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Volumn 152, Issue , 2015, Pages 138-145

Artificial Neural Network models for estimating daily solar global UV, PAR and broadband radiant fluxes in an eastern Mediterranean site

Author keywords

ANN models; Conventional regression models; Spectral PAR and UV solar radiant fluxes

Indexed keywords

ARTIFICIAL NEURAL NETWORK MODELS; EASTERN MEDITERRANEAN; GLOBAL UV; RADIANT FLUX; REGRESSION MODEL; SOLAR RADIANT FLUX;

EID: 84908370518     PISSN: 01698095     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.atmosres.2013.11.004     Document Type: Article
Times cited : (41)

References (44)
  • 2
    • 36248997731 scopus 로고    scopus 로고
    • Neural network for the estimation of UV erythemal irradiance using solar broadband irradiance
    • Alados I., Gomera M.A., Foyo-Moreno I., Alados-Arboledas L. Neural network for the estimation of UV erythemal irradiance using solar broadband irradiance. Int. J. Climatol. 2007, 27:1791-1799.
    • (2007) Int. J. Climatol. , vol.27 , pp. 1791-1799
    • Alados, I.1    Gomera, M.A.2    Foyo-Moreno, I.3    Alados-Arboledas, L.4
  • 3
    • 84862650732 scopus 로고    scopus 로고
    • Extreme ultraviolet index due to broken clouds at midlatitude site, Granada (south eastern Spain)
    • Anton M., Piedehierro A.A., Alados-Arboledas L., Wolfran E., Olmo F.J. Extreme ultraviolet index due to broken clouds at midlatitude site, Granada (south eastern Spain). Atmos. Res. 2012, 118:10-14.
    • (2012) Atmos. Res. , vol.118 , pp. 10-14
    • Anton, M.1    Piedehierro, A.A.2    Alados-Arboledas, L.3    Wolfran, E.4    Olmo, F.J.5
  • 4
    • 64649096205 scopus 로고    scopus 로고
    • An integrated artificial neural networks approach for predicting global radiation
    • Azadeh A., Maghsoudi A., Sohrabkhami S. An integrated artificial neural networks approach for predicting global radiation. Energy Convers. Manag. 2009, 50(6):1497-1505.
    • (2009) Energy Convers. Manag. , vol.50 , Issue.6 , pp. 1497-1505
    • Azadeh, A.1    Maghsoudi, A.2    Sohrabkhami, S.3
  • 5
    • 33751091234 scopus 로고    scopus 로고
    • Determination of daily solar ultraviolet radiation using statistical models and artificial neural networks
    • Barbero F.J., Lopez G., Batlles F.J. Determination of daily solar ultraviolet radiation using statistical models and artificial neural networks. Ann. Geophys. 2006, 24:2105-2114.
    • (2006) Ann. Geophys. , vol.24 , pp. 2105-2114
    • Barbero, F.J.1    Lopez, G.2    Batlles, F.J.3
  • 6
    • 84908372304 scopus 로고    scopus 로고
    • Effects of cloud, atmospheric water vapour and dust on photosynthetically active radiation and total solar radiation in a Mongolian grassland
    • Bat-Oyun T., Shinoda M., Tsubo M. Effects of cloud, atmospheric water vapour and dust on photosynthetically active radiation and total solar radiation in a Mongolian grassland. J. Arid Land 2012, 4(4):349-356.
    • (2012) J. Arid Land , vol.4 , Issue.4 , pp. 349-356
    • Bat-Oyun, T.1    Shinoda, M.2    Tsubo, M.3
  • 7
    • 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. Sol. Energy 2010, 84:1468-1480.
    • (2010) Sol. Energy , vol.84 , pp. 1468-1480
    • Behrang, M.A.1    Assareh, E.2    Ghanbarzadeh, A.3    Noghrehabadi, A.R.4
  • 8
    • 65649123894 scopus 로고    scopus 로고
    • ANN-based modeling and estimation of daily global solar radiation data: a case study
    • Benghanem M., Mellit A., Alamri S.N. ANN-based modeling and estimation of daily global solar radiation data: a case study. Energy Convers. Manag. 2009, 50:1644-1655.
    • (2009) Energy Convers. Manag. , vol.50 , pp. 1644-1655
    • Benghanem, M.1    Mellit, A.2    Alamri, S.N.3
  • 9
    • 79951817034 scopus 로고    scopus 로고
    • Analysis and cloudiness influence on UV total radiation
    • Bilbao J., Mateos-Villan D., de Miguel A. Analysis and cloudiness influence on UV total radiation. Int. J. Climatol. 2010, 31:451-460.
