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Volumn 48, Issue , 2012, Pages 146-154

Prediction of daily global solar irradiation data using Bayesian neural network: A comparative study

Author keywords

Bayesian neural network; Daily global solar irradiation; Empirical models; Neural network; Prediction

Indexed keywords

AIR TEMPERATURE; AUTOMATIC RELEVANCE DETERMINATION; BAYESIAN NEURAL NETWORKS; CLASSICAL NEURAL NETWORKS; COMPARATIVE STUDIES; EMPIRICAL MODEL; GLOBAL SOLAR IRRADIATION; INPUT PARAMETER; OPTIMUM INPUT; SAUDI ARABIA; SUNSHINE DURATION;

EID: 84861437871     PISSN: 09601481     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.renene.2012.04.036     Document Type: Article
Times cited : (118)

References (29)
  • 2
    • 34250762014 scopus 로고    scopus 로고
    • A multiple correlation between different solar parameters in Medina, Saudi Arabia
    • Benghanem M., Joraid A.A. A multiple correlation between different solar parameters in Medina, Saudi Arabia. Renewable Energy 2007, 32:2424-2435.
    • (2007) Renewable Energy , vol.32 , pp. 2424-2435
    • Benghanem, M.1    Joraid, A.A.2
  • 3
    • 39749173137 scopus 로고    scopus 로고
    • Comparison of estimates of daily solar radiation from air temperature range for application in crop simulations
    • Abraha M.G., Savage M.J. Comparison of estimates of daily solar radiation from air temperature range for application in crop simulations. Agricultural and Fores Tmeteorology 2008, 148:401-416.
    • (2008) Agricultural and Fores Tmeteorology , vol.148 , pp. 401-416
    • Abraha, M.G.1    Savage, M.J.2
  • 4
    • 67650239190 scopus 로고    scopus 로고
    • Estimation of global solar radiation on horizontal surfaces in Jeddah, Saudi Arabia
    • El-Sebaii A.A., Al-Ghamdi A.A., Al-Hazmi F.S., Faidah A.S. Estimation of global solar radiation on horizontal surfaces in Jeddah, Saudi Arabia. Energy Policy 2009, 37:3645-3649.
    • (2009) Energy Policy , vol.37 , pp. 3645-3649
    • El-Sebaii, A.A.1    Al-Ghamdi, A.A.2    Al-Hazmi, F.S.3    Faidah, A.S.4
  • 5
    • 65949115953 scopus 로고    scopus 로고
    • Correlation between global solar irradiation and air temperature in Asturias, Spain
    • Prieto J.I., Martinez-Garcia J.C., Garcia D. Correlation between global solar irradiation and air temperature in Asturias, Spain. Solar Energy 2009, 83:1076-1085.
    • (2009) Solar Energy , vol.83 , pp. 1076-1085
    • Prieto, J.I.1    Martinez-Garcia, J.C.2    Garcia, D.3
  • 8
    • 47149095417 scopus 로고    scopus 로고
    • Artificial intelligence techniques for photovoltaic applications: a review
    • Mellit A., Kalogirou S.A. Artificial intelligence techniques for photovoltaic applications: a review. Progress in Energy and Combustion Science 2008, 34:547-632.
    • (2008) Progress in Energy and Combustion Science , vol.34 , pp. 547-632
    • Mellit, A.1    Kalogirou, S.A.2
  • 9
    • 27144494198 scopus 로고    scopus 로고
    • A simplified model for generating sequences of global radiation data for isolated sites: using artificial neural network and a library of Markov transition Matrices
    • Mellit A., Benghanem M., Hadj Arab A., Guessoum A. A simplified model for generating sequences of global radiation data for isolated sites: using artificial neural network and a library of Markov transition Matrices. Solar Energy 2005, 79:468-482.
    • (2005) Solar Energy , vol.79 , pp. 468-482
    • Mellit, A.1    Benghanem, M.2    Hadj Arab, A.3    Guessoum, A.4
  • 10
    • 38049040390 scopus 로고    scopus 로고
    • Artificial neural network estimation of global solar radiation using air temperature and relative humidity
    • Rehman S., Mohandes M. Artificial neural network estimation of global solar radiation using air temperature and relative humidity. Energy Policy 2008, 36:571-576.
    • (2008) Energy Policy , vol.36 , pp. 571-576
    • Rehman, S.1    Mohandes, M.2
  • 11
    • 40749122042 scopus 로고    scopus 로고
    • Solar radiation modeling using ANNs for different climates in China
    • Lam J.C., Wan K.K.W., Yang L. Solar radiation modeling using ANNs for different climates in China. Energy Conversion and Management 2008, 49:1080-1090.
    • (2008) Energy Conversion and Management , vol.49 , pp. 1080-1090
    • Lam, J.C.1    Wan, K.K.W.2    Yang, L.3
  • 12
    • 65649123894 scopus 로고    scopus 로고
    • ANN-based modelling and estimation of daily global solar radiation data: a case study
    • Benghanem M., Mellit A., Alamri S.N. ANN-based modelling and estimation of daily global solar radiation data: a case study. Energy Conversion and Management 2009, 50:1644-1655.
    • (2009) Energy Conversion and Management , vol.50 , pp. 1644-1655
    • Benghanem, M.1    Mellit, A.2    Alamri, S.N.3
