IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v90y2015ipbp497-509.html
   My bibliography  Save this article

Modelling European usage of renewable energy technologies for electricity generation

Author

Listed:
  • Meade, Nigel
  • Islam, Towhidul

Abstract

For fourteen European countries, we model the usage of renewable energy technologies (RETs) in electricity generation within a multi-country growth curve framework. We consider a range of covariates as possible determinants of the differences in growth rates of RET usage between countries and over time. An effective way of capturing the differences between the countries is their division into four groups: slow, normal, fast and very fast growth. This division has more explanatory power than other binary variables such as the use of different incentive schemes. No evidence that changes in the price of fossil fuels (represented by oil) explained changes in the growth of RET usage over time was found. The model developed is evaluated by its accuracy in both point forecasting and density forecasting and it is used to provide forecasts of RET usage up to 2020. Greece and Belgium are identified as the two countries least likely to reach a given threshold for the proportion of RET generated electricity in 2020.

Suggested Citation

  • Meade, Nigel & Islam, Towhidul, 2015. "Modelling European usage of renewable energy technologies for electricity generation," Technological Forecasting and Social Change, Elsevier, vol. 90(PB), pages 497-509.
  • Handle: RePEc:eee:tefoso:v:90:y:2015:i:pb:p:497-509
    DOI: 10.1016/j.techfore.2014.03.007
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162514000997
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2014.03.007?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Keirstead, James, 2007. "Behavioural responses to photovoltaic systems in the UK domestic sector," Energy Policy, Elsevier, vol. 35(8), pages 4128-4141, August.
    2. Berkowitz, Jeremy, 2001. "Testing Density Forecasts, with Applications to Risk Management," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(4), pages 465-474, October.
    3. Haas, R. & Eichhammer, W. & Huber, C. & Langniss, O. & Lorenzoni, A. & Madlener, R. & Menanteau, P. & Morthorst, P. -E. & Martins, A. & Oniszk, A. & Schleich, J. & Smith, A. & Vass, Z. & Verbruggen, A, 2004. "How to promote renewable energy systems successfully and effectively," Energy Policy, Elsevier, vol. 32(6), pages 833-839, April.
    4. Islam, Towhidul, 2014. "Household level innovation diffusion model of photo-voltaic (PV) solar cells from stated preference data," Energy Policy, Elsevier, vol. 65(C), pages 340-350.
    5. Dinica, Valentina, 2006. "Support systems for the diffusion of renewable energy technologies--an investor perspective," Energy Policy, Elsevier, vol. 34(4), pages 461-480, March.
    6. Jacobsson, Staffan & Lauber, Volkmar, 2006. "The politics and policy of energy system transformation--explaining the German diffusion of renewable energy technology," Energy Policy, Elsevier, vol. 34(3), pages 256-276, February.
    7. Palmer, Karen & Burtraw, Dallas, 2005. "Cost-effectiveness of renewable electricity policies," Energy Economics, Elsevier, vol. 27(6), pages 873-894, November.
    8. Ringel, Marc, 2006. "Fostering the use of renewable energies in the European Union: the race between feed-in tariffs and green certificates," Renewable Energy, Elsevier, vol. 31(1), pages 1-17.
    9. Owen, Anthony D., 2006. "Renewable energy: Externality costs as market barriers," Energy Policy, Elsevier, vol. 34(5), pages 632-642, March.
    10. Joselin Herbert, G.M. & Iniyan, S. & Sreevalsan, E. & Rajapandian, S., 2007. "A review of wind energy technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(6), pages 1117-1145, August.
    11. Doukas, Haris & Mannsbart, Wilhelm & Patlitzianas, Konstantinos D. & Psarras, John & Ragwitz, Mario & Schlomann, Barbara, 2007. "A methodology for validating the renewable energy data in EU," Renewable Energy, Elsevier, vol. 32(12), pages 1981-1998.
    12. Agnolucci, Paolo, 2007. "Wind electricity in Denmark: A survey of policies, their effectiveness and factors motivating their introduction," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(5), pages 951-963, June.
    13. Kahn, Edward, 1996. "The production tax credit for wind turbine powerplants is an ineffective incentive," Energy Policy, Elsevier, vol. 24(5), pages 427-435, May.
