Cooperative home energy management using batteries for a photovoltaic system considering the diversity of households

被引:64
作者
Iwafune, Yumiko [1 ,2 ]
Ikegami, Takashi [3 ]
Fonseca, Joao Gari da Silva, Jr. [4 ]
Oozeki, Takashi [4 ]
Ogimoto, Kazuhiko [1 ]
机构
[1] Univ Tokyo, Inst Ind Sci, Collaborat Res Ctr Energy Engn, Tokyo, Japan
[2] CREST, JST, Tokyo, Japan
[3] Tokyo Univ Agr & Technol, Inst Engn, Div Adv Mech Syst Engn, Fuchu, Tokyo 183, Japan
[4] Natl Inst Adv Ind Sci & Technol, Tsukuba, Ibaraki, Japan
关键词
Home energy management; Short-term load forecast; Battery operation; Energy management; DEMAND-SIDE MANAGEMENT; SUPPORT VECTOR MACHINES; ELECTRIC VEHICLES; CONSUMPTION; GENERATION; PREDICTION; NETWORKS;
D O I
10.1016/j.enconman.2015.02.083
中图分类号
O414.1 [热力学];
学科分类号
070201 [理论物理];
摘要
Demand-side energy management systems (EMSs) are expected to be used as a method for further balancing the supply and demand of power systems with high levels of renewable energy generation, such as photovoltaic (PV) power. Energy demand and solar radiation must be predicted to realize the optimal operation scheduling of demand-side appliances by a home energy management system (HEMS), including heat pump water heaters, PV systems, and solar-powered water heaters. This paper presents a HEMS model that controls a residential battery system connected to a rooftop PV system taking into account of energy load and PV generation forecast errors. Forecast accuracy is verified by real HEMS data from 160 households; the impact of forecast errors on household economics is examined. Furthermore, the contribution to the entire power system is examined using the model under the dynamic pricing system. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:322 / 329
页数:8
相关论文
共 30 条
[1]
[Anonymous], INT C POW SYST TECHN
[2]
[Anonymous], 1998, Integer Programming
[3]
[Anonymous], P IEEE PES GEN M SAN
[4]
Asare- Bediako B., 2013, INNOVATIVE SMART GRI, P1
[5]
Beaudin M, 2012, IEEE PES INNOV SMART
[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]
Load forecasting using support vector machines: A study on EUNITE competition 2001 [J].
Chen, BJ ;
Chang, MW ;
Lin, CJ .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2004, 19 (04) :1821-1830
[8]
Uncertainty-Aware Household Appliance Scheduling Considering Dynamic Electricity Pricing in Smart Home [J].
Chen, Xiaodao ;
Wei, Tongquan ;
Hu, Shiyan .
IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (02) :932-941
[9]
Dang T, 2012, IEEE 3 INT C SMART G
[10]
De Angelis F, 2013, 4 INT C INT CONTR IN