Advanced search
Publication Cover
Journal of Statistics and Management Systems Volume 23, 2020 - Issue 1: Developments and Advances in Renewable Energy systems
Journal homepage
124
Views
7
CrossRef citations to date
0
Altmetric
Articles

Machine learning models for renewable energy forecasting

Kusum TharaniDepartment of Electrical and Electronics Engineering, Bharati Vidyapeeth’s College of Engineering, Paschim Vihar, New Delhi110063, India, E-mail: [email protected]Correspondence[email protected]
,
Neeraj KumarDepartment of Electrical and Electronics Engineering, Bharati Vidyapeeth’s College of Engineering, Paschim Vihar, New Delhi110063, India, E-mail: [email protected]
,
Vishal SrivastavaDepartment of Electrical and Electronics Engineering, Bharati Vidyapeeth’s College of Engineering, Paschim Vihar, New Delhi110063, India, E-mail: [email protected]
,
Sakshi MishraDepartment of Electrical and Electronics Engineering, Bharati Vidyapeeth’s College of Engineering, Paschim Vihar, New Delhi110063, India, E-mail: [email protected]
&
M. Pratyush JayachandranDepartment of Electrical and Electronics Engineering, Bharati Vidyapeeth’s College of Engineering, Paschim Vihar, New Delhi110063, India, E-mail: [email protected]
Pages 171-180 | Published online: 06 Feb 2020

References

  • E. Lorenz, J. Remund, S. Müller, W. Traunmüller and G. Steinmaurer, “Benchmarking of different approaches to forecast solar irradiance,” 24th Eur. Photovolt. Sol. Energy Conf. Hambg. Ger., 2009.
  • K. S. Perera, Z. Aung and W. L. Woon, “Machine Learning Techniques for Supporting,” Springer, Cham, pp. 81-96, 2014.
  • A. M. M. a. B. P. Amrutha, “A mathematical model for supply demand matching in a low carbon electricity system,” Journal of Information and Optimization Sciences, vol. 37, no. 5, pp. 763-790, 2016. doi: 10.1080/02522667.2016.1191188
  • J. E. T. Akinsola, O. F.Y, A. O, H. J. O, O. O and A. J, “Supervised Machine Learning Algorithms: Classification and Comparisons,” International Journal of Computer Trends and Technology, vol. 48, no. 3, pp. 128-138, 2017. doi: 10.14445/22312803/IJCTT-V48P126
  • A. Mosavi, M. Salimi, S. F. Ardabili, T. Rabczuk, S. Shamshirband and A. R. Varkonyi-Koczy, “State of the Art of Machine Learning Models in Energy Systems, a Systemic Review,” Energies, vol. 12, no. 7, p. 1301, 2019. doi: 10.3390/en12071301
  • NASA, “Prediction of World Energy Resouces (POWER),” NASA, 2019. [ Online]. Available: https://power.larc.nasa.gov/. [Accessed 2019].
  • M. Panjwani and G. B. Narejo, “Effect of Humidity on the Efficiency of Solar Cell (Photovoltaic),” Int Journal Eng Res General Sciences, vol. 2, pp. 499-503, 2014.
  • L. Wald, “Basics in Solar Radiation at Earth,” 2018. [ Online]. Available: https://hal-mines-paristech.archives-ouvertes.fr/hal-01676634/file/2018_basics_solaire_wald_v1.pdf. [Accessed 2019].
  • Wikipedia, “Solar Irradiance,” Wikipedia, [Online]. Available: https://en.wikipedia.org/wiki/Solar_irradiance. [Accessed 2019].
  • C. Wei, “Predicitions of Surface Solar Radiation on Tilted Solar Panels using Machine Learning Models,” Energies, vol. 10, p. 1660, 2017. doi: 10.3390/en10101660
  • P. Softwares, “Calculate Energy Output of Solar Cell,” Photovoltaic Softwares, [Online]. Available: https://photovoltaic-software.com/principle-ressources. [Accessed 2019].
  • P. A. B. S. Bhola, “Estimation of solar radiation using support vector regression,” Journal of Information and Optimization Sciences, vol. 40, no. 2, pp. 339-350, 2019. doi: 10.1080/02522667.2019.1578093

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.