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Potential Arbitrage Revenue of Energy Storage Systems in PJM

Author

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  • Mauricio B. C. Salles

    (Laboratory of Advanced Electric Grids - LGrid, Polytechnic School, University of São Paulo, São Paulo 05508-010, Brazil)

  • Junling Huang

    (John F. Kennedy School of Government, Harvard University, Cambridge, MA 02138, USA)

  • Michael J. Aziz

    (John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138, USA)

  • William W. Hogan

    (John F. Kennedy School of Government, Harvard University, Cambridge, MA 02138, USA)

Abstract

The volatility of electricity prices is attracting interest in the opportunity of providing net revenue by energy arbitrage. We analyzed the potential revenue of a generic Energy Storage System (ESS) in 7395 different locations within the electricity markets of Pennsylvania-New Jersey-Maryland interconnection (PJM), the largest U.S. regional transmission organization, using hourly locational marginal prices over the seven-year period 2008–2014. Assuming a price-taking ESS with perfect foresight in the real-time market, we optimized the charge-discharge profile to determine the maximum potential revenue for a 1 MW system as a function of energy/power ratio, or rated discharge duration, from 1 to 14 h, including a limited analysis of sensitivity to round-trip efficiency. We determined minimum potential revenue with a similar analysis of the day-ahead market. We presented the distribution over the set of nodes and years of price, price volatility, and maximum potential arbitrage revenue. From these results, we determined the breakeven overnight installed cost of an ESS below which arbitrage would be profitable, its dependence on rated discharge duration, its distribution over grid nodes, and its variation over the years. We showed that dispatch into real-time markets based on day-ahead market settlement prices is a simple, feasible method that raises the lower bound on the achievable arbitrage revenue.

Suggested Citation

  • Mauricio B. C. Salles & Junling Huang & Michael J. Aziz & William W. Hogan, 2017. "Potential Arbitrage Revenue of Energy Storage Systems in PJM," Energies, MDPI, vol. 10(8), pages 1-19, July.
    • Handle: RePEc:gam:jeners:v:10:y:2017:i:8:p:1100-:d:106071
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    References listed on IDEAS

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    1. Drury, Easan & Denholm, Paul & Sioshansi, Ramteen, 2011. "The value of compressed air energy storage in energy and reserve markets," Energy, Elsevier, vol. 36(8), pages 4959-4973.
    2. Zareipour, Hamidreza & Bhattacharya, Kankar & Canizares, Claudio A., 2007. "Electricity market price volatility: The case of Ontario," Energy Policy, Elsevier, vol. 35(9), pages 4739-4748, September.
    3. Hittinger, Eric & Lueken, Roger, 2015. "Is inexpensive natural gas hindering the grid energy storage industry?," Energy Policy, Elsevier, vol. 87(C), pages 140-152.
    4. Luo, Xing & Wang, Jihong & Dooner, Mark & Clarke, Jonathan, 2015. "Overview of current development in electrical energy storage technologies and the application potential in power system operation," Applied Energy, Elsevier, vol. 137(C), pages 511-536.
    5. Connolly, D. & Lund, H. & Finn, P. & Mathiesen, B.V. & Leahy, M., 2011. "Practical operation strategies for pumped hydroelectric energy storage (PHES) utilising electricity price arbitrage," Energy Policy, Elsevier, vol. 39(7), pages 4189-4196, July.
    6. Bradbury, Kyle & Pratson, Lincoln & Patiño-Echeverri, Dalia, 2014. "Economic viability of energy storage systems based on price arbitrage potential in real-time U.S. electricity markets," Applied Energy, Elsevier, vol. 114(C), pages 512-519.
    7. Walawalkar, Rahul & Apt, Jay & Mancini, Rick, 2007. "Economics of electric energy storage for energy arbitrage and regulation in New York," Energy Policy, Elsevier, vol. 35(4), pages 2558-2568, April.
    8. McConnell, Dylan & Forcey, Tim & Sandiford, Mike, 2015. "Estimating the value of electricity storage in an energy-only wholesale market," Applied Energy, Elsevier, vol. 159(C), pages 422-432.
    9. Sioshansi, Ramteen & Denholm, Paul & Jenkin, Thomas & Weiss, Jurgen, 2009. "Estimating the value of electricity storage in PJM: Arbitrage and some welfare effects," Energy Economics, Elsevier, vol. 31(2), pages 269-277, March.
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