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A fault detection and reconfiguration approach for MPC-based energy management in an experimental microgrid

机译:基于MPC的实验微电网中的能量管理故障检测与重新配置方法

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摘要

Microgrids are getting a growing role in the evolution of the traditional electricity system towards a more distributed grid. Nowadays, efforts are being put into the development of applications that ensure the availability and the correct functioning of microgrids. Microgrids Energy Management Systems (EMS) must be able to manage faults and therefore, drive the system to a safe scenario. In this context, fault diagnosis, isolation and reconfiguration are main subjects to be dealt within microgrids. This paper presents a Model Predictive Control approach applied to energy management in microgrids from the point of view of fault mitigation.In order to detect faults online, the real behaviour and the model are compared in each sampling period through generated residuals. The thresholds used for the detection of faults are determined by the qualitative statistical decision theory. When true inconsistencies are detected, the information about faults occurrences is sent to a new reconfiguration block to recover the system executing mitigation actions. Experiments on a real laboratory-scaled microgrid have been carried out to show the benefits of the method. This work shows how the proposed scheme can be used as a tool which integrates a fault isolation and reconfiguration module taking into account disturbances, noise and modelling errors from a stochastic point of view.
机译:微电网在传统电力系统朝向更分布式电网的演变中取得了越来越大的作用。如今,努力正在进入申请的发展,以确保微普林的可用性和正确运作。 Microgrids能量管理系统(EMS)必须能够管理故障,因此将系统驱动到安全的场景。在这种情况下,故障诊断,隔离和重新配置是在微电网中待处理的主要受试者。本文提出了一种模型预测控制方法,从故障缓解的角度来看微电网中的能量管理。在在线检测故障,通过生成的残差在每个采样周期中比较真实行为和模型。用于检测故障的阈值由定性统计决策理论决定。当检测到真正的不一致时,将出现故障发生的信息被发送到新的重新配置块以恢复执行缓解操作的系统。已经进行了实验室缩放的微电网的实验以显示该方法的益处。这项工作显示了如何将所提出的方案用作集成故障隔离和重新配置模块的工具,以考虑到从随机的角度来看的扰动,噪声和建模错误。

著录项

  • 来源
    《Control Engineering Practice》 |2021年第2期|104695.1-104695.14|共14页
  • 作者单位

    System Engineering and Automation Department School of Engineering Universidad de Sevilla 41092 Seville Spain;

    System Engineering and Automation Department School of Engineering Universidad de Sevilla 41092 Seville Spain;

    System Engineering and Automation Department School of Engineering Universidad de Sevilla 41092 Seville Spain Laboratory of Engineering for Energy and Envorinmental Sustainability Universidad de Sevilla 41092 Seville Spain;

    System Engineering and Automation Department School of Engineering Universidad de Sevilla 41092 Seville Spain;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Microgrids; Model Predictive Control; Reconfiguration; Fault mitigation; Fault Detection; Stochastic constraints;

    机译:微电网;模型预测控制;重新配置;故障减缓;故障检测;随机制约因素;

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