    • (2010) Int. J. Climatol. , vol.31 , pp. 451-460
    • Bilbao, J.1    Mateos-Villan, D.2    de Miguel, A.3
  • 12
    • 0028977769 scopus 로고
    • Estimating photosynthetically active radiation (PAR) at the earth's surface from satellite observations
    • Frouin R., Pinker R.T. Estimating photosynthetically active radiation (PAR) at the earth's surface from satellite observations. Remote Sens. Environ. 1995, 51:98-107.
    • (1995) Remote Sens. Environ. , vol.51 , pp. 98-107
    • Frouin, R.1    Pinker, R.T.2
  • 13
    • 82155168681 scopus 로고    scopus 로고
    • The role of clouds in improving the regression model for hourly values of diffuse solar radiation
    • Furlan C., Oliveira A.P., Soares J., Codato G., Escobedo J.F. The role of clouds in improving the regression model for hourly values of diffuse solar radiation. Appl. Energy 2012, 92:240-254.
    • (2012) Appl. Energy , vol.92 , pp. 240-254
    • Furlan, C.1    Oliveira, A.P.2    Soares, J.3    Codato, G.4    Escobedo, J.F.5
  • 14
    • 79960636383 scopus 로고    scopus 로고
    • Dynamics of photosynthetic photon flux density (PPFD) and estimates in coastal northern California
    • Ge S., Smith R.G., Jacovides C.P., Kramer M.G., Carruthers R.I. Dynamics of photosynthetic photon flux density (PPFD) and estimates in coastal northern California. Theor. Appl. Climatol. 2011, 105(1-2):107-118.
    • (2011) Theor. Appl. Climatol. , vol.105 , Issue.1-2 , pp. 107-118
    • Ge, S.1    Smith, R.G.2    Jacovides, C.P.3    Kramer, M.G.4    Carruthers, R.I.5
  • 15
    • 34547889134 scopus 로고    scopus 로고
    • Measurements and estimations of photosynthetically active radiation in Beijing
    • Hu B., Wang Y., Liu G. Measurements and estimations of photosynthetically active radiation in Beijing. Atmos. Res. 2007, 85:361-371.
    • (2007) Atmos. Res. , vol.85 , pp. 361-371
    • Hu, B.1    Wang, Y.2    Liu, G.3
  • 17
    • 0029476829 scopus 로고
    • Statistical procedure for the evaluation of evapotranspiration computing models
    • Jacovides C.P., Kontogianis H. Statistical procedure for the evaluation of evapotranspiration computing models. Agric. Water Manag. 1995, 27:365-371.
    • (1995) Agric. Water Manag. , vol.27 , pp. 365-371
    • Jacovides, C.P.1    Kontogianis, H.2
  • 20
    • 33947321861 scopus 로고    scopus 로고
    • The dependence of global and diffuse PAR radiation components on sky conditions at Athens, Greece
    • Jacovides C.P., Tymvios F.S., Assimakopoulos V.D., Kaltsounides N.A. The dependence of global and diffuse PAR radiation components on sky conditions at Athens, Greece. Agric. For. Meteorol. 2007, 143:277-287.
    • (2007) Agric. For. Meteorol. , vol.143 , pp. 277-287
    • Jacovides, C.P.1    Tymvios, F.S.2    Assimakopoulos, V.D.3    Kaltsounides, N.A.4
  • 21
    • 62849093568 scopus 로고    scopus 로고
    • Solar global UVB (280-315nm) and UVA (315-380nm) radiant fluxes and their relationships with broadband global radiant flux at an eastern Mediterranean site
    • Jacovides C.P., Tymvios F.S., Asimakopoulos D.N., Kaltsounides N.A., Theoharatos G.A., Tsitouri M. Solar global UVB (280-315nm) and UVA (315-380nm) radiant fluxes and their relationships with broadband global radiant flux at an eastern Mediterranean site. Agric. For. Meteorol. 2009, 149:1188-1200.
    • (2009) Agric. For. Meteorol. , vol.149 , pp. 1188-1200
    • Jacovides, C.P.1    Tymvios, F.S.2    Asimakopoulos, D.N.3    Kaltsounides, N.A.4    Theoharatos, G.A.5    Tsitouri, M.6
  • 22
    • 80053279513 scopus 로고    scopus 로고
    • School Students participation in monitoring solar radiation components: preliminary results for UVB and UVA solar radiant fluxes
    • Jacovides C.P., Boland J., Rizou D., Kaltsounides N.A., Theoharatos G.A. School Students participation in monitoring solar radiation components: preliminary results for UVB and UVA solar radiant fluxes. Renew. Energy 2012, 39:367-374.
