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Volumn 33, Issue 8, 2008, Pages 1796-1803

Prediction of daily global solar irradiance on horizontal surfaces based on neural-network techniques

Author keywords

Global solar irradiance; Neural networks; Prediction model

Indexed keywords

CORRELATION METHODS; DATABASE SYSTEMS; MATHEMATICAL MODELS; NEURAL NETWORKS;

EID: 41849104721     PISSN: 09601481     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.renene.2007.09.020     Document Type: Article
Times cited : (53)

References (29)
  • 1
    • 29144458930 scopus 로고    scopus 로고
    • PV system sizing using observed time series of solar radiation
    • Markvart T., Fragaki A., and Ross J.N. PV system sizing using observed time series of solar radiation. Sol Energy 80 (2006) 46-50
    • (2006) Sol Energy , vol.80 , pp. 46-50
    • Markvart, T.1    Fragaki, A.2    Ross, J.N.3
  • 2
    • 1442285694 scopus 로고    scopus 로고
    • The impact of solar radiation variability and data discrepancies on the design of PV systems
    • Labed S., and Lorenzo E. The impact of solar radiation variability and data discrepancies on the design of PV systems. Renew Energy 29 (2004) 1007-1022
    • (2004) Renew Energy , vol.29 , pp. 1007-1022
    • Labed, S.1    Lorenzo, E.2
  • 3
    • 0042736793 scopus 로고    scopus 로고
    • Direct solar transmittance and irradiance predictions with broadband models. Part I: detailed theoretical performance assessment
    • Gueymard G.A. Direct solar transmittance and irradiance predictions with broadband models. Part I: detailed theoretical performance assessment. Sol Energy 74 (2003) 355-379
    • (2003) Sol Energy , vol.74 , pp. 355-379
    • Gueymard, G.A.1
  • 4
    • 0027644268 scopus 로고
    • Critical analysis and performance assessment of clear sky solar irradiance models using theoretical and measured data
    • Gueymard C. Critical analysis and performance assessment of clear sky solar irradiance models using theoretical and measured data. Sol Energy 51 (1993) 121-138
    • (1993) Sol Energy , vol.51 , pp. 121-138
    • Gueymard, C.1
  • 5
    • 0035400260 scopus 로고    scopus 로고
    • Solar radiation model
    • Wong L.T., and Chow W.K. Solar radiation model. Appl Energy 69 (2001) 191-224
    • (2001) Appl Energy , vol.69 , pp. 191-224
    • Wong, L.T.1    Chow, W.K.2
  • 6
    • 0024937819 scopus 로고
    • Evaluation of selected models for estimating solar radiation on horizontal surfaces
    • Davies J.A., and McKay D.C. Evaluation of selected models for estimating solar radiation on horizontal surfaces. Sol Energy 43 (1989) 153-168
    • (1989) Sol Energy , vol.43 , pp. 153-168
    • Davies, J.A.1    McKay, D.C.2
  • 7
    • 0011475721 scopus 로고
    • Comparison of techniques for the estimation of daily global irradiation and a new technique for the estimation of global irradiation
    • Jain P.C. Comparison of techniques for the estimation of daily global irradiation and a new technique for the estimation of global irradiation. Sol Wind Technol 1 (1984) 123-134
    • (1984) Sol Wind Technol , vol.1 , pp. 123-134
    • Jain, P.C.1
  • 8
    • 0026360228 scopus 로고
    • A novel approach to estimate the clear day global radiation
    • Baig A., Achter P., and Mufti A. A novel approach to estimate the clear day global radiation. Renew Energy 1 (1991) 119-123
    • (1991) Renew Energy , vol.1 , pp. 119-123
    • Baig, A.1    Achter, P.2    Mufti, A.3
  • 9
    • 2442664295 scopus 로고    scopus 로고
    • A universal relationship for estimating daily clear sky insolation
    • Lingamgunta C., and Veziroglu T.N. A universal relationship for estimating daily clear sky insolation. Energy Convers Manage 45 (2004) 2313-2333
    • (2004) Energy Convers Manage , vol.45 , pp. 2313-2333
    • Lingamgunta, C.1    Veziroglu, T.N.2
  • 10
