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Volumn 105, Issue , 2015, Pages 442-452

Investigating the performance of support vector machine and artificial neural networks in predicting solar radiation on a tilted surface: Saudi Arabia case study

Author keywords

Artificial neural networks; Prediction; Solar radiation; Super vector machine

Indexed keywords

ERRORS; FORECASTING; MEAN SQUARE ERROR; NEURAL NETWORKS; PHOTOVOLTAIC CELLS; RADIATION; SOLAR RADIATION;

EID: 84939246688     PISSN: 01968904     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enconman.2015.07.083     Document Type: Article
Times cited : (105)

References (64)
  • 1
    • 84905676737 scopus 로고    scopus 로고
    • Renewable energy resources: Current status, future prospects and their enabling technology
    • O. Ellabban, H. Abu-Rub, and F. Blaabjerg Renewable energy resources: current status, future prospects and their enabling technology Renew Sustain Energy Rev 39 2014 748 764
    • (2014) Renew Sustain Energy Rev , vol.39 , pp. 748-764
    • Ellabban, O.1    Abu-Rub, H.2    Blaabjerg, F.3
  • 2
    • 84923794397 scopus 로고    scopus 로고
    • Analysis of renewable energy feed-in tariffs in selected regions of the globe: Lessons for Saudi Arabia
    • M.A.M. Ramli, and S. Twaha Analysis of renewable energy feed-in tariffs in selected regions of the globe: lessons for Saudi Arabia Renew Sustain Energy Rev 45 2015 649 661
    • (2015) Renew Sustain Energy Rev , vol.45 , pp. 649-661
    • Ramli, M.A.M.1    Twaha, S.2
  • 3
    • 75449100804 scopus 로고    scopus 로고
    • Global, direct and diffuse solar radiation on horizontal and tilted surfaces in Jeddah, Saudi Arabia
    • A.A. El-Sebaii, F.S. Al-Hazmi, A.A. Al-Ghamdi, and S.J. Yaghmour Global, direct and diffuse solar radiation on horizontal and tilted surfaces in Jeddah, Saudi Arabia Appl Energy 87 2 2010 568 576
    • (2010) Appl Energy , vol.87 , Issue.2 , pp. 568-576
    • El-Sebaii, A.A.1    Al-Hazmi, F.S.2    Al-Ghamdi, A.A.3    Yaghmour, S.J.4
  • 4
    • 59649120841 scopus 로고    scopus 로고
    • The assessment of different models to predict the global solar radiation on a surface tilted to the south
    • E.G. Evseev, and A.I. Kudish The assessment of different models to predict the global solar radiation on a surface tilted to the south Sol Energy 83 3 2009 377 388
    • (2009) Sol Energy , vol.83 , Issue.3 , pp. 377-388
    • Evseev, E.G.1    Kudish, A.I.2
  • 5
    • 77954034611 scopus 로고    scopus 로고
    • Estimating daily global solar radiation by day of year in China
    • H. Li, W. Ma, Y. Lian, and X. Wang Estimating daily global solar radiation by day of year in China Appl Energy 87 10 2010 3011 3017
    • (2010) Appl Energy , vol.87 , Issue.10 , pp. 3011-3017
    • Li, H.1    Ma, W.2    Lian, Y.3    Wang, X.4
  • 6
    • 84864749207 scopus 로고    scopus 로고
    • A simplified method for estimating direct normal solar irradiation from global horizontal irradiation useful for CPV applications
    • P.J. Perez-Higueras, P. Rodrigo, E.F. Fernandez, F. Almonacid, and L. Hontoria A simplified method for estimating direct normal solar irradiation from global horizontal irradiation useful for CPV applications Renew Sustain Energy Rev 16 8 2012 5529 5534
    • (2012) Renew Sustain Energy Rev , vol.16 , Issue.8 , pp. 5529-5534
    • Perez-Higueras, P.J.1    Rodrigo, P.2    Fernandez, E.F.3    Almonacid, F.4    Hontoria, L.5
  • 7
    • 84907720329 scopus 로고    scopus 로고
