Evaluation and performance comparison of different models for the estimation of solar radiation

The rapid depletion of energy resources, increasing energy demand and degeneration of ecological values need an urgent solution in this age. Solar energy as the most important energy resource has become part of the solution to the world’s energy challenges. Solar radiation data that provides the information on how much energy strikes to the earth is needed for utilization, planning and designing of solar power plants. The measurement of solar radiation data is generally available in some specific areas due to difficulty in solar radiation measurements in terms of its initial and maintenance costs. Therefore, solar energy modelling techniques are becoming more and more important due to the increasing need for the design, performance evaluation and improvement of the solar energy applications. The primary aim of this paper is to overview solar radiation modelling techniques to identify optimum models available and to classify research fields in the literature. In this paper, the modelling techniques, data information, accuracy tests of models used in around 90 papers were reviewed and the most accurate models were suggested.

[1]  De Li Liu,et al.  Estimation of solar radiation in Australia from rainfall and temperature observations , 2001 .

[2]  S. Rehman,et al.  Artificial neural network estimation of global solar radiation using air temperature and relative humidity , 2008 .

[3]  Yingni Jiang,et al.  Computation of monthly mean daily global solar radiation in China using artificial neural networks and comparison with other empirical models , 2009 .

[4]  Chetan Singh Solanki,et al.  Estimation of monthly averaged direct normal solar radiation using elevation angle for any location , 2008 .

[5]  V. N. Bapat,et al.  General formula for the estimation of global solar radiation on earth’s surface around the globe , 2012 .

[6]  Xiande Fang,et al.  A simple model to predict solar radiation under clear sky conditions , 2014 .

[7]  Viorel Badescu,et al.  Weather Modeling and Forecasting of PV Systems Operation , 2012 .

[8]  Pramod K. Pandey,et al.  A new method to estimate average hourly global solar radiation on the horizontal surface , 2012 .

[9]  Yingni Jiang,et al.  Prediction of monthly mean daily diffuse solar radiation using artificial neural networks and comparison with other empirical models , 2008 .

[10]  K. Bakirci Correlations for estimation of daily global solar radiation with hours of bright sunshine in Turkey , 2009 .

[11]  Annette Hammer,et al.  Estimation of daily global solar irradiation by coupling ground measurements of bright sunshine hours to satellite imagery , 2013 .

[12]  Francisco J. Batlles,et al.  Estimation of hourly direct normal from measured global solar irradiance in Spain , 2000 .

[13]  Tariq Muneer,et al.  Neural network based method for conversion of solar radiation data , 2013 .

[14]  Annette Hammer,et al.  Coupling satellite images with surface measurements of bright sunshine hours to estimate daily solar irradiation on horizontal surface , 2013 .

[15]  Haydar Demirhan,et al.  Statistical comparison of global solar radiation estimation models over Turkey , 2013 .

[16]  Ali Rahimikhoob,et al.  Estimating global solar radiation using artificial neural network and air temperature data in a semi-arid environment , 2010 .

[17]  Paul Gravila,et al.  Functional fuzzy approach for forecasting daily global solar irradiation , 2012 .

[18]  Cyril Voyant,et al.  Hybrid methodology for hourly global radiation forecasting in Mediterranean area , 2012, ArXiv.

[19]  Shaohong Wu,et al.  Estimating the daily global solar radiation spatial distribution from diurnal temperature ranges over the Tibetan Plateau in China , 2013 .

[20]  S. N. Alamri,et al.  ANN-based modelling and estimation of daily global solar radiation data: A case study , 2009 .

[21]  Athanasios Sfetsos,et al.  Univariate and multivariate forecasting of hourly solar radiation with artificial intelligence techniques , 2000 .

[22]  Orhan Büyükalaca,et al.  Simple model for the generation of daily global solar-radiation data in Turkey , 2007 .

[23]  Isaac N. Itodo,et al.  A model for determining the global solar radiation for Makurdi, Nigeria , 2011 .

[24]  Thomas Reindl,et al.  Short-term solar irradiance forecasting using exponential smoothing state space model , 2013 .

