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Big data issues in smart grid - A review

机译:智能电网中的大数据问题-评论

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摘要

There are both economic and environmental urges for transition from the current outdated power grid to a sensor-embedded smart grid that monitors system stability, integrates distributed energy and schedules energy consumption for household users. Especially with the proliferation of intelligent measurement devices, exponential growth of data empowers this transition and brings new tools for the development of different applications in power system. Under this context, this paper presents a holistically overview on the state-of-the-art of big data technology in smart grid integration. First, the features of smart grid and the multisource of energy data are discussed. Then, this paper comprehensive summarizes the applications leveraged by big data in smart grid, which also contains some brand new applications with the latest big data technologies. Furthermore, some mainstream platforms and knowledge extraction techniques are looked to promote the big data insights. Finally, challenges and opportunities are pointed out in this paper as well.
机译:从当前过时的电网向传感器嵌入式的智能电网过渡都存在经济和环境方面的要求,该智能电网可监视系统稳定性,集成分布式能源并为家庭用户安排能耗。尤其是随着智能测量设备的普及,数据的指数增长推动了这一转变,并带来了用于开发电力系统中不同应用程序的新工具。在这种背景下,本文全面介绍了智能电网集成中的最新大数据技术。首先,讨论了智能电网的特点和能源数据的多源性。然后,本文全面总结了智能电网中大数据所利用的应用程序,其中还包含一些具有最新大数据技术的全新应用程序。此外,人们寻求一些主流平台和知识提取技术来促进大数据见解。最后,本文还指出了挑战和机遇。

著录项

  • 来源
    《Renewable & Sustainable Energy Reviews》 |2017年第11期|1099-1107|共9页
  • 作者单位

    Hunan Univ, Coll Elect & Informat Engn, Changsha 401182, Hunan, Peoples R China|Hunan Univ, Natl Elect Power Convers & Control Engn Technol R, Changsha 410082, Hunan, Peoples R China;

    Hunan Univ, Coll Elect & Informat Engn, Changsha 401182, Hunan, Peoples R China|Hunan Univ, Natl Elect Power Convers & Control Engn Technol R, Changsha 410082, Hunan, Peoples R China;

    Hunan Univ, Coll Elect & Informat Engn, Changsha 401182, Hunan, Peoples R China|Hunan Univ, Natl Elect Power Convers & Control Engn Technol R, Changsha 410082, Hunan, Peoples R China;

    Hunan Univ, Coll Elect & Informat Engn, Changsha 401182, Hunan, Peoples R China|Hunan Univ, Natl Elect Power Convers & Control Engn Technol R, Changsha 410082, Hunan, Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Big data; Smart grid; Big data analytical applications; Cloud platform; Data mining;

    机译:大数据;智能网格;大数据分析应用程序;云平台;数据挖掘;

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