Buildings · 2020 · 20 citations · 49 references
AgricultureDemographyEnergy SystemsRenewable Energy IntegrationRenewable Energy SystemsElectricity Load ManagementEnergy MeteringEnergy UseHousehold ConsumptionRenewable EnergyElectricity Demand ProfilesEnergy ConsumptionHousehold Electricity UseHousehold ElectrificationHousehold Energy UseLoadLoad Pattern AnalysisSmart Metering
The increasing share of renewable energy sources on the supply side, as well as the so-called electrification pathways on the demand side, has led to peculiar challenges for electrical systems: Indeed, the increasing load demand has to be balanced from the supply-side viewpoint. In particular, the residential sector contributes to nearly 26% of the final energy consumption in Europe, suggesting that a further understanding of households’ consumptions and load profiles is needed to support an energy transition. In this context, this paper contributes to the existing discussion by proposing a sociodemographic analysis of Italian households’ load profiles using a smart metering experimental study, while also considering the households in energy poverty conditions. For the sake of generality, results are presented based on a previously proposed household segmentation of the Italian residential sector. The outcomes point out three prominent peaks on load profiles for all the identified clusters, with a notable distinction in intensity. Where children are present, a higher load profile is noted, reaching a maximum value of 600 W of absorbed power between 19:30 and 22:30. Conversely, households in an energy poverty condition show a relatively regular load profile, ranging from a minimum of 110 W of absorbed power in baseload conditions at night time to a maximum of 280 W in the evening hours. The findings in this paper are in agreement with existing research in the field, and accordingly the study proposes a better focus on domestic appliances and sociodemographic parameters.
49
Review of Smart Meter Data Analytics: Applications, Methodologies, and Challenges
Yi Wang, Qixin Chen, Tao Hong et al. · IEEE Transactions on Smart Grid · 2018 · 1.3K citations · Full text
A bottom-up approach to residential load modeling
A. Capasso, W. Grattieri, R. Lamedica et al. · IEEE Transactions on Power Systems · 1994 · 490 citations