    • 0033883105 scopus 로고    scopus 로고
    • Evaluation of sunshine and cloud cover based models for generating solar radiation data
    • Muneer T., and Gul M.S. Evaluation of sunshine and cloud cover based models for generating solar radiation data. Energy Convers Manage 41 (2000) 461-482
    • (2000) Energy Convers Manage , vol.41 , pp. 461-482
    • Muneer, T.1    Gul, M.S.2
  • 11
    • 0011479039 scopus 로고
    • A new model for obtaining horizontal instantaneous global and diffuse radiation from daily values
    • Jain P.C., Jain S., and Ratto C.F. A new model for obtaining horizontal instantaneous global and diffuse radiation from daily values. Sol Energy 41 (1988) 397-404
    • (1988) Sol Energy , vol.41 , pp. 397-404
    • Jain, P.C.1    Jain, S.2    Ratto, C.F.3
  • 12
    • 0001648622 scopus 로고
    • Time series analysis of hourly global horizontal solar radiation
    • Gordon J.M., and Reddy T.A. Time series analysis of hourly global horizontal solar radiation. Sol Energy 41 (1988) 423-429
    • (1988) Sol Energy , vol.41 , pp. 423-429
    • Gordon, J.M.1    Reddy, T.A.2
  • 13
    • 0027009462 scopus 로고
    • Stochastic modelling of daily global irradiation
    • Festa R., Jain S., and Ratto C.F. Stochastic modelling of daily global irradiation. Renew Energy 2 (1992) 23-34
    • (1992) Renew Energy , vol.2 , pp. 23-34
    • Festa, R.1    Jain, S.2    Ratto, C.F.3
  • 14
    • 30644466878 scopus 로고    scopus 로고
    • New methodologies to estimate the hourly global solar radiation: comparisons with existing models
    • Kaplanis S.N. New methodologies to estimate the hourly global solar radiation: comparisons with existing models. Renew Energy 31 (2006) 781-790
    • (2006) Renew Energy , vol.31 , pp. 781-790
    • Kaplanis, S.N.1
  • 15
    • 0042222947 scopus 로고    scopus 로고
    • Measurements and predictions of solar radiation incident on horizontal surfaces at Santa Fe, Argentina (31°39′S, 60°43′W)
    • Albizzati E.D., Rossetti G.H., and Alfano O.M. Measurements and predictions of solar radiation incident on horizontal surfaces at Santa Fe, Argentina (31°39′S, 60°43′W). Renew Energy 11 (1997) 469-478
    • (1997) Renew Energy , vol.11 , pp. 469-478
    • Albizzati, E.D.1    Rossetti, G.H.2    Alfano, O.M.3
  • 16
    • 0037933922 scopus 로고    scopus 로고
    • A new analytical-empirical model for the instantaneous diffuse radiation and experimental investigation of its validity
    • Nijegorodov N., Adedoyin J.A., and Devan K.R.S. A new analytical-empirical model for the instantaneous diffuse radiation and experimental investigation of its validity. Renew Energy 11 (1997) 341-350
    • (1997) Renew Energy , vol.11 , pp. 341-350
    • Nijegorodov, N.1    Adedoyin, J.A.2    Devan, K.R.S.3
  • 17
    • 10044296349 scopus 로고    scopus 로고
    • Model selection for global and diffuse radiation over the Central Black Sea (CBS) region of Turkey
    • Tarhan S., and Sari A. Model selection for global and diffuse radiation over the Central Black Sea (CBS) region of Turkey. Energy Convers Manage 46 (2005) 605-613
    • (2005) Energy Convers Manage , vol.46 , pp. 605-613
    • Tarhan, S.1    Sari, A.2
  • 18
    • 32044473468 scopus 로고    scopus 로고
    • Energy collected and delivered by PV modules
    • Luque A., and Hegedus S. (Eds), Wiley, West Sussex
    • Lorenzo E. Energy collected and delivered by PV modules. In: Luque A., and Hegedus S. (Eds). Handbook of photovoltaic science and engineering (2003), Wiley, West Sussex 905-970
    • (2003) Handbook of photovoltaic science and engineering , pp. 905-970
    • Lorenzo, E.1
  • 19
    • 33646726754 scopus 로고    scopus 로고
    • An adaptive wavelet-network model for forecasting daily solar radiation
    • Mellit A., Benghanem M., and Kalogirou S.A. An adaptive wavelet-network model for forecasting daily solar radiation. Appl Energy 83 (2006) 705-722