    14. Philippe Menanteau & Dominique Finon & Marie-Laure Lamy, 2003. "Prices versus quantities :environmental policies for promoting the development of renewable energy," Post-Print halshs-00480457, HAL.
    15. Munoz, Miquel & Oschmann, Volker & David Tabara, J., 2007. "Harmonization of renewable electricity feed-in laws in the European Union," Energy Policy, Elsevier, vol. 35(5), pages 3104-3114, May.
    16. Hain, J. J. & Ault, G. W. & Galloway, S. J & Cruden, A. & McDonald, J. R., 2005. "Additional renewable energy growth through small-scale community orientated energy policies," Energy Policy, Elsevier, vol. 33(9), pages 1199-1212, June.
    17. Verhaegen, Karolien & Meeus, Leonardo & Delvaux, Bram & Belmans, Ronnie, 2007. "Electricity produced from renewable energy sources--What target are we aiming for?," Energy Policy, Elsevier, vol. 35(11), pages 5576-5584, November.
    18. Resch, Gustav & Held, Anne & Faber, Thomas & Panzer, Christian & Toro, Felipe & Haas, Reinhard, 2008. "Potentials and prospects for renewable energies at global scale," Energy Policy, Elsevier, vol. 36(11), pages 4048-4056, November.
    19. Jäger-Waldau, Arnulf, 2007. "Photovoltaics and renewable energies in Europe," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(7), pages 1414-1437, September.
    20. Meade, Nigel, 2010. "Oil prices -- Brownian motion or mean reversion? A study using a one year ahead density forecast criterion," Energy Economics, Elsevier, vol. 32(6), pages 1485-1498, November.
    21. Butler, Lucy & Neuhoff, Karsten, 2008. "Comparison of feed-in tariff, quota and auction mechanisms to support wind power development," Renewable Energy, Elsevier, vol. 33(8), pages 1854-1867.
    22. Meyer, Niels I., 2003. "European schemes for promoting renewables in liberalised markets," Energy Policy, Elsevier, vol. 31(7), pages 665-676, June.
    23. Islam, Towhidul & Meade, Nigel, 2012. "The impact of competition, and economic globalization on the multinational diffusion of 3G mobile phones," Technological Forecasting and Social Change, Elsevier, vol. 79(5), pages 843-850.
    24. Nigel Meade & Towhidul Islam, 1998. "Technological Forecasting---Model Selection, Model Stability, and Combining Models," Management Science, INFORMS, vol. 44(8), pages 1115-1130, August.
    25. Menanteau, Philippe & Finon, Dominique & Lamy, Marie-Laure, 2003. "Prices versus quantities: choosing policies for promoting the development of renewable energy," Energy Policy, Elsevier, vol. 31(8), pages 799-812, June.
    26. Hubert Gatignon & Jehoshua Eliashberg & Thomas S. Robertson, 1989. "Modeling Multinational Diffusion Patterns: An Efficient Methodology," Marketing Science, INFORMS, vol. 8(3), pages 231-247.
    27. Islam, Towhidul & Fiebig, Denzil G. & Meade, Nigel, 2002. "Modelling multinational telecommunications demand with limited data," International Journal of Forecasting, Elsevier, vol. 18(4), pages 605-624.
    28. Agnolucci, Paolo, 2008. "Factors influencing the likelihood of regulatory changes in renewable electricity policies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 12(1), pages 141-161, January.
    29. Meade, Nigel & Islam, Towhidul, 2006. "Modelling and forecasting the diffusion of innovation - A 25-year review," International Journal of Forecasting, Elsevier, vol. 22(3), pages 519-545.
    30. Bass, Frank M, 1980. "The Relationship between Diffusion Rates, Experience Curves, and Demand Elasticities for Consumer Durable Technological Innovations," The Journal of Business, University of Chicago Press, vol. 53(3), pages 51-67, July.
    31. Rao, K. Usha & Kishore, V.V.N., 2010. "A review of technology diffusion models with special reference to renewable energy technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(3), pages 1070-1078, April.
    32. Desiraju, Ramarao & Nair, Harikesh S. & Chintagunta, Pradeep, 2004. "Diffusion of New Pharmaceutical Drugs in Developing and Developed Nations," Research Papers 1950, Stanford University, Graduate School of Business.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Bessi, Alessandro & Guidolin, Mariangela & Manfredi, Piero, 2021. "The role of gas on future perspectives of renewable energy diffusion: Bridging technology or lock-in?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
