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考虑不确定性的家庭能源管理系统建模与优化方法研究

曹筱欧 杨伟光 宋杰 姚程 杨宇全 臧传治

信息与控制2017,Vol.46Issue(3):365-372,8.
信息与控制2017,Vol.46Issue(3):365-372,8.DOI:10.13976/j.cnki.xk.2017.0365

考虑不确定性的家庭能源管理系统建模与优化方法研究

Study of Integrated Modelling and Optimization Method for Home Energy Management System Considering Uncertainties

曹筱欧 1杨伟光 1宋杰 2姚程 1杨宇全 1臧传治3

作者信息

  • 1. 国网天津市电力公司滨海供电分公司, 天津 300010
  • 2. 国电南瑞科技股份有限公司, 江苏 南京 211106
  • 3. 中国科学院沈阳自动化研究所, 辽宁 沈阳 110016
  • 折叠

摘要

Abstract

This paper proposes a home energy management mechanism for residential demand response and formulates a stochastic optimal scheduling model aimed to minimize expected electricity costs by coordinating controllable appliances, electric vehicles, energy storage systems, and uncertainties in solar generation and uncontrollable loads.A mixed optimization algorithm combining binary particle swarm optimization (BPSO) and the interior point (IP) method is adopted to solve the model;this employs BPSO to handle discrete variables and the IP method to tackle continuous variables, which thus overcomes the weakness of BPSO in handling complex equations and inequation constraints.Simulation results show that the proposed optimization model and algorithm can reduce the effect of randomness on scheduling results and assist in reudcing electricity costs for residential customers.

关键词

需求响应/家庭能源管理系统/随机规划/二值粒子群优化/电动汽车

Key words

demand response/home energy managementsystem/stochastic programming/binary particle swarmoptimization/electric vehicle

分类

信息技术与安全科学

引用本文复制引用

曹筱欧,杨伟光,宋杰,姚程,杨宇全,臧传治..考虑不确定性的家庭能源管理系统建模与优化方法研究[J].信息与控制,2017,46(3):365-372,8.

基金项目

国家电网公司总部科技项目"面向能源互联网的多源协调优化运行应用研究"(SGTJDK00DWJS1600014) (SGTJDK00DWJS1600014)

信息与控制

OA北大核心CSCDCSTPCD

1002-0411

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