    • Evaluation of solar energy resources by establishing empirical models for diffuse solar radiation on tilted surface and analysis for optimum tilt angle for a prospective location in southern region of Sindh, Pakistan
    • S.F. Khahro, K. Tabbassum, S. Talpur, M.B. Alvi, L. Xiazhong, and D. Li Evaluation of solar energy resources by establishing empirical models for diffuse solar radiation on tilted surface and analysis for optimum tilt angle for a prospective location in southern region of Sindh, Pakistan Int J Electr Power Energy Syst 64 2015 1073 1080
    • (2015) Int J Electr Power Energy Syst , vol.64 , pp. 1073-1080
    • Khahro, S.F.1    Tabbassum, K.2    Talpur, S.3    Alvi, M.B.4    Xiazhong, L.5    Li, D.6
  • 8
    • 84877732790 scopus 로고    scopus 로고
    • Estimation of incident solar radiation on tilted surface by different empirical models
    • A.Q. Jakhrani, A. Othman, A.R.H. Rigit, S.R. Samo, and S.A. Kamboh Estimation of incident solar radiation on tilted surface by different empirical models Int J Sci Res Publ 2 12 2012 1 6
    • (2012) Int J Sci Res Publ , vol.2 , Issue.12 , pp. 1-6
    • Jakhrani, A.Q.1    Othman, A.2    Rigit, A.R.H.3    Samo, S.R.4    Kamboh, S.A.5
  • 9
    • 84867436331 scopus 로고    scopus 로고
    • Evaluating tilted plane models for solar radiation using comprehensive testing procedures, at a southern hemisphere location
    • M. David, P. Lauret, and J. Boland Evaluating tilted plane models for solar radiation using comprehensive testing procedures, at a southern hemisphere location Renew Energy 51 2013 124 131
    • (2013) Renew Energy , vol.51 , pp. 124-131
    • David, M.1    Lauret, P.2    Boland, J.3
  • 10
    • 0031408168 scopus 로고    scopus 로고
    • Solar radiation on tilted south oriented surfaces: Validation of transfer-models
    • H.D. Behr Solar radiation on tilted south oriented surfaces: validation of transfer-models Sol Energy 61 6 1997 399 413
    • (1997) Sol Energy , vol.61 , Issue.6 , pp. 399-413
    • Behr, H.D.1
  • 11
    • 84855206018 scopus 로고    scopus 로고
    • UV solar radiation on a tilted and horizontal plane: Analysis and comparison of 4 years of measurements
    • L.C. Navntoft, P. Fernandez-Ibanez, and F. Garreta UV solar radiation on a tilted and horizontal plane: analysis and comparison of 4 years of measurements Sol Energy 86 1 2012 307 318
    • (2012) Sol Energy , vol.86 , Issue.1 , pp. 307-318
    • Navntoft, L.C.1    Fernandez-Ibanez, P.2    Garreta, F.3
  • 12
    • 84865660348 scopus 로고    scopus 로고
    • Evaluation of different models to estimate the global solar radiation on inclined surfaces
    • C. Demain, M. Journée, and C. Bertrand Evaluation of different models to estimate the global solar radiation on inclined surfaces Renew Energy 50 2013 710 721
    • (2013) Renew Energy , vol.50 , pp. 710-721
    • Demain, C.1    Journée, M.2    Bertrand, C.3
  • 13
    • 84884543864 scopus 로고    scopus 로고
    • Evaluation of transposition and decomposition models for converting global solar irradiance from tilted surface to horizontal in tropical regions
    • Y. Sheng, P. Jirutitijaroen, D. Yang, Z. Dong, and W.M. Walsh Evaluation of transposition and decomposition models for converting global solar irradiance from tilted surface to horizontal in tropical regions Sol Energy 97 2013 369 387
    • (2013) Sol Energy , vol.97 , pp. 369-387
    • Sheng, Y.1    Jirutitijaroen, P.2    Yang, D.3    Dong, Z.4    Walsh, W.M.5
  • 14
    • 67650224023 scopus 로고    scopus 로고
