• DocumentCode
    7244
  • Title

    Risk Measure Based Robust Bidding Strategy for Arbitrage Using a Wind Farm and Energy Storage

  • Author

    Thatte, Anupam A. ; Le Xie ; Viassolo, Daniel E. ; Singh, Sushil

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Texas A&M Univ., College Station, TX, USA
  • Volume
    4
  • Issue
    4
  • fYear
    2013
  • fDate
    Dec. 2013
  • Firstpage
    2191
  • Lastpage
    2199
  • Abstract
    This paper proposes the use of a risk measure based robust optimization bidding strategy for dispatching a wind farm in combination with energy storage. Through coordination with energy storage devices, variable wind generators can be utilized as dispatchable energy producers in the deregulated electricity market. The total profit from sale of electricity can be increased by exploiting arbitrage opportunities available due to the inter-temporal variation of electricity prices in the day ahead market. A case study is presented to show that as the forecast error in electricity price increases, the robust optimization based bidding strategy has an increasing probability of yielding better economic performance than a deterministic optimization based bidding strategy. The uncertainty set for robust optimization is selected based on the coherent risk measure conditional value at risk (CVaR). Uncertainties in electricity price forecasting and wind power forecasting are considered. The resulting robust optimization based bidding strategy is evaluated using Monte Carlo simulation for different choices of uncertainty sets.
  • Keywords
    Monte Carlo methods; energy storage; load dispatching; power generation dispatch; power generation economics; power markets; pricing; risk analysis; wind power plants; Monte Carlo simulation; coherent risk measure conditional value at risk; deregulated electricity market; deterministic optimization based bidding strategy; dispatchable energy producers; economic performance; electricity price forecasting; electricity prices; energy storage; energy storage devices; inter-temporal variation; risk measure based robust optimization bidding strategy; robust optimization based bidding strategy; uncertainty sets; variable wind generators; wind farm dispatching; wind power forecasting; Electricity; Energy storage; Optimization; Robustness; Uncertainty; Wind farms; Wind forecasting; Bidding strategy; electricity market; energy storage; risk measure; robust optimization; uncertainty set; wind power;
  • fLanguage
    English
  • Journal_Title
    Smart Grid, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1949-3053
  • Type

    jour

  • DOI
    10.1109/TSG.2013.2271283
  • Filename
    6596522