Global against divided optimization for the participation of an EV aggregator in the day-ahead electricity market. Part I: Theory

被引:68
作者
Bessa, R. J. [1 ]
Matos, M. A. [1 ]
机构
[1] Univ Porto, FEUP Fac Engn, INESC TEC INESC Technol & Sci, Oporto, Portugal
关键词
Electric vehicles; Aggregator; Electricity market; Forecasting; Optimization; Operational management; TIME-SERIES; VEHICLES; POWER;
D O I
10.1016/j.epsr.2012.08.007
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 addresses the bidding problem faced by an electric vehicles (EV) aggregation agent when participating in the day-ahead electrical energy market. Two alternative optimization approaches, global and divided, with the same goal (i.e. solve the same problem) are described. The difference is on how information about EV is modeled. The global approach uses aggregated values of the EV variables and the optimization model determines the bids exclusively based on total values. The divided approach uses individual information from each EV. In both approaches, statistical forecasting methods are formulated for the EV variables. After the day-ahead bidding, a second phase (named operational management) is required for mitigating the deviation between accepted bids and consumed electrical energy for EV charging. A sequential linear optimization problem is formulated for minimizing the deviation costs. This chain of algorithms provides to the EV aggregation agent a pathway to move to the smart-grid paradigm where load dispatch is a possibility. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:309 / 318
页数:10
相关论文
共 34 条
[1]   Integrating private transport into renewable energy policy: The strategy of creating intelligent recharging grids for electric vehicles [J].
Andersen, Poul H. ;
Mathews, John A. ;
Rask, Morten .
ENERGY POLICY, 2009, 37 (07) :2481-2486
[2]  
[Anonymous], 2006, Generalized additive models: an introduction with R. Chapman and Hall/CRC
[3]  
[Anonymous], 1993, INTRO BOOTSTRAP
[4]  
[Anonymous], 2012, R LANG ENV STAT COMP
[5]  
[Anonymous], 2008, Time Series Analysis
[6]  
[Anonymous], 1983, Generalized Linear Models
[7]  
Bessa R.J, ELECT POWER IN PRESS
[8]   Optimized Bidding of a EV Aggregation Agent in the Electricity Market [J].
Bessa, Ricardo J. ;
Matos, Manuel A. ;
Soares, Filipe Joel ;
Pecas Lopes, Joao A. .
IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (01) :443-452
[9]   Economic and technical management of an aggregation agent for electric vehicles: a literature survey [J].
Bessa, Ricardo J. ;
Matos, Manuel A. .
EUROPEAN TRANSACTIONS ON ELECTRICAL POWER, 2012, 22 (03) :334-350
[10]  
Binding C., 2010, P IEEE POW EN SOC GM