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On the energy demands of small appliances in homes

Sancho Tomas, Ana; Sumner, Mark; Lamparter, S.; Robinson, Darren

Authors

Ana Sancho Tomas

MARK SUMNER mark.sumner@nottingham.ac.uk
Professor of Electrical Energy Systems

S. Lamparter

Darren Robinson



Abstract

Understanding the use of electrical appliances in households is crucial for improving the accuracy of electricity and energy loads forecasts. In particular, bottom-up techniques provide a powerful tool, not only for predicting demands considering socio-demographic characteristics of the occupants, but also to better resolve and implement demand side management strategies in homes.
With this purpose, a study of the temporal energy use of low-load appliances (meaning those whose annual energy share is individually negligible but relevant when considered as a group) has been carried out, with the longer term objective of finding a parsimonious approach to modelling them, and which considers an appropriate aggregation of appliances. In this work, a discrete-time stochastic process has been implemented for a specific classification of low-load appliances. More precisely, a time-inhomogeneous Markov chain has been used to model energy variations over time for four different categories of appliances and its prediction capabilities have been tested and compared.

Citation

Sancho Tomas, A., Sumner, M., Lamparter, S., & Robinson, D. (2015). On the energy demands of small appliances in homes. Energy Procedia, 78, https://doi.org/10.1016/j.egypro.2015.11.755

Journal Article Type Article
Acceptance Date Sep 1, 2015
Publication Date Nov 1, 2015
Deposit Date Jul 8, 2016
Publicly Available Date Jul 8, 2016
Journal Energy Procedia
Print ISSN 1876-6102
Electronic ISSN 1876-6102
Publisher Elsevier
Peer Reviewed Peer Reviewed
Volume 78
DOI https://doi.org/10.1016/j.egypro.2015.11.755
Public URL http://eprints.nottingham.ac.uk/id/eprint/34737
Publisher URL http://www.sciencedirect.com/science/article/pii/S187661021502487X
Copyright Statement Copyright information regarding this work can be found at the following address: http://creativecommons.org/licenses/by-nc-nd/4.0

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Copyright Statement
Copyright information regarding this work can be found at the following address: http://creativecommons.org/licenses/by-nc-nd/4.0





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