    • Evaluation of the performance of three diffuse hourly irradiation models on tilted surfaces according to the utilizability concept
    • R. Posadillo, and R.L. Luque Evaluation of the performance of three diffuse hourly irradiation models on tilted surfaces according to the utilizability concept Energy Convers Manage 50 9 2009 2324 2330
    • (2009) Energy Convers Manage , vol.50 , Issue.9 , pp. 2324-2330
    • Posadillo, R.1    Luque, R.L.2
  • 15
    • 84877345619 scopus 로고    scopus 로고
    • Estimation of global tilted irradiance and output energy using meteorological data and performance of photovoltaic modules
    • S. Yoshida, S. Ueno, N. Kataoka, H. Takakura, and T. Minemoto Estimation of global tilted irradiance and output energy using meteorological data and performance of photovoltaic modules Sol Energy 93 2013 90 99
    • (2013) Sol Energy , vol.93 , pp. 90-99
    • Yoshida, S.1    Ueno, S.2    Kataoka, N.3    Takakura, H.4    Minemoto, T.5
  • 16
    • 84894332837 scopus 로고    scopus 로고
    • A method for generating synthetic hourly solar radiation data for any location in the south west of Western Australia, in a world wide web page
    • D. Laslett, C. Creagh, and P. Jennings A method for generating synthetic hourly solar radiation data for any location in the south west of Western Australia, in a world wide web page Renew Energy 68 2014 87 102
    • (2014) Renew Energy , vol.68 , pp. 87-102
    • Laslett, D.1    Creagh, C.2    Jennings, P.3
  • 17
    • 84872108041 scopus 로고    scopus 로고
    • Experimental assessment of the solar energy potential in the gulf of Tunis, Tunisia
    • A. Ridha, E. Ouderni, T. Maatallah, S. El, and S.B. Nassrallah Experimental assessment of the solar energy potential in the gulf of Tunis, Tunisia Renew Sustain Energy Rev 20 2013 155 168
    • (2013) Renew Sustain Energy Rev , vol.20 , pp. 155-168
    • Ridha, A.1    Ouderni, E.2    Maatallah, T.3    El, S.4    Nassrallah, S.B.5
  • 18
    • 59649114659 scopus 로고    scopus 로고
    • Direct and indirect uncertainties in the prediction of tilted irradiance for solar engineering applications
    • C.A. Gueymard Direct and indirect uncertainties in the prediction of tilted irradiance for solar engineering applications Sol Energy 83 3 2009 432 444
    • (2009) Sol Energy , vol.83 , Issue.3 , pp. 432-444
    • Gueymard, C.A.1
  • 19
    • 84897002827 scopus 로고    scopus 로고
    • On the estimation of daily beam radiation on tilted surfaces
    • Y. Yang, G. Li, and R. Tang On the estimation of daily beam radiation on tilted surfaces Energy Proc 16 2012 1570 1578
    • (2012) Energy Proc , vol.16 , pp. 1570-1578
    • Yang, Y.1    Li, G.2    Tang, R.3
  • 20
    • 84883432540 scopus 로고    scopus 로고
    • A comparative study of total, direct and diffuse solar irradiance by using different models on horizontal and inclined surfaces
    • S.A. Khalil, and A.M. Shaf A comparative study of total, direct and diffuse solar irradiance by using different models on horizontal and inclined surfaces Renew Sustain Energy Rev 27 2013 853 863
    • (2013) Renew Sustain Energy Rev , vol.27 , pp. 853-863
    • Khalil, S.A.1    Shaf, A.M.2
  • 21
    • 84891359024 scopus 로고    scopus 로고
    • Evaluation of hourly solar radiation on inclined surfaces at Seoul by photographical method
    • K. Yoon, G. Yun, J. Jeon, and K. Soo Evaluation of hourly solar radiation on inclined surfaces at Seoul by photographical method Sol Energy 100 2014 203 216
    • (2014) Sol Energy , vol.100 , pp. 203-216