    • (2006) Appl Energy , vol.83 , pp. 705-722
    • Mellit, A.1    Benghanem, M.2    Kalogirou, S.A.3
  • 21
    • 0034963531 scopus 로고    scopus 로고
    • Artificial neural networks in renewable energy systems applications: a review
    • Kalogirou S.A. Artificial neural networks in renewable energy systems applications: a review. Renew Sust Energy Rev 5 (2001) 373-401
    • (2001) Renew Sust Energy Rev , vol.5 , pp. 373-401
    • Kalogirou, S.A.1
  • 22
    • 84895271040 scopus 로고    scopus 로고
    • Artificial neural networks and genetic algorithms for the optimization of solar thermal systems
    • Kalogirou S. (Ed), Nova Science Publishers [chapter 4]
    • Kalogirou S. Artificial neural networks and genetic algorithms for the optimization of solar thermal systems. In: Kalogirou S. (Ed). Artificial intelligence in energy and renewable energy systems (2006), Nova Science Publishers [chapter 4]
    • (2006) Artificial intelligence in energy and renewable energy systems
    • Kalogirou, S.1
  • 23
    • 41849128816 scopus 로고    scopus 로고
    • Hontoria L, Aguilera J, Almonacid F, Nofuentes G, Zufiria P. Artificial neural networks applied in PV systems and solar radiation. Nova Science Publishers, 2006 [chapter 5].
    • Hontoria L, Aguilera J, Almonacid F, Nofuentes G, Zufiria P. Artificial neural networks applied in PV systems and solar radiation. Nova Science Publishers, 2006 [chapter 5].
  • 24
    • 0344980643 scopus 로고    scopus 로고
    • Estimation of the maximum power and normal operating power of photovoltaic module by neural networks
    • Bahgat A.B.G., Helwa N.H., Ahamd G.E., and El Shenawy E.T. Estimation of the maximum power and normal operating power of photovoltaic module by neural networks. Renew Energy 29 (2004) 443-457
    • (2004) Renew Energy , vol.29 , pp. 443-457
    • Bahgat, A.B.G.1    Helwa, N.H.2    Ahamd, G.E.3    El Shenawy, E.T.4
  • 25
    • 0033861306 scopus 로고    scopus 로고
    • The total solar radiation time series simulation in Athens using neural networks
    • Mihalakakou G., Santamouris M., and Asimakopoulos D.N. The total solar radiation time series simulation in Athens using neural networks. Appl Climatol 66 (2000) 185-197
    • (2000) Appl Climatol , vol.66 , pp. 185-197
    • Mihalakakou, G.1    Santamouris, M.2    Asimakopoulos, D.N.3
  • 26
    • 0036525799 scopus 로고    scopus 로고
    • Solar radiation estimation using artificial neural networks
    • Dorvlo A.S.S., Jervase J.A., and Al-Lawati A. Solar radiation estimation using artificial neural networks. Appl Energy 71 (2002) 307-319
    • (2002) Appl Energy , vol.71 , pp. 307-319
    • Dorvlo, A.S.S.1    Jervase, J.A.2    Al-Lawati, A.3
  • 27
    • 41849150694 scopus 로고    scopus 로고
    • The multilayered perceptrons neural networks for the prediction of daily solar radiation
    • Iqdour R., and Zeronal A. The multilayered perceptrons neural networks for the prediction of daily solar radiation. Int J Signal Process 3 (2006) 24-29
    • (2006) Int J Signal Process , vol.3 , pp. 24-29
    • Iqdour, R.1    Zeronal, A.2
  • 28
    • 0037138659 scopus 로고    scopus 로고
    • A fast and efficient algorithm for training radial basis function neural networks based on a fuzzy partition of the input space
    • Sarimveis H., Alexandridis A., Tsekouras G., and Bafas G. A fast and efficient algorithm for training radial basis function neural networks based on a fuzzy partition of the input space. Ind Eng Chem Res 41 (2002) 751-759
    • (2002) Ind Eng Chem Res , vol.41 , pp. 751-759
    • Sarimveis, H.1    Alexandridis, A.2    Tsekouras, G.3    Bafas, G.4
  • 29
    • 41849133896 scopus 로고    scopus 로고
    • 〈http://www.chemeng.ntua.gr/solarlab/THERMIE-en.html〉.
    • 〈http://www.chemeng.ntua.gr/solarlab/THERMIE-en.html〉.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.