A Multi-Agent System Architecture for Smart Grid Management and Forecasting of Energy Demand in Virtual Power Plants

被引：140

作者：

Hernandez, Luis

Baladron, Carlos ^{[1
]}

Aguiar, Javier M. ^{[1
]}

Carro, Belen ^{[1
]}

Sanchez-Esguevillas, Antonio ^{[1
]}

Lloret, Jaime ^{[2
]}

Chinarro, David ^{[3
]}

Gomez-Sanz, Jorge J. ^{[4
]}

Cook, Diane ^{[5
]}

机构：

[1] Univ Valladolid, E-47002 Valladolid, Spain

[2] Univ Politecn Valencia, Valencia, Spain

[3] Univ San Jorge, Zaragoza, Spain

[4] Univ Complutense Madrid, E-28040 Madrid, Spain

[5] Washington State Univ, Sch Elect Engn & Comp Sci, Pullman, WA 99164 USA

来源：

IEEE COMMUNICATIONS MAGAZINE | 2013年 / 51卷 / 01期

关键词：

CHALLENGES; SECURITY;

D O I：

10.1109/MCOM.2013.6400446

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：

Recent technological advances in the power generation and information technologies areas are helping to change the modern electricity supply system in order to comply with higher energy efficiency and sustainability standards. Smart grids are an emerging trend that introduce intelligence in the power grid to optimize resource usage. In order for this intelligence to be effective, it is necessary to retrieve enough information about the grid operation together with other context data such as environmental variables, and intelligently modify the behavior of the network elements accordingly. This article presents a multi-agent system model for virtual power plants, a new power plant concept in which generation no longer occurs in big installations, but is the result of the cooperation of smaller and more intelligent elements. The proposed model is not only focused on the management of the different elements, but includes a set of agents embedded with artificial neural networks for collaborative forecasting of disaggregated energy demand of domestic end users, the results of which are also shown in this article.

引用

页码：106 / 113

页数：8

共 14 条

[1] User-driven context aware creation and execution of home care applications [J].