Araştırma Makalesi

AIR TEMPERATURE ESTIMATION FOR BATMAN CITY WITH SIMPLE AND MULTI-LINEAR REGRESSION MODELS UTILIZING METEOROLOGICAL PARAMETERS

Cilt: 10 Sayı: 2 30 Aralık 2020
PDF İndir
EN

AIR TEMPERATURE ESTIMATION FOR BATMAN CITY WITH SIMPLE AND MULTI-LINEAR REGRESSION MODELS UTILIZING METEOROLOGICAL PARAMETERS

Öz

Determination of air temperature has a significant role in numerous activities such as agriculture, animal husbandry, industry, highway, airlines and railway transportation. In this study, the monthly average of 67 meteorological parameters, which affects the temperature between 2012 and 2017, has taken from Batman Provincial Directorate of Meteorology and the monthly average air temperature of 2017 has been estimated using the meteorological data from 2012-2016. The estimation process has been carried out using two separate scenarios. In the first scenario, each parameter such as monthly average soil temperature, pressure, water vapour pressure, wind speed and relative humidity have been used in the simple linear regression model as input separately and the monthly average temperature has been estimated. In the second scenario, all 67 parameters have been employed in multi linear regression model as inputs and monthly average temperature has been estimated by this way. As a result, very low root mean square error (RMSE) values has been observed in the range of RMSE= [3.30- 10-55] while very high correlation coefficient (R2) values has been computed in the range of R2= [0.10- 0.99].

Anahtar Kelimeler

Kaynakça

  1. [1] S. Solomon, Intergovernmental Panel on Climate Change. Climate Change 2007: 8e Physical Science Basis: Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge, NY, USA, 2007.
  2. [2] S. Stisen, I. Sandholt, A. Nørgaard, R. Fensholt, and L. Eklundh, “Estimation of diurnal air temperature using MSG SEVIRI data in west Africa,” Remote Sensing of Environment, vol. 110, no. 2, pp. 262–274, 2007.
  3. [3] Akyüz, A, Kumaş, K, Ayan, M, Güngöt, A. (2020). Antalya İli Meteorolojik Verileri Yardımıyla Hava Sıcaklığının Yapay Sinir Ağları Metodu ile Tahmini. Gümüşhane Üniversitesi Fen Bilimleri Enstitüsü Dergisi, 10 (1), 146-154. DOI: 10.17714/gumusfenbil.511481.
  4. [4] Sri Sankari G. and Valarmathi, Dr.A., 2017. Weather Forecasting with Back Propagation of Neural Network using MATLAB. International Journal of Scientific Research in Computer Science. Engineering and Information Technology, 2(2), 2456-3307.
  5. [5] C. J. Willmott and S. M. Robeson, “Climatologically aided interpolation (CAI) of terrestrial air temperature,” International Journal of Climatology, vol. 15, no. 2, pp. 221–229, 1995.
  6. [6] Liu, H., Zhou, Q., Zhang, S., & Deng, X. (2019). Estimation of Summer Air Temperature over China Using Himawari-8 AHI and Numerical Weather Prediction Data. Advances in Meteorology, 2019.
  7. [7] H. Nieto, I. Sandholt, I. Aguado, E. Chuvieco, and S. Stisen,“Air temperature estimation with MSG-SEVIRI data: calibration and validation of the TVX algorithm for the Iberian Peninsula,” Remote Sensing of Environment, vol. 115, no. 1,pp. 107–116, 2011.
  8. [8] A. Benali, A. C. Carvalho, J. P. Nunes, N. Carvalhais, and A. Santos, “Estimating air surface temperature in Portugal using MODIS LST data,” Remote Sensing of Environment, vol. 124, no. 9, pp. 108–121, 2012.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Elektrik Mühendisliği

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

30 Aralık 2020

Gönderilme Tarihi

26 Haziran 2020

Kabul Tarihi

16 Temmuz 2020

Yayımlandığı Sayı

Yıl 2020 Cilt: 10 Sayı: 2

Kaynak Göster

APA
Acar, E. (2020). AIR TEMPERATURE ESTIMATION FOR BATMAN CITY WITH SIMPLE AND MULTI-LINEAR REGRESSION MODELS UTILIZING METEOROLOGICAL PARAMETERS. European Journal of Technique (EJT), 10(2), 242-251. https://doi.org/10.36222/ejt.758602
AMA
1.Acar E. AIR TEMPERATURE ESTIMATION FOR BATMAN CITY WITH SIMPLE AND MULTI-LINEAR REGRESSION MODELS UTILIZING METEOROLOGICAL PARAMETERS. EJT. 2020;10(2):242-251. doi:10.36222/ejt.758602
Chicago
Acar, Emrullah. 2020. “AIR TEMPERATURE ESTIMATION FOR BATMAN CITY WITH SIMPLE AND MULTI-LINEAR REGRESSION MODELS UTILIZING METEOROLOGICAL PARAMETERS”. European Journal of Technique (EJT) 10 (2): 242-51. https://doi.org/10.36222/ejt.758602.
EndNote
Acar E (01 Aralık 2020) AIR TEMPERATURE ESTIMATION FOR BATMAN CITY WITH SIMPLE AND MULTI-LINEAR REGRESSION MODELS UTILIZING METEOROLOGICAL PARAMETERS. European Journal of Technique (EJT) 10 2 242–251.
IEEE
[1]E. Acar, “AIR TEMPERATURE ESTIMATION FOR BATMAN CITY WITH SIMPLE AND MULTI-LINEAR REGRESSION MODELS UTILIZING METEOROLOGICAL PARAMETERS”, EJT, c. 10, sy 2, ss. 242–251, Ara. 2020, doi: 10.36222/ejt.758602.
ISNAD
Acar, Emrullah. “AIR TEMPERATURE ESTIMATION FOR BATMAN CITY WITH SIMPLE AND MULTI-LINEAR REGRESSION MODELS UTILIZING METEOROLOGICAL PARAMETERS”. European Journal of Technique (EJT) 10/2 (01 Aralık 2020): 242-251. https://doi.org/10.36222/ejt.758602.
JAMA
1.Acar E. AIR TEMPERATURE ESTIMATION FOR BATMAN CITY WITH SIMPLE AND MULTI-LINEAR REGRESSION MODELS UTILIZING METEOROLOGICAL PARAMETERS. EJT. 2020;10:242–251.
MLA
Acar, Emrullah. “AIR TEMPERATURE ESTIMATION FOR BATMAN CITY WITH SIMPLE AND MULTI-LINEAR REGRESSION MODELS UTILIZING METEOROLOGICAL PARAMETERS”. European Journal of Technique (EJT), c. 10, sy 2, Aralık 2020, ss. 242-51, doi:10.36222/ejt.758602.
Vancouver
1.Emrullah Acar. AIR TEMPERATURE ESTIMATION FOR BATMAN CITY WITH SIMPLE AND MULTI-LINEAR REGRESSION MODELS UTILIZING METEOROLOGICAL PARAMETERS. EJT. 01 Aralık 2020;10(2):242-51. doi:10.36222/ejt.758602