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
Link To Document :
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