    • Yoon, K.1    Yun, G.2    Jeon, J.3    Soo, K.4
  • 22
    • 84907316367 scopus 로고    scopus 로고
    • Towards increasing availability of the Ångström-Prescott radiation parameters across China: Spatial trend and modeling
    • X. Liu, Y. Li, X. Zhong, C. Zhao, J.R. Jensen, and Y. Zhao Towards increasing availability of the Ångström-Prescott radiation parameters across China: spatial trend and modeling Energy Convers Manage 87 2014 975 989
    • (2014) Energy Convers Manage , vol.87 , pp. 975-989
    • Liu, X.1    Li, Y.2    Zhong, X.3    Zhao, C.4    Jensen, J.R.5    Zhao, Y.6
  • 23
    • 84908168059 scopus 로고    scopus 로고
    • Solar irradiation estimations and comparisons by ANFIS, Angström-Prescott and dependency models
    • Y.S. Güçlü, M.Ö. Yeleʇen, İ. Dabanli, and E. Şişman Solar irradiation estimations and comparisons by ANFIS, Angström-Prescott and dependency models Sol Energy 109 2014 118 124
    • (2014) Sol Energy , vol.109 , pp. 118-124
    • Güçlü, Y.S.1    Yeleʇen, M.Ö.2    Dabanli, I.3    Şişman, E.4
  • 24
    • 84921038662 scopus 로고    scopus 로고
    • Empirical investigation on modeling solar radiation series with ARMA-GARCH models
    • H. Sun, D. Yan, N. Zhao, and J. Zhou Empirical investigation on modeling solar radiation series with ARMA-GARCH models Energy Convers Manage 92 2015 385 395
    • (2015) Energy Convers Manage , vol.92 , pp. 385-395
    • Sun, H.1    Yan, D.2    Zhao, N.3    Zhou, J.4
  • 25
    • 84930685288 scopus 로고    scopus 로고
    • A new approach to estimate the spatial distribution of solar radiation using topographic factor and sunshine duration in South Korea
    • J. Park, A. Das, and J. Park A new approach to estimate the spatial distribution of solar radiation using topographic factor and sunshine duration in South Korea Energy Convers Manage 101 2015 30 39
    • (2015) Energy Convers Manage , vol.101 , pp. 30-39
    • Park, J.1    Das, A.2    Park, J.3
  • 26
    • 84904903408 scopus 로고    scopus 로고
    • A statistical comparative study to demonstrate the merit of day of the year-based models for estimation of horizontal global solar radiation
    • H. Khorasanizadeh, K. Mohammadi, and M. Jalilvand A statistical comparative study to demonstrate the merit of day of the year-based models for estimation of horizontal global solar radiation Energy Convers Manage 87 2014 37 47
    • (2014) Energy Convers Manage , vol.87 , pp. 37-47
    • Khorasanizadeh, H.1    Mohammadi, K.2    Jalilvand, M.3
  • 27
    • 84901357290 scopus 로고    scopus 로고
    • Evaluation of global solar radiation models for Shanghai, China
    • W. Yao, Z. Li, Y. Wang, F. Jiang, and L. Hu Evaluation of global solar radiation models for Shanghai, China Energy Convers Manage 84 2014 597 612
    • (2014) Energy Convers Manage , vol.84 , pp. 597-612
    • Yao, W.1    Li, Z.2    Wang, Y.3    Jiang, F.4    Hu, L.5
  • 28
    • 0022561565 scopus 로고
    • Comparison of calculated and measured values of total radiation on tilted surfaces in Dhahran, Saudi Arabia
    • M.A. Abdelrahman, and M.A. Elhadidy Comparison of calculated and measured values of total radiation on tilted surfaces in Dhahran, Saudi Arabia Sol Energy 37 3 1986 239 243
    • (1986) Sol Energy , vol.37 , Issue.3 , pp. 239-243
    • Abdelrahman, M.A.1    Elhadidy, M.A.2
  • 29
    • 84922796622 scopus 로고    scopus 로고
    • Validation of direct normal irradiance predictions under arid conditions: A review of radiative models and their turbidity-dependent performance
