• 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