메뉴 건너뛰기




Volumn 79, Issue , 2014, Pages 66-73

Satellite image analysis and a hybrid ESSS/ANN model to forecast solar irradiance in the tropics

Author keywords

Exponential smoothing state space model; Hourly solar irradiance forecasting; Multi layer perceptron; Satellite image analysis; Self organizing maps

Indexed keywords

EXPONENTIAL SMOOTHING; FORECASTING MODELS; MULTI LAYER PERCEPTRON; SATELLITE IMAGE ANALYSIS; SOLAR IRRADIANCES; STATE - SPACE MODELS; STOCHASTIC NATURE; TROPICAL REGIONS;

EID: 84891595533     PISSN: 01968904     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enconman.2013.11.043     Document Type: Article
Times cited : (84)

References (39)
  • 2
    • 84878666100 scopus 로고    scopus 로고
    • National Climate Change Strategy (NCCS) [accessed 14.01.12]
    • National Climate Change Strategy (NCCS). Solar Energy technology primer: a summary; 2012. < http://app.nccs.gov.sg/page.aspx?pageid=123 > [accessed 14.01.12].
    • (2012) Solar Energy Technology Primer: A Summary
  • 3
    • 40849092545 scopus 로고    scopus 로고
    • Evaluation of sunshine duration from cloud data in Egypt
    • 10.1016/j.energy.2007.12.001 < >
    • S. Robaa Evaluation of sunshine duration from cloud data in Egypt Energy 33 5 2008 785 795 10.1016/j.energy.2007.12.001 < http://www.sciencedirect. com/science/article/pii/S036054420700223X >
    • (2008) Energy , vol.33 , Issue.5 , pp. 785-795
    • Robaa, S.1
  • 4
    • 84869082180 scopus 로고    scopus 로고
    • Hourly solar irradiance time series forecasting using cloud cover index
    • 10.1016/j.solener.2012.07.029 < >
    • D. Yang, P. Jirutitijaroen, and W.M. Walsh Hourly solar irradiance time series forecasting using cloud cover index Sol Energy 86 12 2012 3531 3543 10.1016/j.solener.2012.07.029 < http://www.sciencedirect.com/science/article/ pii/S0038092X12003039 >
    • (2012) Sol Energy , vol.86 , Issue.12 , pp. 3531-3543
    • Yang, D.1    Jirutitijaroen, P.2    Walsh, W.M.3
  • 5
    • 63449142371 scopus 로고    scopus 로고
    • A model for calculating hourly global solar radiation from satellite data in the tropics
    • 10.1016/j.apenergy.2009.02.005 < >
    • S. Janjai, P. Pankaew, and J. Laksanaboonsong A model for calculating hourly global solar radiation from satellite data in the tropics Appl Energy 86 9 2009 1450 1457 10.1016/j.apenergy.2009.02.005 < http://www.sciencedirect. com/science/article/pii/S0306261909000415 >
    • (2009) Appl Energy , vol.86 , Issue.9 , pp. 1450-1457
    • Janjai, S.1    Pankaew, P.2    Laksanaboonsong, J.3
  • 6
    • 10044275225 scopus 로고    scopus 로고
    • Artificial intelligence techniques applied to hourly global irradiance estimation from satellite-derived cloud index
    • DOI 10.1016/j.energy.2004.04.047, PII S036054420400249X
    • L.F. Zarzalejo, L. Ramirez, and J. Polo Artificial intelligence techniques applied to hourly global irradiance estimation from satellite-derived cloud index Energy 30 9 2005 1685 1697 10.1016/j.energy.2004.04.047 < http://www.sciencedirect.com/science/article/pii/S036054420400249X > (Pubitemid 39605997)
    • (2005) Energy , vol.30 , Issue.9 SPEC. ISSUE. , pp. 1685-1697
    • Zarzalejo, L.F.1    Ramirez, L.2    Polo, J.3
  • 7
    • 61749096808 scopus 로고    scopus 로고
    • Estimation of solar radiation over turkey using artificial neural network and satellite data
    • 10.1016/j.apenergy.2008.06.003 < >
    • O. Senkal, and T. Kuleli Estimation of solar radiation over turkey using artificial neural network and satellite data Appl Energy 86 7?8 2009 1222 1228 10.1016/j.apenergy.2008.06.003 < http://www.sciencedirect.com/science/ article/pii/S0306261908001578 >
    • (2009) Appl Energy , vol.86 , Issue.78 , pp. 1222-1228
