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Value of storage technologies for wind and solar energy

Abstract

Wind and solar industries have grown rapidly in recent years but they still supply only a small fraction of global electricity. The continued growth of these industries to levels that significantly contribute to climate change mitigation will depend on whether they can compete against alternatives that provide high-value energy on demand. Energy storage can transform intermittent renewables for this purpose but cost improvement is needed. Evaluating diverse storage technologies on a common scale has proved a major challenge, however, owing to their widely varying performance along the two dimensions of energy and power costs. Here we devise a method to compare storage technologies, and set cost improvement targets. Some storage technologies today are shown to add value to solar and wind energy, but cost reduction is needed to reach widespread profitability. The optimal cost improvement trajectories, balancing energy and power costs to maximize value, are found to be relatively location invariant, and thus can inform broad industry and government technology development strategies.

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Figure 1: Electricity output to maximize revenue from hypothetical hybrid renewable energy and storage plants.
Figure 2: χ values of a wind plant in Texas versus storage size.
Figure 3: Comparison of solar and wind plant χ values with and without storage.
Figure 4: Value of a hybrid wind and storage plant as a function of location, renewable generation costs, and storage costs.
Figure 5: Energy storage technology costs compared with value-adding cost thresholds.

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References

  1. Weisser, D. A guide to life-cycle greenhouse gas (GHG) emissions from electric supply technologies. Energy 32, 1543–1559 (2007).

    Article  CAS  Google Scholar 

  2. Barthelmie, R. J. & Pryor, S. C. Potential contribution of wind energy to climate change mitigation. Nature Clim. Change 4, 684–688 (2014).

    Article  CAS  Google Scholar 

  3. Pfister, S., Saner, D. & Koehler, A. The environmental relevance of freshwater consumption in global power production. Int. J. Life Cycle Assess. 16, 580–591 (2011).

    Article  Google Scholar 

  4. Jacobson, M. Z. Review of solutions to global warming, air pollution, and energy security. Energy Environ. Sci. 2, 148–173 (2009).

    Article  CAS  Google Scholar 

  5. Trancik, J. E. Scale and innovation in the energy sector: a focus on photovoltaics and nuclear fission. Environ. Res. Lett. 1, 014009 (2006).

    Article  Google Scholar 

  6. Stoll, B. L., Smith, T. A. & Deinert, M. R. Potential for rooftop photovoltaics in Tokyo to replace nuclear capacity. Environ. Res. Lett. 8, 014042 (2013).

    Article  Google Scholar 

  7. Bettencourt, L. M. A., Trancik, J. E. & Kaur, J. Determinants of the pace of global innovation in energy technologies. PLoS ONE 8, e67864 (2013).

    Article  CAS  Google Scholar 

  8. Nemet, G. Beyond the learning curve: factors influencing cost reductions in photovoltaics. Energy Policy 34, 3218–3232 (2006).

    Article  Google Scholar 

  9. Trancik, J. E. Renewable energy: back the renewables boom. Nature 507, 300–302 (2014).

    Article  Google Scholar 

  10. Fischer, C. & Newell, R. G. Environmental and technology policies for climate mitigation. J. Environ. Econ. Manage. 55, 142–162 (2008).

    Article  Google Scholar 

  11. Trancik, J. E., Chang, M. T., Karapataki, C. & Stokes, L. C. Effectiveness of a segmental approach to climate policy. Environ. Sci. Technol. 48, 27–35 (2014).

    Article  CAS  Google Scholar 

  12. Cheng, F. et al. Applying battery energy storage to enhance the benefits of photovoltaics. In Energytech, 2012 IEEEhttp://doi.org/bjgv (IEEE, 2012).

  13. Felder, F. A. & Haut, R. Balancing alternatives and avoiding false dichotomies to make informed US electricity policy. Policy Sci. 41, 165–180 (2008).

    Article  Google Scholar 

  14. Trancik, J. E. & Cross-Call, D. Energy technologies evaluated against climate targets using a cost and carbon trade-off curve. Environ. Sci. Technol. 47, 6673–6680 (2013).

    Article  CAS  Google Scholar 

  15. Hittinger, E., Whitacre, J. F. & Apt, J. What properties of grid energy storage are most valuable? J. Power Sources 206, 436–449 (2012).

    Article  CAS  Google Scholar 

  16. Sioshansi, R. Increasing the value of wind with energy storage. Energy J. 32, 1–29 (2011).

    Article  Google Scholar 

  17. Evans, A., Strezov, V. & Evans, T. J. Assessment of utility energy storage options for increased renewable energy penetration. Renew. Sustain. Energy Rev. 16, 4141–4147 (2012).

    Article  Google Scholar 

  18. Sundararagavan, S. & Baker, E. Evaluating energy storage technologies for wind power integration. Solar Energy 86, 2707–2717 (2012).

    Article  Google Scholar 

  19. Mason, J., Fthenakis, V., Zweibel, K., Hansen, T. & Nikolakakis, T. Coupling PV and CAES power plants to transform intermittent PV electricity into a dispatchable electricity source. Prog. Photovolt. Res. Appl. 16, 649–668 (2008).

    Article  Google Scholar 

  20. Oudalov, A., Chartouni, D. & Ohler, C. Optimizing a battery energy storage system for primary frequency control. IEEE Trans. Power Syst. 22, 1259–1266 (2007).

    Article  Google Scholar 

  21. Walawalkar, R., Apt, J. & Mancini, R. Economics of electric energy storage for energy arbitrage and regulation in New York. Energy Policy 35, 2558–2568 (2007).