    2. Petropoulos, Fotios & Apiletti, Daniele & Assimakopoulos, Vassilios & Babai, Mohamed Zied & Barrow, Devon K. & Ben Taieb, Souhaib & Bergmeir, Christoph & Bessa, Ricardo J. & Bijak, Jakub & Boylan, Joh, 2022. "Forecasting: theory and practice," International Journal of Forecasting, Elsevier, vol. 38(3), pages 705-871.
      • Fotios Petropoulos & Daniele Apiletti & Vassilios Assimakopoulos & Mohamed Zied Babai & Devon K. Barrow & Souhaib Ben Taieb & Christoph Bergmeir & Ricardo J. Bessa & Jakub Bijak & John E. Boylan & Jet, 2020. "Forecasting: theory and practice," Papers 2012.03854, arXiv.org, revised Jan 2022.
    3. Bunea, Anita M. & Della Posta, Pompeo & Guidolin, Mariangela & Manfredi, Piero, 2020. "What do adoption patterns of solar panels observed so far tell about governments’ incentive? Insights from diffusion models," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    4. Guidolin, Mariangela & Alpcan, Tansu, 2019. "Transition to sustainable energy generation in Australia: Interplay between coal, gas and renewables," Renewable Energy, Elsevier, vol. 139(C), pages 359-367.
    5. Tolliver, Clarence & Keeley, Alexander Ryota & Managi, Shunsuke, 2020. "Policy targets behind green bonds for renewable energy: Do climate commitments matter?," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
    6. Hall, Lisa M.H. & Buckley, Alastair R., 2016. "A review of energy systems models in the UK: Prevalent usage and categorisation," Applied Energy, Elsevier, vol. 169(C), pages 607-628.
    7. Grossi, Luigi & Nan, Fany, 2019. "Robust forecasting of electricity prices: Simulations, models and the impact of renewable sources," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 305-318.
    8. Furlan, Claudia & Guidolin, Mariangela & Guseo, Renato, 2016. "Has the Fukushima accident influenced short-term consumption in the evolution of nuclear energy? An analysis of the world and seven leading countries," Technological Forecasting and Social Change, Elsevier, vol. 107(C), pages 37-49.
    9. Guidolin, Mariangela & Guseo, Renato, 2016. "The German energy transition: Modeling competition and substitution between nuclear power and Renewable Energy Technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1498-1504.
    10. Brito, Thiago Luis Felipe & Islam, Towhidul & Stettler, Marc & Mouette, Dominique & Meade, Nigel & Moutinho dos Santos, Edmilson, 2019. "Transitions between technological generations of alternative fuel vehicles in Brazil," Energy Policy, Elsevier, vol. 134(C).
    11. Khalid Zaman, 2015. "Determinants of Nuclear Energy Consumption in South Asia: Economic and Energy Security Issues," International Journal of Energy Economics and Policy, Econjournals, vol. 5(3), pages 822-827.
    12. Can Şener, Şerife Elif & Sharp, Julia L. & Anctil, Annick, 2018. "Factors impacting diverging paths of renewable energy: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2335-2342.
    13. Scholten, Daniel & Bosman, Rick, 2016. "The geopolitics of renewables; exploring the political implications of renewable energy systems," Technological Forecasting and Social Change, Elsevier, vol. 103(C), pages 273-283.
    14. Kobos, Peter H. & Malczynski, Leonard A. & Walker, La Tonya N. & Borns, David J. & Klise, Geoffrey T., 2018. "Timing is everything: A technology transition framework for regulatory and market readiness levels," Technological Forecasting and Social Change, Elsevier, vol. 137(C), pages 211-225.
    15. Cuce, Erdem, 2016. "Toward multi-functional PV glazing technologies in low/zero carbon buildings: Heat insulation solar glass – Latest developments and future prospects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1286-1301.
    16. Liobikienė, Genovaitė & Butkus, Mindaugas, 2017. "The European Union possibilities to achieve targets of Europe 2020 and Paris agreement climate policy," Renewable Energy, Elsevier, vol. 106(C), pages 298-309.
    17. Dincer, Hasan & Yuksel, Serhat, 2019. "Balanced scorecard-based analysis of investment decisions for the renewable energy alternatives: A comparative analysis based on the hybrid fuzzy decision-making approach," Energy, Elsevier, vol. 175(C), pages 1259-1270.
    18. Valdés Lucas, Javier Noel & Escribano Francés, Gonzalo & San Martín González, Enrique, 2016. "Energy security and renewable energy deployment in the EU: Liaisons Dangereuses or Virtuous Circle?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 1032-1046.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Lüthi, Sonja & Wüstenhagen, Rolf, 2012. "The price of policy risk — Empirical insights from choice experiments with European photovoltaic project developers," Energy Economics, Elsevier, vol. 34(4), pages 1001-1011.