    • Senkal, O.1    Kuleli, T.2
  • 8
    • 78649852700 scopus 로고    scopus 로고
    • Modeling of solar radiation using remote sensing and artificial neural network in turkey
    • 10.1016/j.energy.2010.09.009 < >
    • O. Senkal Modeling of solar radiation using remote sensing and artificial neural network in turkey Energy 35 12 2010 4795 4801 10.1016/j.energy.2010.09. 009 < http://www.sciencedirect.com/science/article/pii/S0360544210004883 >
    • (2010) Energy , vol.35 , Issue.12 , pp. 4795-4801
    • Senkal, O.1
  • 9
    • 84891601226 scopus 로고    scopus 로고
    • Block matching algorithms: Their applications and limitations in solar irradiance forecasting
    • 10.1016/j.egypro.2013.05.074 < >
    • D. Yang, W.M. Walsh, Z. Dong, P. Jirutitijaroen, and T.G. Reindl Block matching algorithms: their applications and limitations in solar irradiance forecasting Energy Procedia 33 2013 335 342 10.1016/j.egypro.2013.05.074 < http://www.sciencedirect.com/science/article/pii/S1876610213000842 >
    • (2013) Energy Procedia , vol.33 , pp. 335-342
    • Yang, D.1    Walsh, W.M.2    Dong, Z.3    Jirutitijaroen, P.4    Reindl, T.G.5
  • 10
    • 84878656933 scopus 로고    scopus 로고
    • Cloud detection, classification and motion estimation using geostationary satellite imagery for cloud cover forecast
    • H. Escrig, F. Batlles, J. Alonso, F. Baena, J. Bosch, and I. Salbidegoitia et al. Cloud detection, classification and motion estimation using geostationary satellite imagery for cloud cover forecast Energy 38 0 2013 0 < http://www.sciencedirect.com/science/article/pii/S0360544213000856 >
    • (2013) Energy , vol.38 , Issue.0 , pp. 0
    • Escrig, H.1    Batlles, F.2    Alonso, J.3    Baena, F.4    Bosch, J.5    Salbidegoitia, I.6
  • 11
    • 80053962678 scopus 로고    scopus 로고
    • Intra-hour forecasting with a total sky imager at the UC San Diego solar energy testbed
    • 10.1016/j.solener.2011.08.025 < >
    • C.W. Chow, B. Urquhart, M. Lave, A. Dominguez, J. Kleissl, and J. Shields et al. Intra-hour forecasting with a total sky imager at the UC San Diego solar energy testbed Sol Energy 85 11 2011 2881 2893 10.1016/j.solener.2011.08.025 < http://www.sciencedirect.com/science/article/pii/S0038092X11002982 >
    • (2011) Sol Energy , vol.85 , Issue.11 , pp. 2881-2893
    • Chow, C.W.1    Urquhart, B.2    Lave, M.3    Dominguez, A.4    Kleissl, J.5    Shields, J.6
  • 12
    • 78349312883 scopus 로고    scopus 로고
    • Validation of short and medium term operational solar radiation forecasts in the US
    • 10.1016/j.solener.2010.08.014 < >
    • R. Perez, S. Kivalov, J. Schlemmer, K. Hemker Jr., D. Renne, and T.E. Hoff Validation of short and medium term operational solar radiation forecasts in the US Sol Energy 84 12 2010 2161 2172 10.1016/j.solener.2010.08.014 < http://www.sciencedirect.com/science/article/pii/S0038092X10002823 >
    • (2010) Sol Energy , vol.84 , Issue.12 , pp. 2161-2172
    • Perez, R.1    Kivalov, S.2    Schlemmer, J.3    Hemker, Jr.K.4    Renne, D.5    Hoff, T.E.6
  • 13
    • 33947407188 scopus 로고    scopus 로고
    • An hourly solar radiation model under actual weather and terrain conditions: A case study in Heihe river basin
    • DOI 10.1016/j.energy.2006.07.006, PII S0360544206001903
    • R. Chen, E. Kang, X. Ji, J. Yang, and J. Wang An hourly solar radiation model under actual weather and terrain conditions: a case study in Heihe river basin Energy 32 7 2007 1148 1157 10.1016/j.energy.2006.07.006 < http://www.sciencedirect.com/science/article/pii/S0360544206001903 > (Pubitemid 46453007)
    • (2007) Energy , vol.32 , Issue.7 , pp. 1148-1157
    • Chen, R.1    Kang, E.2    Ji, X.3    Yang, J.4    Wang, J.5
  • 14
    • 79959376881 scopus 로고    scopus 로고
