DocumentCode :
1504365
Title :
Development of a methodology for clustering electricity-price series to improve customer response initiatives
Author :
Gabaldon, A. ; Guillamon, Antoni ; Ruiz, M.C. ; Valero, S. ; Alvarez, C. ; Ortiz, Matt ; Senabre, C.
Author_Institution :
Univ. Politec. de Cartagena, Cartagena, Spain
Volume :
4
Issue :
6
fYear :
2010
fDate :
6/1/2010 12:00:00 AM
Firstpage :
706
Lastpage :
715
Abstract :
The aim of this study is to propose a methodology in order to obtain a better support management decisions in terms of planning of bids and energy offers in real-time energy markets. Specifically, the authors use self-organising maps and statistical Ward´s linkage to classify electricity market prices into different clusters (high homogeneity inside each cluster). In the second stage, the authors use non-parametric estimation to extract some price patterns in the above mentioned clusters. The knowledge contained within these patterns supplies customers with market-based information on which to focus its energy use decisions. The methodology proposed has been applied to New England (USA) market.
Keywords :
power markets; power system management; power system planning; New England market; USA; bids planning; electricity market; electricity-price series; energy offers planning; market-based information; non-parametric estimation; real-time energy markets; self-organising maps; statistical Ward´s linkage; support management decisions;
fLanguage :
English
Journal_Title :
Generation, Transmission & Distribution, IET
Publisher :
iet
ISSN :
1751-8687
Type :
jour
DOI :
10.1049/iet-gtd.2009.0112
Filename :
5473193
Link To Document :
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