Evaluation and development of temperature-based empirical models for estimating daily global solar radiation in humid regions

Abstract In the present study, 14 existing temperature–based empirical models for daily horizontal global solar radiation estimation were comprehensively reviewed, and six new temperature–based models (P1 P6) were developed for solar radiation estimation in humid regions. The accuracy and suitability of these models were further evaluated for the humid subtropical and tropical regions of China as a case study using meteorological data during 1966–2015 from 20 radiation stations. The results indicated that despite most studied models were capable of estimating daily global solar radiation with reasonable accuracy, the accuracy of the single temperature-based models was much improved when daily precipitation and relative humidity were included in the models. The newly proposed polynomial model P2 was the top-ranked single temperature-based model for most radiation stations and thus recommended at sites where only air temperatures were available. In terms of complex temperature-based models, the proposed models P3 and P5 by incorporating a proposed logarithmic form of precipitation and the actual value of relative humidity were superior to the existing complex models. Generally, the proposed temperature–based models can be applied for daily global solar radiation estimation with higher accuracy in humid subtropical and tropical regions of China and maybe elsewhere with similar climates.

[1]  Gasser E. Hassan,et al.  New Temperature-based Models for Predicting Global Solar Radiation , 2016 .

[2]  Taqiy Eddine Boukelia,et al.  Introducing the best model for estimation the monthly mean daily global solar radiation on a horizontal surface (Case study: Algeria) , 2014 .

[3]  Basharat Jamil,et al.  Estimation of solar radiation and optimum tilt angles for south-facing surfaces in Humid Subtropical Climatic Region of India , 2016 .

[4]  J. Mikulović,et al.  The empirical models for estimating solar insolation in Serbia by using meteorological data on cloudiness , 2017 .

[5]  C. Gueymard Parameterized transmittance model for direct beam and circumsolar spectral irradiance , 2001 .

[6]  Kadir Bakirci,et al.  Models of solar radiation with hours of bright sunshine: A review , 2009 .

[7]  Yagob Dinpashoh,et al.  Evaluation and development of empirical models for estimating daily solar radiation , 2017 .

[8]  Milan Despotovic,et al.  Review and statistical analysis of different global solar radiation sunshine models , 2015 .

[9]  I. Supit,et al.  A Simple Method to Estimate Global Radiation. , 1998 .

[10]  Wenzhi Zhao,et al.  Validation of five global radiation models with measured daily data in China , 2004 .

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

[12]  Marta Benito,et al.  Models for obtaining daily global solar radiation with measured air temperature data in Madrid (Spain) , 2011 .

[13]  C. W. Tong,et al.  A new hybrid support vector machine–wavelet transform approach for estimation of horizontal global solar radiation , 2015 .

[14]  Hilmi Cenk Bayrakçi,et al.  The development of empirical models for estimating global solar radiation on horizontal surface: A case study , 2018 .

[15]  Júlio Tóta da Silva,et al.  Cloud modulation of surface solar irradiance at a pasture site in southern Brazil , 2001 .

[16]  Kasra Mohammadi,et al.  A support vector machine–firefly algorithm-based model for global solar radiation prediction , 2015 .

[17]  Basharat Jamil,et al.  Comparison of empirical models to estimate monthly mean diffuse solar radiation from measured data: Case study for humid-subtropical climatic region of India , 2017 .

[18]  Z. Samani,et al.  Estimating Potential Evapotranspiration , 1982 .

[19]  Leszek Kuchar,et al.  Estimation of solar radiation for use in crop modelling , 1998 .

[20]  Zohrab Samani,et al.  Estimating solar radiation and evapotranspiration using minimum climatological data , 2000 .

[21]  L. S. Pereira,et al.  Crop evapotranspiration : guidelines for computing crop water requirements , 1998 .

[22]  Haydar Demirhan,et al.  A fuzzy regression with support vector machine approach to the estimation of horizontal global solar radiation , 2017 .

[23]  Adel Mellit,et al.  New combined models for estimating daily global solar radiation from measured air temperature in semi-arid climates: Application in Ghardaïa, Algeria , 2014 .

[24]  Weiliang Fan,et al.  A method for daily global solar radiation estimation from two instantaneous values using MODIS atmospheric products , 2016 .

[25]  G. Campbell,et al.  On the relationship between incoming solar radiation and daily maximum and minimum temperature , 1984 .

[26]  Serm Janjai,et al.  Estimation of solar radiation over Cambodia from long-term satellite data , 2011 .

[27]  A. Mellit,et al.  A simplified calibrated model for estimating daily global solar radiation in Madinah, Saudi Arabia , 2014, Theoretical and Applied Climatology.

[28]  Cyril Voyant,et al.  Optimization of an artificial neural network dedicated to the multivariate forecasting of daily glob , 2011 .

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

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

[31]  Viorel Badescu,et al.  A new kind of cloudy sky model to compute instantaneous values of diffuse and global solar irradiance , 2002 .

[32]  Xurong Mei,et al.  Evaluation of temperature-based global solar radiation models in China , 2009 .

[33]  S. Deng,et al.  A critical review of the models used to estimate solar radiation , 2017 .

[34]  Ouarda Assas,et al.  Hybrid model for estimating monthly global solar radiation for the Southern of Algeria: (Case study: Tamanrasset, Algeria) , 2017 .

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

[36]  Ahmet Teke,et al.  Evaluation and performance comparison of different models for the estimation of solar radiation , 2015 .

[37]  Nwokolo Samuel Chukwujindu A comprehensive review of empirical models for estimating global solar radiation in Africa , 2017 .

[38]  Xibin Ji,et al.  New methods to estimate global radiation based on meteorological data in China , 2006 .

[39]  Guofeng Wu,et al.  Methods and strategy for modeling daily global solar radiation with measured meteorological data – A case study in Nanchang station, China , 2007 .

[40]  Vahid Nourani,et al.  Estimation of daily global solar radiation using wavelet regression, ANN, GEP and empirical models: A comparative study of selected temperature-based approaches , 2016 .

[41]  George H. Hargreaves,et al.  Irrigation Water Requirements for Senegal River Basin , 1985 .