    • Cloud classification in a mediterranean location using radiation data and sky images
    • 10.1016/j.energy.2011.04.043 < >
    • M. Martínez-Chico, F. Batlles, and J. Bosch Cloud classification in a mediterranean location using radiation data and sky images Energy 36 7 2011 4055 4062 10.1016/j.energy.2011.04.043 < http://www.sciencedirect.com/ science/article/pii/S0360544211002921 >
    • (2011) Energy , vol.36 , Issue.7 , pp. 4055-4062
    • Martínez-Chico, M.1    Batlles, F.2    Bosch, J.3
  • 15
    • 84878654173 scopus 로고    scopus 로고
    • Short-term solar irradiance forecasting using exponential smoothing state space model
    • http://dx.doi.org/10.1016/j.energy.2013.04.027, < >
    • Z. Dong, D. Yang, T. Reindl, and W.M. Walsh Short-term solar irradiance forecasting using exponential smoothing state space model Energy 55 0 2013 1104 1113 http://dx.doi.org/10.1016/j.energy.2013.04.027, < http://www. sciencedirect.com/science/article/pii/S0360544213003381 >
    • (2013) Energy , vol.55 , Issue.0 , pp. 1104-1113
    • Dong, Z.1    Yang, D.2    Reindl, T.3    Walsh, W.M.4
  • 16
    • 84878837905 scopus 로고    scopus 로고
    • Solar irradiance forecasting using spatial-temporal covariance structures and time-forward kriging
    • 10.1016/j.renene.2013.05.030 <
    • D. Yang, C. Gu, Z. Dong, P. Jirutitijaroen, N. Chen, and W.M. Walsh Solar irradiance forecasting using spatial-temporal covariance structures and time-forward kriging Renew Energy 60 2013 235 245 10.1016/j.renene.2013.05.030 < http://www.sciencedirect.com/science/article/pii/S0960148113002759
    • (2013) Renew Energy , vol.60 , pp. 235-245
    • Yang, D.1    Gu, C.2    Dong, Z.3    Jirutitijaroen, P.4    Chen, N.5    Walsh, W.M.6
  • 17
    • 59649097842 scopus 로고    scopus 로고
    • Predicting solar radiation at high resolutions: A comparison of time series forecasts
    • 10.1016/j.solener.2008.08.007 < >
    • G. Reikard Predicting solar radiation at high resolutions: a comparison of time series forecasts Sol Energy 83 3 2009 342 349 10.1016/j.solener.2008.08. 007 < http://www.sciencedirect.com/science/article/pii/S0038092X08002107 >
    • (2009) Sol Energy , vol.83 , Issue.3 , pp. 342-349
    • Reikard, G.1
  • 18
    • 64649096205 scopus 로고    scopus 로고
    • An integrated artificial neural networks approach for predicting global radiation
    • 10.1016/j.enconman.2009.02.019 < >
    • A. Azadeh, A. Maghsoudi, and S. Sohrabkhani An integrated artificial neural networks approach for predicting global radiation Energy Convers Manage 50 6 2009 1497 1505 10.1016/j.enconman.2009.02.019 < http://www. sciencedirect.com/science/article/pii/S0196890409000685 >
    • (2009) Energy Convers Manage , vol.50 , Issue.6 , pp. 1497-1505
    • Azadeh, A.1    Maghsoudi, A.2    Sohrabkhani, S.3
  • 19
    • 78650780734 scopus 로고    scopus 로고
    • Optimization of an artificial neural network dedicated to the multivariate forecasting of daily global radiation
    • 10.1016/j.energy.2010.10.032 < >
    • C. Voyant, M. Muselli, C. Paoli, and M.L. Nivet Optimization of an artificial neural network dedicated to the multivariate forecasting of daily global radiation Energy 36 1 2011 348 359 10.1016/j.energy.2010.10.032 < http://www.sciencedirect.com/science/article/pii/S0360544210005955 >
    • (2011) Energy , vol.36 , Issue.1 , pp. 348-359
    • Voyant, C.1    Muselli, M.2    Paoli, C.3    Nivet, M.L.4
  • 20
    • 47149095417 scopus 로고    scopus 로고
    • Artificial intelligence techniques for photovoltaic applications: A review
    • 10.1016/j.pecs.2008.01.001 < >
    • A. Mellit, and S.A. Kalogirou Artificial intelligence techniques for photovoltaic applications: a review Progr Energy Combust Sci 34 5 2008 574 632 10.1016/j.pecs.2008.01.001 < http://www.sciencedirect.com/science/article/ pii/S0360128508000026 >