    • C.A. Gueymard, and J.A. Ruiz-Arias Validation of direct normal irradiance predictions under arid conditions: a review of radiative models and their turbidity-dependent performance Renew Sustain Energy Rev 45 2015 379 396
    • (2015) Renew Sustain Energy Rev , vol.45 , pp. 379-396
    • Gueymard, C.A.1    Ruiz-Arias, J.A.2
  • 31
    • 85051094530 scopus 로고    scopus 로고
    • An optimisation methodology of artificial neural network models for predicting solar radiation: A case study
    • A. Rezrazi, S. Hanini, and M. Laidi An optimisation methodology of artificial neural network models for predicting solar radiation: a case study Theor Appl Climatol 2015
    • (2015) Theor Appl Climatol
    • Rezrazi, A.1    Hanini, S.2    Laidi, M.3
  • 32
    • 84898766010 scopus 로고    scopus 로고
    • Estimation of tilted solar irradiation using artificial neural networks
    • G. Notton, C. Paoli, and S. Diaf Estimation of tilted solar irradiation using artificial neural networks Energy Proc 42 2013 33 42
    • (2013) Energy Proc , vol.42 , pp. 33-42
    • Notton, G.1    Paoli, C.2    Diaf, S.3
  • 33
    • 84857687653 scopus 로고    scopus 로고
    • Estimation of hourly global solar irradiation on tilted planes from horizontal one using artificial neural networks
    • G. Notton, C. Paoli, S. Vasileva, M. Laure, J. Canaletti, and C. Cristofari Estimation of hourly global solar irradiation on tilted planes from horizontal one using artificial neural networks Energy 39 1 2012 166 179
    • (2012) Energy , vol.39 , Issue.1 , pp. 166-179
    • Notton, G.1    Paoli, C.2    Vasileva, S.3    Laure, M.4    Canaletti, J.5    Cristofari, C.6
  • 34
    • 84865477086 scopus 로고    scopus 로고
    • Neural network approach to estimate 10-min solar global irradiation values on tilted planes
    • G. Notton, C. Paoli, L. Ivanova, S. Vasileva, and M. Laure Neural network approach to estimate 10-min solar global irradiation values on tilted planes Renew Energy 50 2013 576 584
    • (2013) Renew Energy , vol.50 , pp. 576-584
    • Notton, G.1    Paoli, C.2    Ivanova, L.3    Vasileva, S.4    Laure, M.5
  • 35
    • 84901676684 scopus 로고    scopus 로고
    • Estimation of 5-min time-step data of tilted solar global irradiation using ANN (artificial neural network) model
    • K. Dahmani, R. Dizene, G. Notton, C. Paoli, C. Voyant, and M. Laure Estimation of 5-min time-step data of tilted solar global irradiation using ANN (artificial neural network) model Energy 70 2014 374 381
    • (2014) Energy , vol.70 , pp. 374-381
    • Dahmani, K.1    Dizene, R.2    Notton, G.3    Paoli, C.4    Voyant, C.5    Laure, M.6
  • 36
    • 84896056141 scopus 로고    scopus 로고
    • Artificial neural network model based on interrelationship of direct, diffuse and global solar radiations
    • N.D. Kaushika, R.K. Tomar, and S.C. Kaushik Artificial neural network model based on interrelationship of direct, diffuse and global solar radiations Sol Energy 103 2014 327 342
    • (2014) Sol Energy , vol.103 , pp. 327-342
    • Kaushika, N.D.1    Tomar, R.K.2    Kaushik, S.C.3
  • 37
    • 84897515616 scopus 로고    scopus 로고
    • Solar radiation prediction using artificial neural network techniques: A review
    • A.K. Yadav, and S.S. Chandel Solar radiation prediction using artificial neural network techniques: a review Renew Sustain Energy Rev 33 2014 772 781
    • (2014) Renew Sustain Energy Rev , vol.33 , pp. 772-781
    • Yadav, A.K.1    Chandel, S.S.2
  • 38
    • 84859007933 scopus 로고    scopus 로고