    2. Stokes, Leah C., 2013. "The politics of renewable energy policies: The case of feed-in tariffs in Ontario, Canada," Energy Policy, Elsevier, vol. 56(C), pages 490-500.
    3. Schallenberg-Rodriguez, Julieta, 2017. "Renewable electricity support systems: Are feed-in systems taking the lead?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 1422-1439.
    4. Shen, Neng & Deng, Rumeng & Liao, Haolan & Shevchuk, Oleksandr, 2020. "Mapping renewable energy subsidy policy research published from 1997 to 2018: A scientometric review," Utilities Policy, Elsevier, vol. 64(C).
    5. Islam, Towhidul, 2014. "Household level innovation diffusion model of photo-voltaic (PV) solar cells from stated preference data," Energy Policy, Elsevier, vol. 65(C), pages 340-350.
    6. Martin, Nigel J. & Rice, John L., 2017. "Examining the use of concept analysis and mapping software for renewable energy feed-in tariff design," Renewable Energy, Elsevier, vol. 113(C), pages 211-220.
    7. Martin, Nigel & Rice, John, 2013. "The solar photovoltaic feed-in tariff scheme in New South Wales, Australia," Energy Policy, Elsevier, vol. 61(C), pages 697-706.
    8. Agnolucci, Paolo, 2008. "Factors influencing the likelihood of regulatory changes in renewable electricity policies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 12(1), pages 141-161, January.
    9. Wüstenhagen, Rolf & Menichetti, Emanuela, 2012. "Strategic choices for renewable energy investment: Conceptual framework and opportunities for further research," Energy Policy, Elsevier, vol. 40(C), pages 1-10.
    10. del Río, Pablo, 2012. "The dynamic efficiency of feed-in tariffs: The impact of different design elements," Energy Policy, Elsevier, vol. 41(C), pages 139-151.
    11. Polzin, Friedemann & Egli, Florian & Steffen, Bjarne & Schmidt, Tobias S., 2019. "How do policies mobilize private finance for renewable energy?—A systematic review with an investor perspective," Applied Energy, Elsevier, vol. 236(C), pages 1249-1268.
    12. Wiser, Ryan & Barbose, Galen & Holt, Edward, 2011. "Supporting solar power in renewables portfolio standards: Experience from the United States," Energy Policy, Elsevier, vol. 39(7), pages 3894-3905, July.
    13. van Alphen, Klaas & Kunz, Huden S. & Hekkert, Marko P., 2008. "Policy measures to promote the widespread utilization of renewable energy technologies for electricity generation in the Maldives," Renewable and Sustainable Energy Reviews, Elsevier, vol. 12(7), pages 1959-1973, September.
    14. Sakah, Marriette & Diawuo, Felix Amankwah & Katzenbach, Rolf & Gyamfi, Samuel, 2017. "Towards a sustainable electrification in Ghana: A review of renewable energy deployment policies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 79(C), pages 544-557.
    15. Paul Lehmann & Felix Creutzig & Melf-Hinrich Ehlers & Nele Friedrichsen & Clemens Heuson & Lion Hirth & Robert Pietzcker, 2012. "Carbon Lock-Out: Advancing Renewable Energy Policy in Europe," Energies, MDPI, vol. 5(2), pages 1-32, February.
    16. Huang, Shih-Chieh & Lo, Shang-Lien & Lin, Yen-Ching, 2013. "Application of a fuzzy cognitive map based on a structural equation model for the identification of limitations to the development of wind power," Energy Policy, Elsevier, vol. 63(C), pages 851-861.
    17. Darmani, Anna & Rickne, Annika & Hidalgo, Antonio & Arvidsson, Niklas, 2016. "When outcomes are the reflection of the analysis criteria: A review of the tradable green certificate assessments," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 372-381.
    18. Nicolini, Marcella & Tavoni, Massimo, 2017. "Are renewable energy subsidies effective? Evidence from Europe," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 412-423.
    19. Couture, Toby & Gagnon, Yves, 2010. "An analysis of feed-in tariff remuneration models: Implications for renewable energy investment," Energy Policy, Elsevier, vol. 38(2), pages 955-965, February.
    20. Peters, Kay & Albers, Sönke & Kumar, V., 2008. "Is there more to international Diffusion than Culture? An investigation on the Role of Marketing and Industry Variables," EconStor Preprints 27678, ZBW - Leibniz Information Centre for Economics.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:tefoso:v:90:y:2015:i:pb:p:497-509. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.