Data Analytics for the Selection of Wind Turbine Power Curve Models

  • Gabriel Almeida Hammes
  • Paula Medina MaçairaEmail author
  • Fernando Luiz Cyrino Oliveira
Conference paper
Part of the Springer Proceedings in Business and Economics book series (SPBE)


Once energy is a social good, this study proposes a methodology to select the most appropriate wind turbine power curve models for Brazilian wind farms. To do so, we compare our proposal with the observed values in a monthly and annual base.


Wind power Power curve Renewable energy 



The authors thank the R&D program of the Brazilian Electricity Regulatory Agency (ANEEL) for financial support (PD-0387-0315/2015). They also thank the support of the National Council of Technological and Scientific Development (CNPq) and FAPERJ. This study was financed in part by the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior—Brasil (CAPES)—Finance Code 001.


  1. 1.
    ANEEL: Available at Accessed 25 Apr 2018. BIG ANEEL. Available at Accessed 27 Apr 2018
  2. 2.
  3. 3.
    Maçaira, P.M., Cyrillo, Y.M., Oliveira, F.L.C., Souza, R.C.: Including wind power generation in Brazil’s long-term optimization model for energy planning. Energies 12(5), 1–20 (2019)Google Scholar
  4. 4.
    Vargas, S.A., Esteves, G.R.T., Maçaira, P.M., Bastos, B.Q., Cyrino Oliveira, F.L., Souza, R.C.: Wind power generation: A review and a research agenda. J. Clean. Prod. 218, 850–870 (2019)CrossRefGoogle Scholar
  5. 5.
    Mathew, S.: Wind Energy—Fundamentals, Resource Analysis and Economics. Springer (2006)Google Scholar
  6. 6.
    Kusiak, A., Zheng, H., Song, Z.: Models formonitoring wind farm power. Renew. Energy 34(3):583–590 (2017)Google Scholar
  7. 7.
    Gupta, S.C., Nema, R.K., Sohoni, V.: A critical review on wind turbine power curve modelling techniques and their applications in wind based energy systems. Hindawi Publishing Corporation. J Energy 1–18 (2016)Google Scholar
  8. 8.
    Diaf, S., Belhamel, M., Haddadi, M., Louche, A.: Technical and economic assessment of hybrid photovoltaic/wind system with battery storage in Corsica island. Energy Policy 36(2), 743–754 (2008)CrossRefGoogle Scholar
  9. 9.
    Deshmukh, M.K., Deshmukh, S.S.: Modeling of hybrid renewable energy systems. Renew. Sustain. Energy Rev. 12(1), 235–249 (2008)CrossRefGoogle Scholar
  10. 10.
    Kishore, L.N., Fernandez, E.: Reliability well-being assessment of PV-wind hybrid system using Monte Carlo simulation. In: Proceedings of the International Conference on Emerging Trends in Electrical and Computer Technology (2011)Google Scholar
  11. 11.
    Borowy, B.S., Salameh, Z.M.: Optimum photovoltaic array size for a hybrid wind/PV system. IEEE Trans. Energy Convers. 9(3), 482–488 (1994)CrossRefGoogle Scholar
  12. 12.
    Borowy, B.S., Salameh, Z.M.: Methodology for optimally sizing the combination of a battery bank and PV array in a wind/PV hybrid system. IEEE Trans. Energy Convers. 11(2), 367–375 (1996)CrossRefGoogle Scholar
  13. 13.
    The Wind Power. Available at Accessed 25 Apr 2018
  14. 14.
    Research Data Archive. Available at Accessed 25 Apr 2018

Copyright information

© Springer Nature Switzerland AG 2020

Authors and Affiliations

  • Gabriel Almeida Hammes
    • 1
  • Paula Medina Maçaira
    • 1
    Email author
  • Fernando Luiz Cyrino Oliveira
    • 1
  1. 1.Department of Industrial EngineeringPontifical Catholic University of Rio de Janeiro (PUC-Rio)Rio de JaneiroBrazil

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