Prediction of appliances energy use in smart homes

This paper presents methods for prediction of energy consumption of different appliances in homes. The aim is to predict the next day electricity consumption for some services in homes. Historical data for a set of homes in France was used. Two basic predictors are tested and a stochastic based pred...

Full description

Saved in:
Bibliographic Details
Published in:Energy (Oxford) 2012-12, Vol.48 (1), p.128-134
Main Authors: Arghira, Nicoleta, Hawarah, Lamis, Ploix, Stéphane, Jacomino, Mireille
Format: Article
Language:English
Subjects:
Applied sciences
data collection
electricity
Energy
Energy consumption
Exact sciences and technology
Prediction
Smart home
Stochastic process
Citations: Items that this one cites
Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:This paper presents methods for prediction of energy consumption of different appliances in homes. The aim is to predict the next day electricity consumption for some services in homes. Historical data for a set of homes in France was used. Two basic predictors are tested and a stochastic based predictor is proposed. The performance of the predictors is studied and it shows that the proposed predictor gives better results than other approaches. Two processings are proposed to improve the performance of the predictor, segmentation and aggregation of data. Application results are provided.
ISSN:0360-5442
DOI:10.1016/j.energy.2012.04.010