Neural network controller for Active Demand-Side Management with PV energy in the residential sector

被引：161

作者：

Matallanas, E. ^{[1
]}

Castillo-Cagigal, M. ^{[1
]}

Gutierrez, A. ^{[1
]}

Monasterio-Huelin, F. ^{[1
]}

Caamano-Martin, E. ^{[2
]}

Masa, D. ^{[2
]}

Jimenez-Leube, J. ^{[1
]}

机构：

[1] Univ Politecn Madrid, ETSI Telecomunicac, E-28040 Madrid, Spain

[2] Univ Politecn Madrid, Inst Energia Solar, E-28040 Madrid, Spain

来源：

APPLIED ENERGY | 2012年 / 91卷 / 01期

关键词：

Demand-Side Management; Distributed energy; PV systems; Control system; Artificial Neural Network; Genetic algorithm; STORAGE; SYSTEM; BATTERIES;

D O I：

10.1016/j.apenergy.2011.09.004

中图分类号：

TE [石油、天然气工业]; TK [能源与动力工程];

学科分类号：

0807 ; 0820 ;

摘要：

In this paper, we describe the development of a control system for Demand-Side Management in the residential sector with Distributed Generation. The electrical system under study incorporates local PV energy generation, an electricity storage system, connection to the grid and a home automation system. The distributed control system is composed of two modules: a scheduler and a coordinator, both implemented with neural networks. The control system enhances the local energy performance, scheduling the tasks demanded by the user and maximizing the use of local generation. (C) 2011 Elsevier Ltd. All rights reserved.

引用

页码：90 / 97

页数：8

共 28 条

[1] Battery energy storage for load frequency control of an interconnected power system [J].

Aditya, SK ;

Das, D .

ELECTRIC POWER SYSTEMS RESEARCH, 2001, 58 (03) :179-185

[2]

[Anonymous], NEURONAL NETWORKS LE

[3]

BABU PR, 2007, 5 IEEE INT C COMP PO, P1

[4]

Castillo-Cagigal M., 2010, Proceedings of the 25th European Photovoltaic Solar Energy Conference and Exhibition and the 5th World Conference on Photovoltaic Energy Conversion, P4866

[5] PV self-consumption optimization with storage and Active DSM for the residential sector [J].

Castillo-Cagigal, M. ;

Caamano-Martin, E. ;

Matallanas, E. ;

Masa-Bote, D. ;

Gutierrez, A. ;

Monasterio-Huelin, F. ;

Jimenez-Leube, J. .

SOLAR ENERGY, 2011, 85 (09) :2338-2348

[6] A semi-distributed electric demand-side management system with PV generation for self-consumption enhancement [J].

Castillo-Cagigal, M. ;

Gutierrez, A. ;

Monasterio-Huelin, F. ;

Caamano-Martin, E. ;

Masa, D. ;

Jimenez-Leube, J. .

ENERGY CONVERSION AND MANAGEMENT, 2011, 52 (07) :2659-2666

[7] Fuzzy approach for optimal energy-management of a domestic photovoltaic panel [J].

Chaabene, Maher ;

Ben Ammar, Mohsen ;

Elhajjaji, Ahmed .

APPLIED ENERGY, 2007, 84 (10) :992-1001

[8] Direct load control using a programmable logic controller [J].

El-Amin, IM ;

Al-Ali, AR ;

Suhail, MA .

ELECTRIC POWER SYSTEMS RESEARCH, 1999, 52 (03) :211-216

[9]

*EUR COMM, 2002, 321 COM EUR COMM

[10] Modelling of solar energy potential in Nigeria using an artificial neural network model [J].

Fadare, D. A. .

APPLIED ENERGY, 2009, 86 (09) :1410-1422

← 1 2 3 →