• DocumentCode
    2131479
  • Title

    Research and application of the Q-learning for wholesale power markets

  • Author

    Bach, Thanhquy ; Yao, Jiangang ; Jia Wang ; Shengjie, Yang

  • Author_Institution
    Electr. Eng. Fac., Hunan Univ., Changsha, China
  • fYear
    2012
  • fDate
    21-23 April 2012
  • Firstpage
    1192
  • Lastpage
    1197
  • Abstract
    The open competitive power market makes it possible for participants to gain more profits through strategic bidding. This paper proposes a model being able to the generators compared with the rivals through supply offers and the dispatch load units are able to change their demand bids. Reinforcement Q-learning is considered and it is used to achieve the goal of improving profit for generators. The model is test for 6-bus transmission grid Wood and Wollenberg. The electricity prices are determined at each bus, physical location of the market participants. The experimental results are used to demonstrate the feasibility of the algorithm suitable with the model.
  • Keywords
    power grids; power markets; power system simulation; power transmission; pricing; 6-bus transmission grid Wood and Wollenberg; Q-learning; dispatch load units; electricity prices; strategic bidding; wholesale power markets; Cost function; Generators; ISO; Learning; Learning systems; Load modeling; Power markets; Q-learning algorithm; locational marginal price; optimal strategy bidding; reinforcement learning; wholesale power market;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Consumer Electronics, Communications and Networks (CECNet), 2012 2nd International Conference on
  • Conference_Location
    Yichang
  • Print_ISBN
    978-1-4577-1414-6
  • Type

    conf

  • DOI
    10.1109/CECNet.2012.6202161
  • Filename
    6202161