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Smart Grid Big Data Analytics: Survey of Technologies, Techniques, and Applications

Authors :
Dabeeruddin Syed
Ameema Zainab
Ali Ghrayeb
Shady S. Refaat
Haitham Abu-Rub
Othmane Bouhali
Source :
IEEE Access, Vol 9, Pp 59564-59585 (2021)
Publication Year :
2021
Publisher :
IEEE, 2021.

Abstract

Smart grids have been gradually replacing the traditional power grids since the last decade. Such transformation is linked to adding a large number of smart meters and other sources of information extraction units. This provides various opportunities associated with the collected big data. Hence, the triumph of the smart grid energy paradigm depends on the factor of big data analytics. This includes the effective acquisition, transmission, processing, visualization, interpretation, and utilization of big data. The paper provides deep insights into various big data technologies and discusses big data analytics in the context of the smart grid. The paper also presents the challenges and opportunities brought by the advent of machine learning and big data from smart grids.

Details

Language :
English
ISSN :
21693536
Volume :
9
Database :
Directory of Open Access Journals
Journal :
IEEE Access
Publication Type :
Academic Journal
Accession number :
edsdoj.425971afeae54edd8e67d698ea15aac9
Document Type :
article
Full Text :
https://doi.org/10.1109/ACCESS.2020.3041178