Multi-nodal short-term energy forecasting using smart meter data
Hayes, Barry P.
Gruber, Jorn K.
MetadataShow full item record
This item's downloads: 406 (view details)
Hayes, Barry P., Gruber, Jorn K., & Prodanovic, Milan. (2018). Multi-nodal short-term energy forecasting using smart meter data. IET Generation, Transmission and Distribution, 12(12), 2988-2994, Doi:10.1049/iet-gtd.2017.1599
This paper deals with the short-term forecasting of electrical energy demands at the local level, incorporating advanced metering infrastructure (AMI), or ‘smart meter’ data. It provides a study of the effects of aggregation on electrical energy demand modelling and multi-nodal demand forecasting. This paper then presents a detailed assessment of the variables which affect electrical energy demand, and how these effects vary at different levels of demand aggregation. Finally, this study outlines an approach for incorporating AMI data in short-term forecasting at the local level, in order to improve forecasting accuracy for applications in distributed energy systems, microgrids and transactive energy. The analysis presented in this study is carried out using large AMI data sets comprised of recorded demand and local weather data from test sites in two European countries.
This item is available under the Attribution-NonCommercial-NoDerivs 3.0 Ireland. No item may be reproduced for commercial purposes. Please refer to the publisher's URL where this is made available, or to notes contained in the item itself. Other terms may apply.
The following license files are associated with this item:
Showing items related by title, author, creator and subject.
Super-insulate or use renewable technology? Life cycle cost, energy and global warming potential analysis of nearly zero energy buildings (NZEB) in a temperate oceanic climate Moran, Paul; Goggins, Jamie; Hajdukiewicz, Magdalena (Elsevier, 2017-01-13)There are numerous strategies available to design and construct a low energy or nearly zero energy building (NZEB). However, the design strategy for a building depends on a high number of factors including location, climate, ...
Mobilising IS to support the diffusion of energy management practices outside of Ireland¿s LIEN (Large Industry Energy Network) Costello, Gabriel (Association Information et Management, 2010-05)Ireland is under increasing pressure to reduce energy consumption to meet carbon emission targets and protect an economy that is almost totally dependant on imported energy. The implementation of no cost and low cost ...
Lifecycle environmental and economic performance of nearly zero energy buildings (NZEB) in Ireland Goggins, Jamie; Moran, Paul; Armstrong, Alan; Hajdukiewicz, Magdalena (Elsevier, 2016-01-16)Directives in the European Union are ensuring that buildings in this region are moving towards nearly zero energy buildings (NZEB). For countries like Ireland, which has a temperate oceanic climate, a key to achieving NZEB ...