A decentralized energy management scheme for a DC microgrid with correlated uncertainties and integrated demand response

IF 3.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
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引用次数: 0

Abstract

Secure operation of a DC microgrid with high penetration of renewables and electric vehicle load is challenging. This paper proposes a decentralized energy management scheme for a grid-connected renewable integrated community DC microgrid considering the water-energy nexus. Uncertainties of renewable generation, plug-in electric vehicle load, electricity demand, electricity price in the day-ahead wholesale market, ambient temperature, and water demand are modelled using a probabilistic approach. Correlation between the input random variables is modelled using Copula theory. Flexibilities on the consumer side across multiple entities (temperature-dependent loads, electric vehicles, and water supply system storage) are coordinated to form an “integrated demand response entity”, which is further coordinated with the DC microgrid operator side flexibility (electrochemical storage) to support system operation. A distributed dynamic pricing scheme is used to implement the integrated demand response program. The objectives of the energy management scheme are to minimize the DC microgrid operator’s operating cost and consumers’ electricity cost. The decentralized algorithm is solved by the “alternating direction method of multipliers”. Simulation studies on a six-bus DC microgrid test system demonstrate that the proposed strategy reduces the operating cost of the DC microgrid operator by 19.28% and the electricity cost of the consumers by 13.82%.
具有相关不确定性和综合需求响应的直流微电网分散式能源管理方案
在可再生能源和电动汽车负荷渗透率较高的情况下,确保直流微电网的安全运行具有挑战性。考虑到水与能源的关系,本文为并网的可再生能源集成社区直流微电网提出了一种分散式能源管理方案。采用概率方法对可再生能源发电、插电式电动汽车负荷、电力需求、日前批发市场电价、环境温度和水需求的不确定性进行建模。输入随机变量之间的相关性采用 Copula 理论建模。多个实体(随温度变化的负载、电动汽车和供水系统存储)的消费者侧灵活性被协调起来,形成一个 "综合需求响应实体",并与直流微电网运营商侧灵活性(电化学存储)进一步协调,以支持系统运行。分布式动态定价方案用于实施综合需求响应计划。能源管理方案的目标是最大限度地降低直流微电网运营商的运营成本和用户的用电成本。该分散算法采用 "乘数交替法 "求解。对一个六母线直流微电网测试系统的仿真研究表明,所提出的策略使直流微电网运营商的运营成本降低了 19.28%,用户的用电成本降低了 13.82%。
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来源期刊
Electric Power Systems Research
Electric Power Systems Research 工程技术-工程:电子与电气
CiteScore
7.50
自引率
17.90%
发文量
963
审稿时长
3.8 months
期刊介绍: Electric Power Systems Research is an international medium for the publication of original papers concerned with the generation, transmission, distribution and utilization of electrical energy. The journal aims at presenting important results of work in this field, whether in the form of applied research, development of new procedures or components, orginal application of existing knowledge or new designapproaches. The scope of Electric Power Systems Research is broad, encompassing all aspects of electric power systems. The following list of topics is not intended to be exhaustive, but rather to indicate topics that fall within the journal purview. • Generation techniques ranging from advances in conventional electromechanical methods, through nuclear power generation, to renewable energy generation. • Transmission, spanning the broad area from UHV (ac and dc) to network operation and protection, line routing and design. • Substation work: equipment design, protection and control systems. • Distribution techniques, equipment development, and smart grids. • The utilization area from energy efficiency to distributed load levelling techniques. • Systems studies including control techniques, planning, optimization methods, stability, security assessment and insulation coordination.
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