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On optimizing demand response management performance for microgrids under communication unreliability constraint

机译:通信不可靠约束下微电网需求响应管理性能优化研究

摘要

When studying the real-time pricing in smart grids, there is a common assumption that a perfect bidirectional communication network is built between supply and demand ends. However, this assumption is unrealistic, especially in a microgrid system which includes renewable energy resources. In this paper, we consider the uncertainty of imperfect communications in both supply and demand ends, which affects the performance of the microgrid system in terms of the packet loss ratio of the power demand information transmission and the forecasting accuracy ratio of the renewable energy generation. We analyze the impacts of unreliable communications on the demand response management (DRM) performance of real-time pricing in the microgrid system. A joint optimization problem is therefore formulated in order to maximize the DRM performance of the microgrid system. Leveraging the dual decomposition, the proposed optimization problem is solved via two sub-problems. Simulation results reveal the impacts of imperfect communications on the DRM performance.
机译:在研究智能电网中的实时定价时,通常会假设在供需端之间建立了一个完美的双向通信网络。但是,这种假设是不现实的,特别是在包括可再生能源的微电网系统中。在本文中,我们考虑了供需双方通信不完善的不确定性,这从电力需求信息传输的丢包率和可再生能源发电的预测准确率方面影响了微电网系统的性能。我们分析了不可靠通信对微电网系统中实时定价的需求响应管理(DRM)性能的影响。因此提出了一个联合优化问题,以使微电网系统的DRM性能最大化。利用对偶分解,通过两个子问题解决了所提出的优化问题。仿真结果揭示了不完善的通信对DRM性能的影响。

著录项

  • 作者

    Yang C; Lou W;

  • 作者单位
  • 年度 2015
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类

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