大数据在智能电网中的作用:定义、应用、挑战和解决方案

M. Ghofrani, A. Steeble, Christopher Barrett, Iman Daneshnia
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引用次数: 5

摘要

本文综述了智能电网与大数据的相关文献。智能电网是指利用智能设备和大数据技术,使传统电网的能源输送实现现代化的技术。现代化是通过部署传感器、智能仪表和通信设备等设备,以及调用实时数据处理和大数据分析等过程来实现的。智能电网环境下产生的数据量大、速度快、种类多。本文介绍了智能电网和大数据的定义和背景。介绍了大数据在智能电网中的应用现状和研究进展。此外,还讨论了智能电网系统中的大数据挑战,如安全性和数据质量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Survey of Big Data Role in Smart Grids: Definitions, Applications, Challenges, and Solutions
This paper provides a literature review on smart grids and big data. Smart grid refers to technologies used to modernize the energy delivery of traditional power grids, using intelligent devices and big data technologies.The modernization is performed by deploying equipment such as sensors, smart meters, and communication devices, and by invoking procedures such as real-time data processing and big data analysis. A large volume of data with high velocity and diverse variety are generated in a smart grid environment.This paper presents definitions and background of smart grid and big data. Current studies and research developments of big data application in smart grids are also introduced. Additionally, big data challenges in smart grid systems such as security and data quality are discussed.
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