    • (2008) Progr Energy Combust Sci , vol.34 , Issue.5 , pp. 574-632
    • Mellit, A.1    Kalogirou, S.A.2
  • 21
    • 79961025663 scopus 로고    scopus 로고
    • Generation of synthetic daily global solar radiation data based on ERA-Interim reanalysis and artificial neural networks
    • 10.1016/j.energy.2011.06.044 < >
    • A. Linares-Rodríguez, J.A. Ruiz-Arias, D. Pozo-Vázquez, and J. Tovar-Pescador Generation of synthetic daily global solar radiation data based on ERA-Interim reanalysis and artificial neural networks Energy 36 8 2011 5356 5365 10.1016/j.energy.2011.06.044 < http://www.sciencedirect.com/ science/article/pii/S0360544211004300 >
    • (2011) Energy , vol.36 , Issue.8 , pp. 5356-5365
    • Linares-Rodríguez, A.1    Ruiz-Arias, J.A.2    Pozo-Vázquez, D.3    Tovar-Pescador, J.4
  • 22
    • 77949876934 scopus 로고    scopus 로고
    • A 24-h forecast of solar irradiance using artificial neural network: Application for performance prediction of a grid-connected PV plant at Trieste, Italy
    • 10.1016/j.solener.2010.02.006 < >
    • A. Mellit, and A.M. Pavan A 24-h forecast of solar irradiance using artificial neural network: application for performance prediction of a grid-connected PV plant at Trieste, Italy Sol Energy 84 5 2010 807 821 10.1016/j.solener.2010.02.006 < http://www.sciencedirect.com/science/article/ pii/S0038092X10000782 >
    • (2010) Sol Energy , vol.84 , Issue.5 , pp. 807-821
    • Mellit, A.1    Pavan, A.M.2
  • 23
    • 78649852700 scopus 로고    scopus 로고
    • Modeling of solar radiation using remote sensing and artificial neural network in turkey
    • 10.1016/j.energy.2010.09.009 < >
    • O. Senkal Modeling of solar radiation using remote sensing and artificial neural network in turkey Energy 35 12 2010 4795 4801 10.1016/j.energy.2010.09. 009 < http://www.sciencedirect.com/science/article/pii/S0360544210004883 >
    • (2010) Energy , vol.35 , Issue.12 , pp. 4795-4801
    • Senkal, O.1
  • 24
    • 77955466943 scopus 로고    scopus 로고
    • Performance prediction of 20kw(p) grid-connected photovoltaic plant at trieste (italy) using artificial neural network
    • 10.1016/j.enconman.2010.05.007 < >
    • A. Mellit, and A.M. Pavan Performance prediction of 20kw(p) grid-connected photovoltaic plant at trieste (italy) using artificial neural network Energy Convers Manage 51 12 2010 2431 2441 10.1016/j.enconman.2010.05. 007 < http://www.sciencedirect.com/science/article/pii/S0196890410001822 >
    • (2010) Energy Convers Manage , vol.51 , Issue.12 , pp. 2431-2441
    • Mellit, A.1    Pavan, A.M.2
  • 25
    • 33748316563 scopus 로고    scopus 로고
    • Study of forecasting solar irradiance using neural networks with preprocessing sample data by wavelet analysis
    • DOI 10.1016/j.energy.2006.04.001, PII S0360544206001009
    • J. Cao, and S. Cao Study of forecasting solar irradiance using neural networks with preprocessing sample data by wavelet analysis Energy 31 15 2006 3435 3445 10.1016/j.energy.2006.04.001 < http://www.sciencedirect.com/ science/article/pii/S0360544206001009 > (Pubitemid 44332797)
    • (2006) Energy , vol.31 , Issue.15 , pp. 3435-3445
    • Cao, J.C.1    Cao, S.H.2
  • 26
    • 84862537228 scopus 로고    scopus 로고
    • Comparison of gene expression programming with neuro-fuzzy and neural network computing techniques in estimating daily incoming solar radiation in the basque country (northern Spain)
    • 10.1016/j.enconman.2012.03.025 < >
