2014 · 175 citations · 19 references
EngineeringEnergy EfficiencyGreend DatasetEnergy ConservationSustainable DevelopmentEnergy MonitoringEnergy EconomyEnergy Consumption DatasetData ScienceEnergy DataSmart MeterEnergy AssessmentRenewable Energy SystemsEnergy ConsumptionEconomicsPublic PolicyEnergy Consumption DatasetsRenewable Energy MonitoringEnergy ProfilingEnergy BehaviorSmart GridEnergy ManagementSustainable EnergyEnergy TransitionEnergy PolicyBusinessEnergy Economics
Home energy management systems can be used to monitor and optimize consumption and local production from renewable energy. To assess solutions before their deployment, researchers and designers of those systems demand for energy consumption datasets. In this paper, we present the GREEND dataset, containing detailed power usage information obtained through a measurement campaign in households in Austria and Italy. We provide a description of consumption scenarios and discuss design choices for the sensing infrastructure. Finally, we benchmark the dataset with state-of-the-art techniques in load disaggregation, occupancy detection and appliance usage mining.
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Nonintrusive appliance load monitoring
George Hart · Proceedings of the IEEE · 1992 · 3.1K citations
Engineering, Energy Efficiency, Power Electronic Systems +22
Is disaggregation the holy grail of energy efficiency? The case of electricity
K. Carrie Armel, Abhay Gupta, Gireesh Shrimali et al. · Energy Policy · 2012 · 575 citations
Nipun Batra, Jack Kelly, Oliver Parson et al. · 2014 · 474 citations · Full text