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Smart Electricity Meter Data Intelligence for Future Energy Systems: A Survey

IEEE Transactions on Industrial Informatics · 2015 · Vol. 12(1) · pp. 425–436
Damminda AlahakoonXinghuo Yu

Abstract

Smart meters have been deployed in many countries across the world since early 2000s. The smart meter as a key element for the smart grid is expected to provide economic, social, and environmental benefits for multiple stakeholders. There has been much debate over the real values of smart meters. One of the key factors that will determine the success of smart meters is smart meter data analytics, which deals with data acquisition, transmission, processing, and interpretation that bring benefits to all stakeholders. This paper presents a comprehensive survey of smart electricity meters and their utilization focusing on key aspects of the metering process, different stakeholder interests, and the technologies used to satisfy stakeholder interests. Furthermore, the paper highlights challenges as well as opportunities arising due to the advent of big data and the increasing popularity of cloud environments.

Smart Grid Energy ManagementElectricity Theft Detection TechniquesSmart Grid Security and ResilienceSmart gridSmart meterStakeholderBig dataCloud computingKey (lock)ElectricityComputer scienceSmart cityAnalytics
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References
Internet of Things in Industries: A Survey
IEEE Transactions on Industrial Informatics · 2014 · 4,980 citations
A Survey on Smart Grid Potential Applications and Communication Requirements
IEEE Transactions on Industrial Informatics · 2012 · 1,096 citations
Support-Vector Networks
Machine Learning · 1995 · 32,108 citations
Smart Grid Technologies: Communication Technologies and Standards
IEEE Transactions on Industrial Informatics · 2011 · 2,609 citations
Data mining: concepts and techniques
Choice Reviews Online · 2012 · 28,852 citations
Demand Side Management: Demand Response, Intelligent Energy Systems, and Smart Loads
IEEE Transactions on Industrial Informatics · 2011 · 2,824 citations
Advances in knowledge discovery and data mining
Computers & Mathematics with Applications · 1996 · 2,977 citations
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