[25]  F. Hocaoglu Stochastic approach for daily solar radiation modeling , 2011 .

[26]  A. Sabziparvar,et al.  Estimation of global solar radiation in arid and semi-arid climates of East and West Iran , 2007 .

[27]  C. Gueymard,et al.  Evaluation of conventional and high-performance routine solar radiation measurements for improved solar resource, climatological trends, and radiative modeling , 2009 .

[28]  Muammer Ozgoren,et al.  Estimation of global solar radiation using ANN over Turkey , 2012, Expert Syst. Appl..

[29]  I. T. Toğrul,et al.  Estimation of global solar radiation under clear sky radiation in Turkey , 2000 .

[30]  A. A. El-Sebaii,et al.  Estimation of horizontal diffuse solar radiation in Egypt , 2003 .

[31]  I. T. Toğrul,et al.  Estimation of monthly global solar radiation from sunshine duration measurement in Elaziğ , 2000 .

[32]  A. Ghanbarzadeh,et al.  The potential of different artificial neural network (ANN) techniques in daily global solar radiation modeling based on meteorological data , 2010 .

[33]  Jun Qin,et al.  A simple and efficient algorithm to estimate daily global solar radiation from geostationary satellite data , 2011 .

[34]  Ismail Daut,et al.  Linear Regression Model in Estimating Solar Radiation in Perlis , 2012 .

[35]  Michael C. Cox,et al.  Sun, mankind's future source of energy : proceedings of the International Solar Energy Society Congress, New Delhi, India, January 1978 , 1978 .

[36]  Adel Mellit,et al.  Prediction of daily global solar irradiation data using Bayesian neural network: A comparative study , 2012 .

[37]  M. Journée,et al.  Evaluation of different models to estimate the global solar radiation on inclined surfaces , 2013 .

[38]  Hamdy K. Elminir,et al.  Prediction of hourly and daily diffuse fraction using neural network, as compared to linear regression models , 2007 .

[39]  Kasra Mohammadi,et al.  Introducing the best model for predicting the monthly mean global solar radiation over six major cities of Iran , 2013 .

[40]  Mauro Gamberi,et al.  Multi-location model for the estimation of the horizontal daily diffuse fraction of solar radiation in Europe , 2013 .

[41]  Nai-Jia Guo,et al.  Spatial estimation of monthly mean daily sunshine hours and solar radiation across mainland China , 2013 .

[42]  A. Ghanbarzadeh,et al.  New sunshine-based models for predicting global solar radiation using PSO (particle swarm optimizati , 2011 .

[43]  K. J. McCree,et al.  A solarimeter for measuring photosynthetically active radiation , 1966 .

[44]  Ahmet Koca,et al.  Estimation of solar radiation using artificial neural networks with different input parameters for Mediterranean region of Anatolia in Turkey , 2011, Expert Syst. Appl..

[45]  C. Justus,et al.  Estimation of daily and monthly direct, diffuse and global solar radiation from sunshine duration measurements , 1984 .

[46]  Jiacong Cao,et al.  Study of hourly and daily solar irradiation forecast using diagonal recurrent wavelet neural networks , 2008 .

[47]  A. Angstrom Solar and terrestrial radiation. Report to the international commission for solar research on actinometric investigations of solar and atmospheric radiation , 2007 .

[48]  Mohamed Mohandes,et al.  Estimation of global solar radiation using artificial neural networks , 1998 .

[49]  Hoay Beng Gooi,et al.  Solar radiation forecast based on fuzzy logic and neural networks , 2013 .

[50]  Hacer Duzen,et al.  Sunshine-based estimation of global solar radiation on horizontal surface at Lake Van region (Turkey) , 2012 .

[51]  Narendra Singh Raghuwanshi,et al.  Estimation of monthly solar radiation from measured air temperature extremes , 2008 .

[52]  Nan Chen,et al.  Solar irradiance forecasting using spatial-temporal covariance structures and time-forward kriging , 2013 .

