Publication | Closed Access
Smart grid security evaluation with a big data use case
13
Citations
21
References
2018
Year
Unknown Venue
EngineeringInformation SecurityBig Data AnalyticsSmart CitySecurity AssessmentTechnological DevelopmentsBig Data InfrastructureBig Data ModelScada SecurityData ScienceDecision TreeSystems EngineeringBig Data ArchitectureInternet Of ThingsComputer EngineeringData PrivacyComputer ScienceSmart Grid SecurityData SecurityBig Data AcquisitionSmart GridCloud ComputingSecurityIndustrial InformaticsRandom ForestBig Data
Technological developments in the energy sector while offering new business insights, also produces complex data. In this study, the relationship between smart grid and big data approaches have been investigated. After analyzing where the big data techniques and technologies are used in which areas of smart grid systems, the big data technologies used to detect attacks on smart grids have been focused on. Big data analytics produces efficient solutions, but it is more critical to choose which algorithm and metric. For this reason, an application prototype has been proposed using big data approaches to detect attacks on smart grids. The algorithms with high accuracy were determined as 92% with Random Forest and 87% with Decision Tree.
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