    • G. Landeras, J.J. López, O. Kisi, and J. Shiri Comparison of gene expression programming with neuro-fuzzy and neural network computing techniques in estimating daily incoming solar radiation in the basque country (northern Spain) Energy Convers Manage 62 2012 1 13 10.1016/j.enconman.2012.03.025 < http://www.sciencedirect.com/science/article/pii/S0196890412001719 >
    • (2012) Energy Convers Manage , vol.62 , pp. 1-13
    • Landeras, G.1    López, J.J.2    Kisi, O.3    Shiri, J.4
  • 27
    • 84871152463 scopus 로고    scopus 로고
    • Neural network based method for conversion of solar radiation data
    • 10.1016/j.enconman.2012.11.010 < >
    • A.N. Celik, and T. Muneer Neural network based method for conversion of solar radiation data Energy Convers Manage 67 2013 117 124 10.1016/j.enconman. 2012.11.010 < http://www.sciencedirect.com/science/article/pii/ S0196890412004463 >
    • (2013) Energy Convers Manage , vol.67 , pp. 117-124
    • Celik, A.N.1    Muneer, T.2
  • 28
    • 75449088043 scopus 로고    scopus 로고
    • An adaptive model for predicting of global, direct and diffuse hourly solar irradiance
    • 10.1016/j.enconman.2009.10.034 < >
    • A. Mellit, H. Eleuch, M. Benghanem, C. Elaoun, and A.M. Pavan An adaptive model for predicting of global, direct and diffuse hourly solar irradiance Energy Convers Manage 51 4 2010 771 782 10.1016/j.enconman.2009.10.034 < http://www.sciencedirect.com/science/article/pii/S0196890409004427 >
    • (2010) Energy Convers Manage , vol.51 , Issue.4 , pp. 771-782
    • Mellit, A.1    Eleuch, H.2    Benghanem, M.3    Elaoun, C.4    Pavan, A.M.5
  • 29
    • 27144494198 scopus 로고    scopus 로고
    • A simplified model for generating sequences of global solar radiation data for isolated sites: Using artificial neural network and a library of markov transition matrices approach
    • 10.1016/j.solener.2004.12.006 < >
    • A. Mellit, M. Benghanem, A.H. Arab, and A. Guessoum A simplified model for generating sequences of global solar radiation data for isolated sites: using artificial neural network and a library of markov transition matrices approach Sol Energy 79 5 2005 469 482 10.1016/j.solener.2004.12.006 < http://www.sciencedirect.com/science/article/pii/S0038092X05000204 >
    • (2005) Sol Energy , vol.79 , Issue.5 , pp. 469-482
    • Mellit, A.1    Benghanem, M.2    Arab, A.H.3    Guessoum, A.4
  • 30
    • 84857692148 scopus 로고    scopus 로고
    • Numerical weather prediction (NWP) and hybrid arma/ann model to predict global radiation
    • 10.1016/j.energy.2012.01.006 < >
    • C. Voyant, M. Muselli, C. Paoli, and M.L. Nivet Numerical weather prediction (NWP) and hybrid arma/ann model to predict global radiation Energy 39 1 2012 341 355 10.1016/j.energy.2012.01.006 < http://www.sciencedirect.com/ science/article/pii/S0360544212000114 >
    • (2012) Energy , vol.39 , Issue.1 , pp. 341-355
    • Voyant, C.1    Muselli, M.2    Paoli, C.3    Nivet, M.L.4
  • 31
    • 84871719025 scopus 로고    scopus 로고
    • A hybrid computational approach to estimate solar global radiation: An empirical evidence from iran
    • 10.1016/j.energy.2012.11.023 < >
    • E.S. Mostafavi, S.S. Ramiyani, R. Sarvar, H.I. Moud, and S.M. Mousavi A hybrid computational approach to estimate solar global radiation: an empirical evidence from iran Energy 49 2013 204 210 10.1016/j.energy.2012.11.023 < http://www.sciencedirect.com/science/article/pii/S0360544212008845 >
    • (2013) Energy , vol.49 , pp. 204-210
    • Mostafavi, E.S.1    Ramiyani, S.S.2    Sarvar, R.3    Moud, H.I.4    Mousavi, S.M.5
  • 32
    • 84883157700 scopus 로고    scopus 로고
    • Prediction of hourly solar radiation with multi-model framework
    • 10.1016/j.enconman.2013.07.067 < >
    • J. Wu, and C.K. Chan Prediction of hourly solar radiation with multi-model framework Energy Convers Manage 76 2013 347 355 10.1016/j.enconman. 2013.07.067 < http://www.sciencedirect.com/science/article/pii/ S019689041300438X >