    • Extreme learning machine for regression and multiclass classification
    • G.B. Huang, H. Zhou, X. Ding, and R. Zhang Extreme learning machine for regression and multiclass classification IEEE Trans Syst Man Cybern B Cybern 42 2 2012 513 529
    • (2012) IEEE Trans Syst Man Cybern B Cybern , vol.42 , Issue.2 , pp. 513-529
    • Huang, G.B.1    Zhou, H.2    Ding, X.3    Zhang, R.4
  • 39
    • 84877695360 scopus 로고    scopus 로고
    • An ensemble of SVM classifiers based on gene pairs
    • M. Tong, K.H. Liu, C. Xu, and W. Ju An ensemble of SVM classifiers based on gene pairs Comput Biol Med 43 6 2013 729 737
    • (2013) Comput Biol Med , vol.43 , Issue.6 , pp. 729-737
    • Tong, M.1    Liu, K.H.2    Xu, C.3    Ju, W.4
  • 40
    • 84920930129 scopus 로고    scopus 로고
    • Investigating the effect of correlation-based feature selection on the performance of support vector machines in reservoir characterization
    • K.O. Akande, T.O. Owolabi, and S.O. Olatunji Investigating the effect of correlation-based feature selection on the performance of support vector machines in reservoir characterization J Nat Gas Sci Eng 22 2015 515 522
    • (2015) J Nat Gas Sci Eng , vol.22 , pp. 515-522
    • Akande, K.O.1    Owolabi, T.O.2    Olatunji, S.O.3
  • 41
    • 84920931051 scopus 로고    scopus 로고
    • Performance comparison of SVM and ANN in predicting compressive strength of concrete
    • K.O. Akande, T.O. Owolabi, S. Twaha, and S.O. Olatunji Performance comparison of SVM and ANN in predicting compressive strength of concrete IOSR J Comput Eng 16 5 2014 88 94
    • (2014) IOSR J Comput Eng , vol.16 , Issue.5 , pp. 88-94
    • Akande, K.O.1    Owolabi, T.O.2    Twaha, S.3    Olatunji, S.O.4
  • 42
    • 84888295223 scopus 로고    scopus 로고
    • Improved sensitivity based linear learning method for permeability prediction of carbonate reservoir using interval type-2 fuzzy logic system. Appl
    • S.O. Olatunji, A. Selamat, and A.A. Abdul Raheem Improved sensitivity based linear learning method for permeability prediction of carbonate reservoir using interval type-2 fuzzy logic system. Appl Soft Comput 14 2014 144 155
    • (2014) Soft Comput , vol.14 , pp. 144-155
    • Olatunji, S.O.1    Selamat, A.2    Abdul Raheem, A.A.3
  • 43
    • 84905818073 scopus 로고    scopus 로고
    • A review of validation methodologies and statistical performance indicators for modeled solar radiation data: Towards a better bankability of solar projects
    • C.A. Gueymard A review of validation methodologies and statistical performance indicators for modeled solar radiation data: towards a better bankability of solar projects Renew Sustain Energy Rev 39 2014 1024 1034
    • (2014) Renew Sustain Energy Rev , vol.39 , pp. 1024-1034
    • Gueymard, C.A.1
  • 44
    • 84858396762 scopus 로고    scopus 로고
    • A review of solar energy modeling techniques
    • T. Khatib, A. Mohamed, and K. Sopian A review of solar energy modeling techniques Renew Sustain Energy Rev 16 5 2012 2864 2869
    • (2012) Renew Sustain Energy Rev , vol.16 , Issue.5 , pp. 2864-2869
    • Khatib, T.1    Mohamed, A.2    Sopian, K.3
  • 45
    • 84912117174 scopus 로고    scopus 로고
    • A load predictive energy management system for supercapacitor-battery hybrid energy storage system in solar application using the support vector machine
    • Y. Yee, L. Hong, N. Shafiabady, and D. Isa A load predictive energy management system for supercapacitor-battery hybrid energy storage system in solar application using the support vector machine Appl Energy 137 2015 588 602
