Typification of load curves for DSM in Brazil for a smart grid environment

被引:31
作者
Macedo, Maria N. Q. [1 ]
Galo, Joaquim J. M. [1 ]
Almeida, Luiz A. L. [1 ]
Lima, Antonio C. C. [1 ]
机构
[1] Univ Fed Bahia, Fed Inst Bahia, Dept Ind Engn, Salvador, BA, Brazil
关键词
Smart grid; Demand side management; Load curve; DEMAND-SIDE MANAGEMENT; ENERGY;
D O I
10.1016/j.ijepes.2014.11.029
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];
摘要
The deployment of a smart grid environment is a worldwide trend and generates of a large volume of data. The load curve for each consumer in real time is an example of this. The challenge is the transformation of these data into useful information that may help to improve efficiency in the management, planning and operation of the power grid. The implementation of demand side management (DSM) requires an analysis of the data generated in a smart grid environment to determine which policies are most appropriate for each type of consumer. Because of the large number of customers, the application of these policies involves the selection of patterns for the load curve. This study discusses the use of DSM in a smart grid environment in Brazil and presents the simulation for creating load curve patterns using the k-means technique from the consumer data of a concessionaire for the Brazilian electric system. The result obtained in this research is the creation of the load curve patterns for selecting the policies of DSM. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:216 / 221
页数:6
相关论文
共 32 条
[1]
Electricity consumption and economic growth, the case of Lebanon [J].
Abosedra, Salah ;
Dah, Abdallah ;
Ghosh, Sajal .
APPLIED ENERGY, 2009, 86 (04) :429-432
[2]
A user-mode distributed energy management architecture for smart grid applications [J].
Alagoz, B. B. ;
Kaygusuz, A. ;
Karabiber, A. .
ENERGY, 2012, 44 (01) :167-177
[3]
ANEEL, 2012, NAT EL EN AG MAN REP
[4]
Feasibility of DSM-technology transfer to developing countries [J].
Atikol, U ;
Güven, H .
APPLIED ENERGY, 2003, 76 (1-3) :197-210
[5]
Boshell F., 2008, TRANSM DISTR C EXP L, P1, DOI [DOI 10.1109/TDC-LA.2008.4641792, 10.1109/TDC-LA.2008.4641792]
[6]
AN INTEGRATED LOAD MANAGEMENT, DISTRIBUTION AUTOMATION AND DISTRIBUTION SCADA SYSTEM FOR OLD DOMINION ELECTRIC COOPERATIVE [J].
CHAN, ML ;
CROUCH, WH .
IEEE TRANSACTIONS ON POWER DELIVERY, 1990, 5 (01) :384-390
[7]
Dhillon I, 2004, P 10 ACM KDD C
[8]
Visualizing energy consumption activities as a tool for making everyday life more sustainable [J].
Ellegard, Kajsa ;
Palm, Jenny .
APPLIED ENERGY, 2011, 88 (05) :1920-1926
[9]
The impact of informational feedback on energy consumption-A survey of the experimental evidence [J].
Faruqui, Ahmad ;
Sergici, Sanem ;
Sharif, Ahmed .
ENERGY, 2010, 35 (04) :1598-1608
[10]
Criteria for smart grid deployment in Brazil by applying the Delphi method [J].
Galo, Joaquim J. M. ;
Macedo, Maria N. Q. ;
Almeida, Luiz A. L. ;
Lima, Antonio C. C. .
ENERGY, 2014, 70 :605-611