    • (2013) Energy Convers Manage , vol.76 , pp. 347-355
    • Wu, J.1    Chan, C.K.2
  • 33
    • 84881139263 scopus 로고    scopus 로고
    • Forecasting hourly global solar radiation using hybrid k-means and nonlinear autoregressive neural network models
    • 10.1016/j.enconman.2013.07.003 < >
    • K. Benmouiza, and A. Cheknane Forecasting hourly global solar radiation using hybrid k-means and nonlinear autoregressive neural network models Energy Convers Manage 75 2013 561 569 10.1016/j.enconman.2013.07.003 < http://www.sciencedirect.com/science/article/pii/S0196890413003749 >
    • (2013) Energy Convers Manage , vol.75 , pp. 561-569
    • Benmouiza, K.1    Cheknane, A.2
  • 34
    • 84891618751 scopus 로고    scopus 로고
    • Meteorological Satellite Center (MSC), Japan Meteorological Agency (JMA) [accessed 25.03.13]
    • Meteorological Satellite Center (MSC), Japan Meteorological Agency (JMA). Gsics mtsat navigation and calibration monitoring; 2013. < http://mscweb.kishou.go.jp/monitoring/calibration.htm > [accessed 25.03.13].
    • (2013) Gsics Mtsat Navigation and Calibration Monitoring
  • 35
    • 84870458934 scopus 로고    scopus 로고
    • Essentials of the self-organizing map
    • 10.1016/j.neunet.2012.09.018 < >
    • T. Kohonen Essentials of the self-organizing map Neural Networks 37 2013 52 65 10.1016/j.neunet.2012.09.018 < http://www.sciencedirect.com/science/ article/pii/S0893608012002596 >
    • (2013) Neural Networks , vol.37 , pp. 52-65
    • Kohonen, T.1
  • 36
    • 0036071568 scopus 로고    scopus 로고
    • A state space framework for automatic forecasting using exponential smoothing methods
    • R.J. Hyndman, A.B. Koehler, R.D. Snyder, and S. Grose A state space framework for automatic forecasting using exponential smoothing methods Int J Forecasting 18 2002 439 454
    • (2002) Int J Forecasting , vol.18 , pp. 439-454
    • Hyndman, R.J.1    Koehler, A.B.2    Snyder, R.D.3    Grose, S.4
  • 37
    • 0031321353 scopus 로고    scopus 로고
    • Estimation and prediction for a class of dynamic nonlinear statistical models
    • 10.2307/2965433
    • J. Ord, A. Koehler, and R. Snyder Estimation and prediction for a class of dynamic nonlinear statistical models J Am Stat Assoc 92 440 1997 1621 1629 10.2307/2965433
    • (1997) J Am Stat Assoc , vol.92 , Issue.440 , pp. 1621-1629
    • Ord, J.1    Koehler, A.2    Snyder, R.3
  • 38
    • 0032146239 scopus 로고    scopus 로고
    • Artificial neural networks (the multilayer perceptron) - a review of applications in the atmospheric sciences
    • DOI 10.1016/S1352-2310(97)00447-0, PII S1352231097004470
    • M. Gardner, and S. Dorling Artificial neural networks (the multilayer perceptron)? A review of applications in the atmospheric sciences Atmos Environ 32 14-15 1998 2627 2636 10.1016/S1352-2310(97)00447-0 < http://www. sciencedirect.com/science/article/pii/S1352231097004470 > (Pubitemid 28351824)
    • (1998) Atmospheric Environment , vol.32 , Issue.14-15 , pp. 2627-2636
    • Gardner, M.W.1    Dorling, S.R.2
  • 39
    • 79954613949 scopus 로고    scopus 로고
    • Forecasting of global and direct solar irradiance using stochastic learning methods, ground experiments and the NWS database
    • 10.1016/j.solener.2011.01.007 < >
    • R. Marquez, and C.F. Coimbra Forecasting of global and direct solar irradiance using stochastic learning methods, ground experiments and the NWS database Sol Energy 85 5 2011 746 756 10.1016/j.solener.2011.01.007 < http://www.sciencedirect.com/science/article/pii/S0038092X11000193 >
    • (2011) Sol Energy , vol.85 , Issue.5 , pp. 746-756
    • Marquez, R.1    Coimbra, C.F.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.