Power Losses and Improve Voltage Profile [J].
Deilami, Sara ;
Masoum, Amir S. ;
Moses, Paul S. ;
Masoum, Mohammad A. S. .
IEEE TRANSACTIONS ON SMART GRID, 2011, 2 (03) :456-467
[10]   A Distributed Demand Response Algorithm and Its Application to PHEV Charging in Smart Grids [J].
Fan, Zhong .
IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (03) :1280-1290