实时联合仿真平台的开发利用消费者能源的灵活性,通过聚合器提供电网支持

IF 4.3 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Noman Shabbir;Roya Ahmadiahangar;Argo Rosin;Jako Kilter;João Martins
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引用次数: 0

摘要

将可再生能源和近零能耗建筑(nzeb)整合到电网中需要平衡供需,这使得能源灵活性(EF)非常重要。在电力系统中,缺乏工具来充分表征EF并实时评估其性能。本文填补了实时情景下EF实施和评估的研究空白,并提出了一种表征EF的联合仿真工具。在本研究中,开发了一个联合模拟工具来评估由聚合器实时管理的消费者EF的影响。聚合器利用非侵入式负载监控(NILM)方法和XgBoost算法,提取nzeb和非nzeb中消费者设备使用模式的信息,以建立EF。联合仿真工具将MATLAB中的聚合器与RTDS中实现的IEEE 13总线分配系统连接起来,进行实时分析。集成器通过调节可移负荷的调整,维持电网的运行频率和电压,为电网提供支撑。实时仿真结果表明,该聚合器具有降低频率偏差和提供网格支持的能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Development of Realtime Co-Simulation Platform Harnessing Consumer Energy Flexibility Through an Aggregator to Provide Grid Support
The integration of renewable energy resources and nearly zero energy buildings (nZEBs) into the grid requires a balance between demand and supply, which makes energy flexibility (EF) very important. There is a lack of tools to fully characterize EF and evaluate its performance in power systems in real-time. This paper fills research gaps related to EF implementation and evaluation in a real-time scenario and proposes a co-simulation tool for characterizing EF. In this study, a co-simulation tool to evaluate the impact of consumers EF managed by an aggregator in real-time is developed. The aggregator utilizes a non-intrusive load monitoring (NILM) method and the XgBoost algorithm, extracting information about consumer device usage patterns in nZEBs and non-nZEBs to establish EF. The co-simulation tool connects the aggregator in MATLAB with the IEEE 13-bus distribution system implemented in RTDS for real-time analysis. The aggregator provides grid support by regulating the adjustment of the shiftable loads and maintaining the operating frequency and voltage of the network. The real-time simulation results demonstrate the aggregator’s ability to reduce frequency deviations and provide grid support.
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来源期刊
CiteScore
7.70
自引率
9.30%
发文量
59
审稿时长
3.3 months
期刊介绍: The main focus for the IEEE Transactions on Consumer Electronics is the engineering and research aspects of the theory, design, construction, manufacture or end use of mass market electronics, systems, software and services for consumers.
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