    • (2012) Renew. Energy , vol.39 , pp. 367-374
    • Jacovides, C.P.1    Boland, J.2    Rizou, D.3    Kaltsounides, N.A.4    Theoharatos, G.A.5
  • 23
    • 34547515420 scopus 로고    scopus 로고
    • Reconstruction of daily solar UV irradiation from 1893 to 2002 in Potsdam, Germany
    • Junk J., Feister U., Helbig A. Reconstruction of daily solar UV irradiation from 1893 to 2002 in Potsdam, Germany. Int. J. Biometeorol. 2007, 5:505-512.
    • (2007) Int. J. Biometeorol. , vol.5 , pp. 505-512
    • Junk, J.1    Feister, U.2    Helbig, A.3
  • 24
    • 0033686465 scopus 로고    scopus 로고
    • Applications of artificial neural networks for energy systems
    • Kalogirou S.K. Applications of artificial neural networks for energy systems. Appl. Energy 2000, 67(1-2):17-35.
    • (2000) Appl. Energy , vol.67 , Issue.1-2 , pp. 17-35
    • Kalogirou, S.K.1
  • 25
    • 84884508540 scopus 로고    scopus 로고
    • Predicting global solar radiation using an artificial neural network single-parameter model
    • (Article ID 751908, 7 pages)
    • Karoro A., Ssenyonga T., Mubiru J. Predicting global solar radiation using an artificial neural network single-parameter model. Adv. Artif. Neural Syst 2011, (Article ID 751908, 7 pages). 10.1155/2011/751908.
    • (2011) Adv. Artif. Neural Syst
    • Karoro, A.1    Ssenyonga, T.2    Mubiru, J.3
  • 26
    • 84975571774 scopus 로고
    • Revised optical air mass tables and approximation formula
    • Kasten F., Young A.T. Revised optical air mass tables and approximation formula. Appl. Opt. 1989, 28:4735-4738.
    • (1989) Appl. Opt. , vol.28 , pp. 4735-4738
    • Kasten, F.1    Young, A.T.2
  • 27
    • 0035912285 scopus 로고    scopus 로고
    • Estimation of hourly global photosynthetically active radiation using artificial neural network models
    • Lopez G., Rubio M.A., Martinez M., Batlles F.J. Estimation of hourly global photosynthetically active radiation using artificial neural network models. Agric. For. Meteorol. 2001, 107:279-291.
    • (2001) Agric. For. Meteorol. , vol.107 , pp. 279-291
    • Lopez, G.1    Rubio, M.A.2    Martinez, M.3    Batlles, F.J.4
  • 28
    • 0000169232 scopus 로고
    • An algorithm for least-squares estimation of nonlinear parameters
    • Marquardt D. An algorithm for least-squares estimation of nonlinear parameters. J. Appl. Mech. 1963, 11:431-441.
    • (1963) J. Appl. Mech. , vol.11 , pp. 431-441
    • Marquardt, D.1
  • 29
    • 49649143553 scopus 로고
    • Test of current definitions of photosynthetically active radiation against leaf photosynthesis data
    • McCree K.J. Test of current definitions of photosynthetically active radiation against leaf photosynthesis data. Agric. Meteorol. 1972, 10:443-453.
    • (1972) Agric. Meteorol. , vol.10 , pp. 443-453
    • McCree, K.J.1
  • 30
    • 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 M., Benghanem A., Arab H., 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. Sol. Energy 2005, 79:469-482.
    • (2005) Sol. Energy , vol.79 , pp. 469-482
    • Mellit, M.1    Benghanem, A.2    Arab, H.3    Guessoum, A.4
  • 31
    • 84866149200 scopus 로고    scopus 로고
    • Modelling global solar radiation using particle swarm optimization (PSO)
    • Mohandes M.A. Modelling global solar radiation using particle swarm optimization (PSO). Sol. Energy 2012, 86:3137-3145.
    • (2012) Sol. Energy , vol.86 , pp. 3137-3145
    • Mohandes, M.A.1
  • 32
    • 84865477086 scopus 로고    scopus 로고
    • Neural network approach to estimate 10-min solar global irradiation values on titled planes
    • Notton G., Paoli C., Ivanova L., Vasileva S., Nivel M.L. Neural network approach to estimate 10-min solar global irradiation values on titled planes. Renew. Energy 2013, 50:576-584.
    • (2013) Renew. Energy , vol.50 , pp. 576-584