[53]  O. Şenkal,et al.  Estimation of solar radiation over Turkey using artificial neural network and satellite data , 2009 .

[54]  Ali Naci Celik,et al.  A critical review on the estimation of daily global solar radiation from sunshine duration , 2006 .

[55]  Taher S. Maatallah,et al.  Experimental assessment of the solar energy potential in the gulf of Tunis, Tunisia , 2013 .

[56]  Muyiwa S. Adaramola,et al.  Estimating global solar radiation using common meteorological data in Akure, Nigeria , 2012 .

[57]  Mohd Zamri Ibrahim,et al.  Monthly mean hourly global solar radiation estimation , 2012 .

[58]  Jeffrey R. S. Brownson,et al.  Solar Energy Conversion Systems , 2013 .

[59]  Sara Saeidi Ramiyani,et al.  A hybrid computational approach to estimate solar global radiation: An empirical evidence from Iran , 2013 .

[60]  Wei Wu,et al.  Estimation of daily solar radiation from routinely observed meteorological data in Chongqing, China , 2010 .

[61]  Gilles Notton,et al.  Neural network approach to estimate 10-min solar global irradiation values on tilted planes , 2013 .

[62]  Amit Kumar Yadav,et al.  Solar radiation prediction using Artificial Neural Network techniques: A review , 2014 .

[63]  Huashan Li,et al.  Estimating daily global solar radiation by day of year in China , 2010 .

[64]  Kamaruzzaman Sopian,et al.  Modeling of Daily Solar Energy on a Horizontal Surface for Five Main Sites in Malaysia , 2011 .

[65]  M. Ranjan,et al.  Solar resource estimation using artificial neural networks and comparison with other correlation models , 2003 .

[66]  Javier Almorox,et al.  Global solar radiation estimation using sunshine duration in Spain , 2004 .

[67]  F. Besharat,et al.  Empirical models for estimating global solar radiation: A review and case study , 2013 .

[68]  Wei Qiao,et al.  Short-term solar power prediction using a support vector machine , 2013 .

[69]  Kamaruzzaman Sopian,et al.  A review of solar energy modeling techniques , 2012 .

[70]  S. M. Robaa,et al.  Validation of the existing models for estimating global solar radiation over Egypt , 2009 .

[71]  N Poudyal Khem,et al.  Estimation of Global Solar Radiation using Sunshine Duration in Himalaya Region , 2012 .

[72]  W. Beckman,et al.  Solar Engineering of Thermal Processes , 1985 .

[73]  A. Angstroem Solar and terrestrial radiation , 1924 .

[74]  J. Mubiru,et al.  Estimation of monthly average daily global solar irradiation using artificial neural networks , 2008 .

[75]  Haralambos Sarimveis,et al.  Prediction of daily global solar irradiance on horizontal surfaces based on neural-network techniques , 2008 .

[76]  Mónica Bocco,et al.  Estimation of daily global solar radiation from measured temperatures at Cañada de Luque, Córdoba, Argentina , 2013 .

[77]  K.G.T. Hollands,et al.  Relationship between sunshine duration and solar radiation , 2013 .

[78]  Cyril Voyant,et al.  Bayesian rules and stochastic models for high accuracy prediction of solar radiation , 2013, ArXiv.

[79]  Zekai Şen,et al.  Fuzzy algorithm for estimation of solar irradiation from sunshine duration , 1998 .

[80]  Francisco Javier Martinez-de-Pison,et al.  Evaluation and improvement of empirical models of global solar irradiation: Case study northern Spain , 2013 .

[81]  Zekai Şen,et al.  Simple nonlinear solar irradiation estimation model , 2007 .

[82]  Wei Wu,et al.  A general model for estimation of daily global solar radiation using air temperatures and site geographic parameters in Southwest China , 2013 .

[83]  D. Fadare Modelling of solar energy potential in Nigeria using an artificial neural network model , 2009 .

[84]  Geoff Levermore,et al.  Quality control and estimation hourly solar irradiation on inclined surfaces in South Korea , 2013 .