    Article  Google Scholar 

  22. Greenblatt, J. B., Succar, S., Denkenberger, D. C., Williams, R. H. & Socolow, R. H. Baseload wind energy: modeling the competition between gas turbines and compressed air energy storage for supplemental generation. Energy Policy 35, 1474–1492 (2007).

    Article  Google Scholar 

  23. Jaramillo, O. A., Borja, M. A. & Huacuz, J. M. Using hydropower to complement wind energy: a hybrid system to provide firm power. Renew. Energy 29, 1887–1909 (2004).

    Article  Google Scholar 

  24. Castronuovo, E. D. & Lopes, J. A. P. Optimal operation and hydro storage sizing of a wind–hydro power plant. Int. J. Electr. Power Energy Syst. 26, 771–778 (2004).

    Article  Google Scholar 

  25. Wilson, C., Grubler, A., Gallagher, K. S. & Nemet, G. F. Marginalization of end-use technologies in energy innovation for climate protection. Nature Clim. Change 2, 780–788 (2012).

    Article  Google Scholar 

  26. Schoenung, S. M. & Hassenzahl, W. V. Long- vs. Short-Term Energy Storage Technologies Analysis: A Life-Cycle Cost Study Technical Report (Sandia National Laboratories, 2003).

    Book  Google Scholar 

  27. Kousksou, T., Bruel, P., Jamil, A., El Rhafiki, T. & Zeraouli, Y. Energy storage: applications and challenges. Sol. Energy Mater. Sol. Cells 120, 59–80 (2014).

    Article  CAS  Google Scholar 

  28. Castillo, A. & Gayme, D. F. Grid-scale energy storage applications in renewable energy integration: a survey. Energy Convers. Manage. 87, 885–894 (2014).

    Article  Google Scholar 

  29. Chen, H. et al. Progress in electrical energy storage system: a critical review. Prog. Natural Sci. 19, 291–312 (2009).

    Article  CAS  Google Scholar 

  30. Akhil, A. A. et al. DOE/EPRI 2013 Electricity Storage Handbook in Collaboration with NRECA Technical Report (Sandia National Laboratories, 2013).

    Google Scholar 

  31. Department of Energy Global Energy Storage Database (US Department of Energy, accessed December 3 2014); http://www.energystorageexchange.org

  32. Bolinger, M. & Weaver, S. Utility-Scale Solar 2013: An Empirical Analysis of Project Cost, Performance, and Pricing Trends in the United States Technical Report (US Department of Energy, 2014).

    Book  Google Scholar 

  33. Schmalensee, R. et al. The Future of Solar Energy: An Interdisciplinary MIT Study Technical Report (MIT Energy Initiative, 2015).

    Google Scholar 

  34. Renewable Power Generation Costs in 2014 Technical Report (International Renewable Energy Agency, 2015).

  35. Wiser, R. & Bolinger, M. 2014 Wind Technologies Market Report Technical Report (US Department of Energy, 2015).

    Google Scholar 

  36. Darling, R. M., Gallagher, K. G., Kowalski, J. A., Ha, S. & Brushett, F. R. Pathways to low-cost electrochemical energy storage: a comparison of aqueous and nonaqueous flow batteries. Energy Environ. Sci. 7, 3459–3477 (2014).

    Article  CAS  Google Scholar 

  37. Chawla, M., Naik, R., Burra, R. & Wiegman, H. Utility energy storage life degradation estimation method. In 2010 IEEE Conference on Innovative Technologies for an Efficient and Reliable Electricity Supply 302–308 (IEEE, 2010).

    Chapter  Google Scholar 

  38. Karmiris, G. & Tengnér, T. Control method evaluation for battery energy storage system utilized in renewable smoothing. In IEEE Conference of the Industrial Electronics Society 1566–1570 (IEEE, 2013).

    Google Scholar 

  39. National Solar Radiation Database (National Renewable Energy Laboratory, accessed May 17 2015); http://rredc.nrel.gov/solar/old_data/nsrdb/1991-2010

  40. Graves, F., Jenkin, T. & Murphy, D. Opportunities for electricity storage in deregulating markets. Electricity J. 12, 46–56 (1999).

    Article  Google Scholar 

  41. Figueiredo, F., Flynn, P. C. & Cabral, E. The economics of energy storage in 14 deregulated power markets. Energy Stud. Rev. 14, 131–152 (2006).

    Article  Google Scholar 

  42. EPRI EPRI-DOE Handbook of Energy Storage for Transmission and Distribution Applications Technical Report 1001834 (Electric Power Research Institute, US Department of Energy, 2003).

  43. Eyer, J., Iannucci, J. & Corey, G. Energy Storage Benefits and Market Analysis Handbook: A Study for the DOE Energy Storage Systems Program (Sandia National Laboratories, 2004).

    Book  Google Scholar 

Download references

Acknowledgements

This work was supported by the MIT Portugal Program, Lockheed Martin, and the SUTD-MIT International Design Center. J.M.M. was supported by a Hertz Foundation Graduate Fellowship. W.A.B. was supported by a National Defense Science and Engineering Graduate Fellowship.

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Contributions

J.E.T designed the study; W.A.B., J.M.M. and J.E.T. built the model and performed the analysis; J.E.T., W.A.B. and J.M.M. wrote the paper.

Corresponding author

Correspondence to Jessika E. Trancik.

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The authors declare no competing financial interests.

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Braff, W., Mueller, J. & Trancik, J. Value of storage technologies for wind and solar energy. Nature Clim Change 6, 964–969 (2016). https://doi.org/10.1038/nclimate3045

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