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A retrospective analysis of the market price response to distributed photovoltaic generation in California

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  • Craig, Michael T.
  • Jaramillo, Paulina
  • Hodge, Bri-Mathias
  • Williams, Nathaniel J.
  • Severnini, Edson

Abstract

Due to rapid growth of distributed solar photovoltaic (PV) capacity in the U.S., numerous “value of solar” studies have attempted to quantify avoided costs associated with distributed PV. One such avoided cost that has received little attention is the market price response, or how distributed PV generation reduces utilities’ procurement costs and, consequently, consumers’ costs through reduced wholesale electricity prices in the short-term. We quantify the reduction in day-ahead wholesale electricity prices to distributed PV generation in California (CA) from 2013 through 2015. Using a database of all distributed PV systems in the three CA investor owned utilities, we estimate historic hourly distributed PV generation using three methods that we validate with metered generation from 205 PV systems. Via multiple linear regression, we then estimate electricity price reductions due to distributed PV generation. Across the three methods used to estimate PV generation, distributed PV generation reduced hourly median (mean) wholesale electricity prices by up to $2.7–3.1/MWh ($2.9–3.2/MWh) ($2015), or by 7–8% (8–9%). Lower wholesale prices reduced utilities’ energy procurement costs in the day-ahead market by up to $650–730 million ($2015) from 2013 through 2015. These avoided costs are similar to other avoided costs commonly included in value of solar studies.

Suggested Citation

  • Craig, Michael T. & Jaramillo, Paulina & Hodge, Bri-Mathias & Williams, Nathaniel J. & Severnini, Edson, 2018. "A retrospective analysis of the market price response to distributed photovoltaic generation in California," Energy Policy, Elsevier, vol. 121(C), pages 394-403.
    • Handle: RePEc:eee:enepol:v:121:y:2018:i:c:p:394-403
    DOI: 10.1016/j.enpol.2018.05.061
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    as
    1. Brancucci Martinez-Anido, Carlo & Brinkman, Greg & Hodge, Bri-Mathias, 2016. "The impact of wind power on electricity prices," Renewable Energy, Elsevier, vol. 94(C), pages 474-487.
    2. Whitney K. Newey & Kenneth D. West, 1994. "Automatic Lag Selection in Covariance Matrix Estimation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(4), pages 631-653.
    3. Solangi, K.H. & Islam, M.R. & Saidur, R. & Rahim, N.A. & Fayaz, H., 2011. "A review on global solar energy policy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(4), pages 2149-2163, May.
    4. McConnell, Dylan & Hearps, Patrick & Eales, Dominic & Sandiford, Mike & Dunn, Rebecca & Wright, Matthew & Bateman, Lachlan, 2013. "Retrospective modeling of the merit-order effect on wholesale electricity prices from distributed photovoltaic generation in the Australian National Electricity Market," Energy Policy, Elsevier, vol. 58(C), pages 17-27.
    5. Tveten, Åsa Grytli & Bolkesjø, Torjus Folsland & Martinsen, Thomas & Hvarnes, Håvard, 2013. "Solar feed-in tariffs and the merit order effect: A study of the German electricity market," Energy Policy, Elsevier, vol. 61(C), pages 761-770.
    6. Gelabert, Liliana & Labandeira, Xavier & Linares, Pedro, 2011. "An ex-post analysis of the effect of renewables and cogeneration on Spanish electricity prices," Energy Economics, Elsevier, vol. 33(S1), pages 59-65.
    7. Roth, Michael Buchdahl & Jaramillo, Paulina, 2017. "Going nuclear for climate mitigation: An analysis of the cost effectiveness of preserving existing U.S. nuclear power plants as a carbon avoidance strategy," Energy, Elsevier, vol. 131(C), pages 67-77.
    8. Clò, Stefano & Cataldi, Alessandra & Zoppoli, Pietro, 2015. "The merit-order effect in the Italian power market: The impact of solar and wind generation on national wholesale electricity prices," Energy Policy, Elsevier, vol. 77(C), pages 79-88.
    9. Lion Hirth, 2013. "The Market Value of Variable Renewables. The Effect of Solar and Wind Power Variability on their Relative Price," RSCAS Working Papers 2013/36, European University Institute.
    10. Wiser, Ryan & Millstein, Dev & Mai, Trieu & Macknick, Jordan & Carpenter, Alberta & Cohen, Stuart & Cole, Wesley & Frew, Bethany & Heath, Garvin, 2016. "The environmental and public health benefits of achieving high penetrations of solar energy in the United States," Energy, Elsevier, vol. 113(C), pages 472-486.
    11. Woo, C.K. & Moore, J. & Schneiderman, B. & Ho, T. & Olson, A. & Alagappan, L. & Chawla, K. & Toyama, N. & Zarnikau, J., 2016. "Merit-order effects of renewable energy and price divergence in California’s day-ahead and real-time electricity markets," Energy Policy, Elsevier, vol. 92(C), pages 299-312.
    12. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    13. Hirth, Lion, 2013. "The market value of variable renewables," Energy Economics, Elsevier, vol. 38(C), pages 218-236.
    14. Felix Creutzig & Peter Agoston & Jan Christoph Goldschmidt & Gunnar Luderer & Gregory Nemet & Robert C. Pietzcker, 2017. "The underestimated potential of solar energy to mitigate climate change," Nature Energy, Nature, vol. 2(9), pages 1-9, September.
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    5. Anatolyy Dzyuba & Irina Solovyeva & Aleksandr Semikolenov, 2023. "Raising the Resilience of Industrial Manufacturers through Implementing Natural Gas-Fired Distributed Energy Resource Systems with Demand Response," Sustainability, MDPI, vol. 15(10), pages 1-24, May.
    6. Mills, Andrew & Wiser, Ryan & Millstein, Dev & Carvallo, Juan Pablo & Gorman, Will & Seel, Joachim & Jeong, Seongeun, 2021. "The impact of wind, solar, and other factors on the decline in wholesale power prices in the United States," Applied Energy, Elsevier, vol. 283(C).
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    8. Brown, Patrick R. & O'Sullivan, Francis M., 2020. "Spatial and temporal variation in the value of solar power across United States electricity markets," Renewable and Sustainable Energy Reviews, Elsevier, vol. 121(C).

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