  • 13
    • 77954309362 scopus 로고    scopus 로고
    • The potential of different artificial neural network (ANN) techniques in daily global solar radiation modelling based on meteorological data
    • Behrang M.A., Assareh E., Ghanbarzadeh A., Noghrehabadi A.R. The potential of different artificial neural network (ANN) techniques in daily global solar radiation modelling based on meteorological data. Solar Energy 2010, 84:1468-1480.
    • (2010) Solar Energy , vol.84 , pp. 1468-1480
    • Behrang, M.A.1    Assareh, E.2    Ghanbarzadeh, A.3    Noghrehabadi, A.R.4
  • 14
    • 77950916143 scopus 로고    scopus 로고
    • Estimating global solar radiation using artificial neural network and air temperature data in a semi-arid environment
    • Rahimikhoob A. Estimating global solar radiation using artificial neural network and air temperature data in a semi-arid environment. Renewable Energy 2010, 35:2131-2135.
    • (2010) Renewable Energy , vol.35 , pp. 2131-2135
    • Rahimikhoob, A.1
  • 15
    • 77954817015 scopus 로고    scopus 로고
    • Generation of daily solar irradiation by means of artificial neural networks
    • Siqueira A.N., Tiba C., Fraidenraich N. Generation of daily solar irradiation by means of artificial neural networks. Renewable Energy 2010, 35:2406-2414.
    • (2010) Renewable Energy , vol.35 , pp. 2406-2414
    • Siqueira, A.N.1    Tiba, C.2    Fraidenraich, N.3
  • 16
    • 77955281671 scopus 로고    scopus 로고
    • Radial basis function network-based prediction of global solar radiation data: application for sizing of a stand-alone photovoltaic system Al-Madinah, Saudi Arabia
    • Benghanem M., Mellit A. Radial basis function network-based prediction of global solar radiation data: application for sizing of a stand-alone photovoltaic system Al-Madinah, Saudi Arabia. Energy 2010, 35:3751-3762.
    • (2010) Energy , vol.35 , pp. 3751-3762
    • Benghanem, M.1    Mellit, A.2
  • 17
    • 78049530768 scopus 로고    scopus 로고
    • FPGA-based implementation of intelligent predictor for global solar irradiation, part I: theory and simulation
    • Mellit A., Mekki H., Messai A., Kalogirou S.A. FPGA-based implementation of intelligent predictor for global solar irradiation, part I: theory and simulation. Expert Systems with Applications 2010, 38:2668-2685.
    • (2010) Expert Systems with Applications , vol.38 , pp. 2668-2685
    • Mellit, A.1    Mekki, H.2    Messai, A.3    Kalogirou, S.A.4
  • 18
    • 9944242270 scopus 로고    scopus 로고
    • Selection of input parameters to model direct solar irradiance by using artificial neural networks
    • Lopez G., Batlles F.J., Tovar-Pescador J. Selection of input parameters to model direct solar irradiance by using artificial neural networks. Energy 2005, 30:1675-1684.
    • (2005) Energy , vol.30 , pp. 1675-1684
    • Lopez, G.1    Batlles, F.J.2    Tovar-Pescador, J.3
  • 19
    • 33748455685 scopus 로고    scopus 로고
    • Lauret Bayesian and sensitivity analysis approaches to modeling the direct solar irradiance
    • Lauret P., David M., Fock E., Bastide A., Riviere C. Lauret Bayesian and sensitivity analysis approaches to modeling the direct solar irradiance. Solar Energy Engineering 2006, 128:394-405.
    • (2006) Solar Energy Engineering , vol.128 , pp. 394-405
    • Lauret, P.1    David, M.2    Fock, E.3    Bastide, A.4    Riviere, C.5
  • 22
    • 0025564497 scopus 로고
    • Construction of a quadratic model using modified Angstrom coefficients to estimate global solar radiation
    • Akinoglu B.G., Ecevit A. Construction of a quadratic model using modified Angstrom coefficients to estimate global solar radiation. Solar Energy 1990, 45:85-92.
    • (1990) Solar Energy , vol.45 , pp. 85-92
    • Akinoglu, B.G.1    Ecevit, A.2
  • 23
    • 9944242271 scopus 로고    scopus 로고
    • Solar radiation modelling and measurements for renewable energy applications: data and model quality
    • Darly R.M. Solar radiation modelling and measurements for renewable energy applications: data and model quality. Energy 2005, 30:1517-1531.
    • (2005) Energy , vol.30 , pp. 1517-1531
    • Darly, R.M.1
  • 27
    • 0002704818 scopus 로고
    • A practical Bayesian framework for back-propagation networks
    • Mackay D.J.C. A practical Bayesian framework for back-propagation networks. Neural Computation 1992, 4:448-472.
    • (1992) Neural Computation , vol.4 , pp. 448-472
    • Mackay, D.J.C.1
  • 28
    • 84864010922 scopus 로고
    • NEAL RM. Bayesian learning for neural networks. Ph.D. thesis: University of Toronto
    • NEAL RM. Bayesian learning for neural networks. Ph.D. thesis: University of Toronto; 1992.
    • (1992)


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.