Title :
Potential of Active Demand Reduction With Residential Wet Appliances: A Case Study for Belgium
Author :
Labeeuw, Wouter ; Stragier, Jeroen ; Deconinck, Geert
Author_Institution :
Dept. of Electr. Eng. (ESAT)ELECTA, Katholieke Univ. Leuven, Leuven, Belgium
Abstract :
Two problems are tackled in this paper: determining the active demand reduction potential of wet appliances and making time series estimates from project data. The former is an application of the latter. Household groups representative to the average population are defined by applying expectation maximization clustering to a representative measurement set (n = 1363). Attitudes toward active demand are found by conducting a survey (n = 418). Project data (n = 58) containing wet appliance measurements are scaled up by adapting the clustering algorithm, spreading the electricity demand of the wet appliances over the clusters. The potential for active demand reduction with wet appliances is 4% of the total residential power demand, assuming that 29% of the households take part. The potential is in the order of magnitude of the power reserves, but does not fulfill availability and response time requirements.
Keywords :
domestic appliances; expectation-maximisation algorithm; pattern clustering; statistical analysis; time series; Belgium; active demand reduction potential; expectation maximization clustering algorithm; household group representative; power reserve; project data; representative measurement set; residential power demand; residential wet appliance measurement; response time requirement; time series estimation; Clustering algorithms; Correlation; Electricity; Home appliances; Load management; Sociology; Clustering; demand response; residential; wet appliances;
Journal_Title :
Smart Grid, IEEE Transactions on
DOI :
10.1109/TSG.2014.2357343