IEEE Systems Journal · 2019 · 119 citations · 83 references
ComputingElectrical EngineeringInformation TechnologyBig Data AnalyticsData AnalyticsData ManagementIot AnalyticsIot Data ManagementPower Grid AnalysisPower SystemsSmart Grid SystemsSmart GridsBig Data Analytics ArchitectureBig Data ArchitectureData Analytics For Power SystemsGridsIot Data AggregationMachine Learning For Smart GridsSmart Grid TechnologiesState-of-the-art Review
The smart power systems are based upon information and communication technologies, which lead to a deluge of data originating from various sources. To address these challenges concerning accumulated voluminous data, big data analysis in smart power systems is inevitable. This article comprehensively surveys the literature related to the big data issues in smart power systems. The background and motivation of the big data paradigm in smart power systems are first provided, and then the major issues related to the architectures, the key technologies, and standardizations of big data analytics in smart power systems are analyzed. Also, the potential applications of big data in smart power systems based upon the state-of-the-art research are highlighted. Finally, the future issues and challenges of the big data issues in modern power systems are discussed.
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