Araştırma Makalesi

Estimation of Wind Speed Data with Setar Model

Cilt: 7 Sayı: 2 31 Ağustos 2022
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Estimation of Wind Speed Data with Setar Model

Öz

The threshold model allows expression with different Autoregressive Moving Average (ARMA) models sorted according to the threshold value of the observations. In this study, nineteen years of observed wind speed data have been modeled with the Self Exciting Threshold Autoregressive (SETAR) model. Two different Autoregressive (AR(3)) models have been obtained for the situation where the wind speed was below and above 2.5 m / s of the previous observation in the time series. In addition, in the SETAR (1,3,3) model, it has been determined that the residual terms have the effect of GARCH (1,1) and a range has been estimated for model predictions.

Anahtar Kelimeler

Kaynakça

  1. [1] Narayana M., Sunderland K. M., Putrus G., Conlon M. F., "Adaptive linear prediction for optimal control of wind turbines", Renewable Energy 113 (2017) : 895-906.
  2. [2] Kamjoo A., Maheri A., and Putrus G., "Wind speed and solar irradiance variation simulation using ARMA models in design of hybrid wind-PVBattery system", Journal of Clean Energy Technologies 1(1) (2013).
  3. [3] Zhang M., Wei Yu w., Xu J., "Aerodynamic physics of smart load control for wind turbine due to extreme wind shear", Renewable Energy 70 (2014) : 204-210.
  4. [4] Kose R., Ozgur M.A., Erbas O., Tugcu A., "The analysis of wind data and wind energy potential in Kutahya, Turkey", Renewable and Sustainable Energy Reviews 8(3) (2004) : 277-288.
  5. [5] Mathew S., Pandey K.P., Kumar A.V., "Analysis of wind regimes for energy estimation", Renewable Energy 25(3) (2002) : 381-399.
  6. [6] Ahmed, N.B., "A comparative analysis of forecast performance between SARIMA and SETAR models using macroeconomic variables in Ghana", Master Thesis, Unıversıty of Ghana, (2018).
  7. [7] Albuquerquemello, V.P., Medeiros R.K., Besarria, C.N., Maia, S.F., "Forecasting crude oil price: Does exist an optimal econometric model? ", Energy 155 (2018) : 578-591.
  8. [8] Campenhout B.V., "Modelling trends in food market integration: Method and an application to Tanzanian maize markets", Food Policy 32(1) (2006).

Ayrıntılar

Birincil Dil

İngilizce

Konular

Matematik

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

31 Ağustos 2022

Gönderilme Tarihi

8 Nisan 2022

Kabul Tarihi

2 Haziran 2022

Yayımlandığı Sayı

Yıl 2022 Cilt: 7 Sayı: 2

Kaynak Göster

APA
Kahraman, Ü. M., Arsel, İ., Genç, A., & Oturanç, G. (2022). Estimation of Wind Speed Data with Setar Model. Journal of Engineering Technology and Applied Sciences, 7(2), 115-124. https://doi.org/10.30931/jetas.1099407
AMA
1.Kahraman ÜM, Arsel İ, Genç A, Oturanç G. Estimation of Wind Speed Data with Setar Model. Journal of Engineering Technology and Applied Sciences. 2022;7(2):115-124. doi:10.30931/jetas.1099407
Chicago
Kahraman, Ümran Münire, İsmail Arsel, Aşır Genç, ve Galip Oturanç. 2022. “Estimation of Wind Speed Data with Setar Model”. Journal of Engineering Technology and Applied Sciences 7 (2): 115-24. https://doi.org/10.30931/jetas.1099407.
EndNote
Kahraman ÜM, Arsel İ, Genç A, Oturanç G (01 Ağustos 2022) Estimation of Wind Speed Data with Setar Model. Journal of Engineering Technology and Applied Sciences 7 2 115–124.
IEEE
[1]Ü. M. Kahraman, İ. Arsel, A. Genç, ve G. Oturanç, “Estimation of Wind Speed Data with Setar Model”, Journal of Engineering Technology and Applied Sciences, c. 7, sy 2, ss. 115–124, Ağu. 2022, doi: 10.30931/jetas.1099407.
ISNAD
Kahraman, Ümran Münire - Arsel, İsmail - Genç, Aşır - Oturanç, Galip. “Estimation of Wind Speed Data with Setar Model”. Journal of Engineering Technology and Applied Sciences 7/2 (01 Ağustos 2022): 115-124. https://doi.org/10.30931/jetas.1099407.
JAMA
1.Kahraman ÜM, Arsel İ, Genç A, Oturanç G. Estimation of Wind Speed Data with Setar Model. Journal of Engineering Technology and Applied Sciences. 2022;7:115–124.
MLA
Kahraman, Ümran Münire, vd. “Estimation of Wind Speed Data with Setar Model”. Journal of Engineering Technology and Applied Sciences, c. 7, sy 2, Ağustos 2022, ss. 115-24, doi:10.30931/jetas.1099407.
Vancouver
1.Ümran Münire Kahraman, İsmail Arsel, Aşır Genç, Galip Oturanç. Estimation of Wind Speed Data with Setar Model. Journal of Engineering Technology and Applied Sciences. 01 Ağustos 2022;7(2):115-24. doi:10.30931/jetas.1099407