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Decision Support Concerning Demand Response Programs Design and Use – A Conceptual Framework and Simulation Tool

机译:有关需求响应程序设计和使用的决策支持–概念框架和仿真工具

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摘要

Demand response can play a very relevant role in the context of power systems with an intensive use of distributed energy resources, from which renewable intermittent sources are a significant part. More active consumers participation can help improving the system reliability and decrease or defer the required investments. Demand response adequate use and management is even more important in competitive electricity markets. However, experience shows difficulties to make demand response be adequately used in this context, showing the need of research work in this area. The most important difficulties seem to be caused by inadequate business models and by inadequate demand response programs management. This paper contributes to developing methodologies and a computational infrastructure able to provide the involved players with adequate decision support on demand response programs and contracts design and use. The presented work uses DemSi, a demand response simulator that has been developed by the authors to simulate demand response actions and programs, which includes realistic power system simulation. It includes an optimization module for the application of demand response programs and contracts using deterministic and metaheuristic approaches. The proposed methodology is an important improvement in the simulator while providing adequate tools for demand response programs adoption by the involved players. A machine learning method based on clustering and classification techniques, resulting in a rule base concerning DR programs and contracts use, is also used. A case study concerning the use of demand response in an incident situation is presented.
机译:需求响应可以在电力系统中大量使用分布式能源的情况下发挥非常重要的作用,可再生间歇性能源是其中的重要组成部分。更加积极的消费者参与可以帮助提高系统可靠性并减少或推迟所需的投资。在竞争激烈的电力市场中,需求响应的充分利用和管理显得尤为重要。但是,经验表明很难在这种情况下充分利用需求响应,这表明需要在这一领域进行研究。最重要的困难似乎是由于商业模式不足和需求响应计划管理不足所致。本文为开发方法和计算基础设施做出了贡献,这些方法和计算基础设施能够为相关参与者提供有关需求响应程序以及合同设计和使用的足够决策支持。提出的工作使用DemSi,这是由作者开发的一种需求响应模拟器,用于模拟需求响应动作和程序,其中包括现实的电力系统仿真。它包括一个优化模块,用于使用确定性和元启发式方法来应用需求响应程序和合同。所提出的方法是对模拟器的重要改进,同时为参与人员提供了用于需求响应程序的适当工具。还使用了一种基于聚类和分类技术的机器学习方法,该方法导致了有关DR程序和合同使用的规则库。提出了有关在事件情况下使用需求响应的案例研究。

著录项

  • 作者

    Faria Pedro; Vale Zita;

  • 作者单位
  • 年度 2014
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
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