Comparison of ANN and MLR models for estimating solar radiation in Turkey using NOAA/AVHRR data

M Şahin, Y Kaya, M Uyar - Advances in Space Research, 2013 - Elsevier
In this paper, the estimation capacities of MLR and ANN are investigated to estimate monthly-
average daily SR over Turkey. The satellite data are used for 73 different locations over …

Modelling of air temperature using remote sensing and artificial neural network in Turkey

M Şahin - Advances in space research, 2012 - Elsevier
The aim of this research was to forecast monthly mean air temperature based on remote
sensing and artificial neural network (ANN) data by using twenty cities over Turkey. ANN …

Comparison of modelling ANN and ELM to estimate solar radiation over Turkey using NOAA satellite data

M Şahin - International journal of remote sensing, 2013 - Taylor & Francis
In this study, solar radiation (SR) is estimated at 61 locations with varying climatic conditions
using the artificial neural network (ANN) and extreme learning machine (ELM). While the …

Estimation of the vapour pressure deficit using NOAA-AVHRR data

M Şahin, BY Yıldız, O Şenkal… - International journal of …, 2013 - Taylor & Francis
In this study, the calculation of vapour pressure deficit (VPD) using the National Oceanic and
Atmospheric Administration Advanced Very High Resolution Radiometer (NOAA/AVHRR) …

Yapay sinir aği ve uydu datalari kullanilarak güneş radyasyonunun tahmini

F Kuncan, M Şahin - 2017 International Artificial Intelligence …, 2017 - ieeexplore.ieee.org
In this study, a model was developed to estimate monthly-average daily solar radiation over
Turkey. Artificial neural network method was used in improved model. The solar radiation …