Competition and Coalition Formation of Renewable Power Producers

We investigate group formations and strategic behaviors of renewable power producers in electricity markets. These producers currently bid into the day-ahead market in a conservative fashion because of the real-time risk associated with not meeting their bid amount. It has been suggested in the literature that producers would bid less conservatively if they can form large groups to take advantages of spatial diversity to reduce the uncertainty in their aggregate output. We show that large groups of renewable producers would act strategically to lower the aggregate output because of market power. To maximize renewable power production, we characterize the trade-off between market power and generation uncertainty as a function of the size of the groups. We show there is a sweet spot in the sense that there exists groups that are large enough to achieve the uncertainty reduction of the grand coalition, but are small enough such that they have no significant market power. We consider both independent and correlated forecast errors under a fixed real-time penalty. We also consider a real-time market where both selling and buying of energy are allowed. We validate our claims using PJM and NREL data.

[1]  Ana Estanqueiro,et al.  Impacts of large amounts of wind power on design and operation of power systems, results of IEA collaboration , 2008 .

[2]  R. Weron Modeling and Forecasting Electricity Loads and Prices: A Statistical Approach , 2006 .

[3]  K. Pennock,et al.  Updated Eastern Interconnect Wind Power Output and Forecasts for ERGIS: July 2012 , 2012 .

[4]  Ventyx Eastern Wind Integration and Transmission Study: Executive Summary and Project Overview (Revised) , 2011 .

[5]  H. Varian Intermediate Microeconomics: A Modern Approach , 1987 .

[6]  Geothermal Energy Western Wind and Solar Integration Study , 2010 .

[7]  P. Pinson,et al.  Trading Wind Generation From Short-Term Probabilistic Forecasts of Wind Power , 2007, IEEE Transactions on Power Systems.

[8]  Yue Zhao,et al.  Risky power forward contracts for wind aggregation , 2013, 2013 51st Annual Allerton Conference on Communication, Control, and Computing (Allerton).

[9]  K. Poolla,et al.  Coalitional Aggregation of Wind Power , 2013, IEEE Transactions on Power Systems.

[10]  Pravin Varaiya,et al.  Smart Operation of Smart Grid: Risk-Limiting Dispatch , 2011, Proceedings of the IEEE.

[11]  Jian Ma,et al.  Operational Impacts of Wind Generation on California Power Systems , 2009, IEEE Transactions on Power Systems.

[12]  Pierre Pinson,et al.  Wind Energy: Forecasting Challenges for Its Operational Management , 2013, 1312.6471.

[13]  Javier Contreras,et al.  Modeling the Impact of a Wind Power Producer as a Price-Maker , 2014, IEEE Transactions on Power Systems.

[14]  Jeremy Lin,et al.  Wind Power and Electricity Prices at the PJM Market , 2013, IEEE Transactions on Power Systems.

[15]  Goran Strbac,et al.  Fundamentals of Power System Economics: Kirschen/Power System Economics , 2005 .

[16]  H. Allcott,et al.  Rethinking Real Time Electricity Pricing , 2011 .

[17]  A. Conejo,et al.  Short-Term Trading for a Wind Power Producer , 2010, IEEE Transactions on Power Systems.

[18]  J. R. Abbad Electricity market participation of wind farms: the success story of the Spanish pragmatism , 2010 .

[19]  Pravin Varaiya,et al.  A statistically robust payment sharing mechanism for an aggregate of renewable energy producers , 2013, 2013 European Control Conference (ECC).

[20]  Rohit Bhakar,et al.  Strategic bidding for wind power producers in electricity markets , 2014 .

[21]  D. Kirschen,et al.  Fundamentals of power system economics , 1991 .

[22]  Victor Diakov WREF 2012: THE VALUE OF GEOGRAPHIC DIVERSITY OF WIND AND SOLAR: STOCHASTIC GEOMETRY APPROACH , 2012 .

[23]  Karsten Burges,et al.  Pros and cons of exposing renewables to electricity market risks--A comparison of the market integration approaches in Germany, Spain, and the UK , 2008 .

[24]  Kameshwar Poolla,et al.  Selling wind power in electricity markets: The status today, the opportunities tomorrow , 2012, 2012 American Control Conference (ACC).

[25]  Zhe Chen,et al.  Price volatility in wind dominant electricity markets , 2013, Eurocon 2013.