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The power of data: Data analytics for M2M and smart grid

机译:数据的力量:M2M和智能电网的数据分析

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摘要

Machine to machine (M2M) communication has been gaining momentum in recent years as a key enabling technology for a wide range of applications including smart grid, e-health, home/industrial automation, and smart cities. However, with the current communication systems mainly optimized for human to human communications, there are important capabilities that need to be developed in M2M systems in order to fully realize the new smart services enabled by M2M. In this paper, we provide an overview of M2M and its applications to smart grid. In particular, we discuss technical areas where data mining and machine learning can play an important role in realizing various smart functionalities in the future power grid. As a case study, we also present a novel phase identification technique in smart grid based on smart meter data. Preliminary results have demonstrated the effectiveness of the proposed algorithm.
机译:机器对机器(M2M)通信作为一种关键的启用技术,近年来已经获得了发展,该技术可用于智能电网,电子医疗,家庭/工业自动化和智能城市等广泛的应用。但是,在当前主要针对人与人通信进行了优化的通信系统中,为了完全实现M2M支持的新智能服务,需要在M2M系统中开发重要的功能。在本文中,我们概述了M2M及其在智能电网中的应用。特别是,我们讨论了在未来的电网中数据挖掘和机器学习可以在实现各种智能功能中发挥重要作用的技术领域。作为案例研究,我们还提出了一种基于智能电表数据的智能电网中的新型相位识别技术。初步结果证明了该算法的有效性。

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