    • (2015) Appl Energy , vol.137 , pp. 588-602
    • Yee, Y.1    Hong, L.2    Shafiabady, N.3    Isa, D.4
  • 46
    • 84863410277 scopus 로고    scopus 로고
    • Support-vector-machine-based method for automated steel bridge rust assessment
    • P.H. Chen, H.K. Shen, C.Y. Lei, and L.M. Chang Support-vector-machine-based method for automated steel bridge rust assessment Autom Constr 23 2012 9 19
    • (2012) Autom Constr , vol.23 , pp. 9-19
    • Chen, P.H.1    Shen, H.K.2    Lei, C.Y.3    Chang, L.M.4
  • 47
    • 84886710745 scopus 로고    scopus 로고
    • Modeling of power plant superheated steam temperature based on least squares support vector machines
    • T. Haijun, and W. Jingru Modeling of power plant superheated steam temperature based on least squares support vector machines Energy Proc 17 2012 61 67
    • (2012) Energy Proc , vol.17 , pp. 61-67
    • Haijun, T.1    Jingru, W.2
  • 48
    • 84908681901 scopus 로고    scopus 로고
    • Optimal sizing of grid-connected photovoltaic energy system in Saudi Arabia
    • M.A.M. Ramli, A. Hiendro, K. Sedraoui, and S. Twaha Optimal sizing of grid-connected photovoltaic energy system in Saudi Arabia Renew Energy 75 2015 489 495
    • (2015) Renew Energy , vol.75 , pp. 489-495
    • Ramli, M.A.M.1    Hiendro, A.2    Sedraoui, K.3    Twaha, S.4
  • 50
    • 84906552354 scopus 로고    scopus 로고
    • accessed 08.02.15
    • PV Education. Solar radiation on a tilted surface. http://www.pveducation.org/pvcdrom/properties-of-sunlight/solar-radiation-on-tilted-surface [accessed 08.02.15].
    • Solar Radiation on a Tilted Surface
  • 51
    • 84864304742 scopus 로고    scopus 로고
    • Effect of cloudiness on solar global, solar diffuse and terrestrial downward radiation at Badajoz (Southwestern Spain)
    • G. Sánchez, A. Serrano, and M.L.C. Fernandez Effect of cloudiness on solar global, solar diffuse and terrestrial downward radiation at Badajoz (Southwestern Spain) Óptica pura y aplicada 45 1 2012 33 38
    • (2012) Óptica Pura y Aplicada , vol.45 , Issue.1 , pp. 33-38
    • Sánchez, G.1    Serrano, A.2    Fernandez, M.L.C.3
  • 53
    • 84939238476 scopus 로고    scopus 로고
    • accessed 11.02.15
    • DTREG. Introduction to support vector machine (SVM) models. https://www.dtreg.com/solution/view/20?gclid=CjwKEAiA0uGmBRDwj7mE1v-LlCYSJADxH16OG8TU-T-WiuxAM5WxXU2O8P7dCMYvNZnEAVWDCzI-yxoCswXw-wcB [accessed 11.02.15].
    • Introduction to Support Vector Machine (SVM) Models
  • 54
    • 84907858258 scopus 로고    scopus 로고
    • Super-parameter selection for Gaussian-Kernel SVM based on outlier-resisting
    • X. Wang, F. Huang, and Y. Cheng Super-parameter selection for Gaussian-Kernel SVM based on outlier-resisting Measurement 58 2014 147 153
    • (2014) Measurement , vol.58 , pp. 147-153
    • Wang, X.1    Huang, F.2    Cheng, Y.3
  • 55
    • 84884152940 scopus 로고    scopus 로고
    • Bacterial foraging algorithm based solar PV parameter estimation
    • N. Rajasekar, N.K. Kumar, and R. Venugopalan Bacterial foraging algorithm based solar PV parameter estimation Sol Energy 97 2013 255 265
    • (2013) Sol Energy , vol.97 , pp. 255-265
    • Rajasekar, N.1    Kumar, N.K.2    Venugopalan, R.3
  • 56
    • 33745903481 scopus 로고    scopus 로고
    • Extreme learning machine: Theory and applications
    • G.B. Huang, Q.Y. Zhu, and C.K. Siew Extreme learning machine: theory and applications Neurocomputing 70 1-3 2006 489 501
    • (2006) Neurocomputing , vol.70 , Issue.1-3 , pp. 489-501