    • Notton, G.1    Paoli, C.2    Ivanova, L.3    Vasileva, S.4    Nivel, M.L.5
  • 33
    • 13944257029 scopus 로고    scopus 로고
    • Ultraviolet (0.280-0.400μm) and broadband solar hourly radiation at Kwangju, South Korea: analysis of their correlation with aerosol optical depth and clearness index
    • Ogunjobi K.O., Kim Y.J. Ultraviolet (0.280-0.400μm) and broadband solar hourly radiation at Kwangju, South Korea: analysis of their correlation with aerosol optical depth and clearness index. Atmos. Res. 2004, 71:193-214.
    • (2004) Atmos. Res. , vol.71 , pp. 193-214
    • Ogunjobi, K.O.1    Kim, Y.J.2
  • 34
    • 35649015500 scopus 로고    scopus 로고
    • Calculation of cloud modification factors for the horizontal plane eye damaging ultraviolet radiation
    • Parisi A.V., Turnbull D.J., Turner J. Calculation of cloud modification factors for the horizontal plane eye damaging ultraviolet radiation. Atmos. Res. 2007, 86:278-285.
    • (2007) Atmos. Res. , vol.86 , pp. 278-285
    • Parisi, A.V.1    Turnbull, D.J.2    Turner, J.3
  • 36
    • 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
  • 37
    • 0034607079 scopus 로고    scopus 로고
    • Sources of errors in measurements of PAR
    • Ross J., Sulev M. Sources of errors in measurements of PAR. Agric. For. Meteorol. 2000, 10:103-125.
    • (2000) Agric. For. Meteorol. , vol.10 , pp. 103-125
    • Ross, J.1    Sulev, M.2
  • 38
    • 67649216553 scopus 로고    scopus 로고
    • Five years of cloud enhanced surface UV radiation measurements at two sites (in the Northern and Southern Hemispheres)
    • Sabburg J., Calbo J. Five years of cloud enhanced surface UV radiation measurements at two sites (in the Northern and Southern Hemispheres). Atmos. Res. 2009, 93:902-912.
    • (2009) Atmos. Res. , vol.93 , pp. 902-912
    • Sabburg, J.1    Calbo, J.2
  • 39
    • 33646878979 scopus 로고    scopus 로고
    • Derivation of photosynthetically available radiation from Meteosat data in the German Bight with neural nets
    • Schiller K. Derivation of photosynthetically available radiation from Meteosat data in the German Bight with neural nets. Ocean Dyn. 2006, 56:79-85.
    • (2006) Ocean Dyn. , vol.56 , pp. 79-85
    • Schiller, K.1
  • 40
    • 17644393194 scopus 로고    scopus 로고
    • Comparative study of Angstrom's and artificial neural networks' methodologies in estimating global solar radiation
    • Tymvios F.S., Jacovides C.P., Michaelides S.C., Scouteli C. Comparative study of Angstrom's and artificial neural networks' methodologies in estimating global solar radiation. Sol. Energy 2005, 78:752-762.
    • (2005) Sol. Energy , vol.78 , pp. 752-762
    • Tymvios, F.S.1    Jacovides, C.P.2    Michaelides, S.C.3    Scouteli, C.4
  • 42
    • 84908367496 scopus 로고    scopus 로고
    • ANN-based modeling of daily global UV, PAR and broadband solar radiant fluxes in Cyprus
    • Springer-Verlag, Berlin, C. Helmis, P. Nastos (Eds.) Advances in Meteorology, Climatology and Atmospheric Physics, Part I
    • Tymvios F.S., Georgiou A., Pelecanou M., Jacovides C.P. ANN-based modeling of daily global UV, PAR and broadband solar radiant fluxes in Cyprus. Springer Atmospheric Sciences 2013, 341-347. Springer-Verlag, Berlin. C. Helmis, P. Nastos (Eds.).
    • (2013) Springer Atmospheric Sciences , pp. 341-347
    • Tymvios, F.S.1    Georgiou, A.2    Pelecanou, M.3    Jacovides, C.P.4
  • 44
    • 30444437204 scopus 로고    scopus 로고
    • Advantages of the mean absolute error (MAE) over the root mean square error (RMSE) in assessing average model performance
    • Willmott C.J., Matsuura K. Advantages of the mean absolute error (MAE) over the root mean square error (RMSE) in assessing average model performance. Clim. Res. 2005, 30:79-82.
    • (2005) Clim. Res. , vol.30 , pp. 79-82
    • Willmott, C.J.1    Matsuura, K.2


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