    • Huang, G.B.1    Zhu, Q.Y.2    Siew, C.K.3
  • 57
    • 33745918399 scopus 로고    scopus 로고
    • Universal approximation using incremental constructive feedforward networks with random hidden nodes
    • G. Huang, L. Chen, and C. Siew Universal approximation using incremental constructive feedforward networks with random hidden nodes IEEE Trans Neural Networks 17 4 2006 879 892
    • (2006) IEEE Trans Neural Networks , vol.17 , Issue.4 , pp. 879-892
    • Huang, G.1    Chen, L.2    Siew, C.3
  • 58
    • 84865516229 scopus 로고    scopus 로고
    • General models for optimum tilt angles of solar panels: Turkey case study
    • K. Bakirci General models for optimum tilt angles of solar panels: Turkey case study Renew Sustain Energy Rev 16 8 2012 6149 6159
    • (2012) Renew Sustain Energy Rev , vol.16 , Issue.8 , pp. 6149-6159
    • Bakirci, K.1
  • 59
    • 84891599307 scopus 로고    scopus 로고
    • Establishing a diffuse solar radiation model for determining the optimum tilt angle of solar surfaces in Tabass, Iran
    • H. Khorasanizadeh, K. Mohammadi, and A. Mostafaeipour Establishing a diffuse solar radiation model for determining the optimum tilt angle of solar surfaces in Tabass, Iran Energy Convers Manage 78 2014 805 814
    • (2014) Energy Convers Manage , vol.78 , pp. 805-814
    • Khorasanizadeh, H.1    Mohammadi, K.2    Mostafaeipour, A.3
  • 60
    • 84939223535 scopus 로고    scopus 로고
    • accessed 15.03.15
    • Mathbit. Finding your way around graphic Calculator. http://mathbits.com/MathBits/TISection/Statistics2/correlation.htm [accessed 15.03.15].
    • Finding Your Way Around Graphic Calculator
  • 61
    • 0038363236 scopus 로고    scopus 로고
    • MRE and heteroscedasticity: An empirical validation of the assumption of homoscedasticity of the magnitude of relative error
    • Shaker Publishing BV The Netherlands
    • T. Foss, I. Myrtveit, and E. Stensrud MRE and heteroscedasticity: an empirical validation of the assumption of homoscedasticity of the magnitude of relative error Proceedings of ESCOM 2001 Shaker Publishing BV The Netherlands 157 164
    • (2001) Proceedings of ESCOM , pp. 157-164
    • Foss, T.1    Myrtveit, I.2    Stensrud, E.3
  • 62
    • 78650531598 scopus 로고    scopus 로고
    • Optimization of tilt angle for solar panel: Case study for Madinah, Saudi Arabia
    • M. Benghanem Optimization of tilt angle for solar panel: case study for Madinah, Saudi Arabia Appl Energy 88 4 2011 1427 1433
    • (2011) Appl Energy , vol.88 , Issue.4 , pp. 1427-1433
    • Benghanem, M.1
  • 63
    • 34250762014 scopus 로고    scopus 로고
    • A multiple correlation between different solar parameters in Medina, Saudi Arabia
    • M. Benghanem, and A.A. Joraid A multiple correlation between different solar parameters in Medina, Saudi Arabia Renew Energy 32 2007 2424 2435
    • (2007) Renew Energy , vol.32 , pp. 2424-2435
    • Benghanem, M.1    Joraid, A.A.2
  • 64
    • 82155168681 scopus 로고    scopus 로고
    • The role of clouds in improving the regression model for hourly values of diffuse solar radiation
    • C. Furlan, A. Pereira, D. Oliveira, J. Soares, G. Codato, and J.F. Escobedo The role of clouds in improving the regression model for hourly values of diffuse solar radiation Appl Energy 92 2012 240 254
    • (2012) Appl Energy , vol.92 , pp. 240-254
    • Furlan, C.1    Pereira, A.2    Oliveira, D.3    Soares, J.4    Codato, G.5    Escobedo, J.F.6


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