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Volumn 36, Issue 5, 2010, Pages 590-597

Improved estimation of surface solar insolation using a neural network and MTSAT-1R data

Author keywords

Levenberg Marquardt back propagation; MTSAT 1R; Neural network; Principal component analysis; Solar surface insolation

Indexed keywords

CONVENTIONAL METHODS; CRITICAL PARAMETER; DATA REDUNDANCY; DIFFERENT PROCESS; EARLY-STOP; EARTH'S SURFACE; EIGENVECTORS; HIDDEN LAYERS; INPUT DATAS; INPUT PARAMETER; LEVENBERG-MARQUARDT; MTSAT-1R; NEURAL NETWORK MODEL; NUMERICAL WEATHER PREDICTION; PHYSICAL CHARACTERISTICS; PHYSICAL METHODS; PRINCIPAL COMPONENT TRANSFORMATIONS; PYRANOMETERS; SKY CONDITION; SOLAR INSOLATION; SOLAR RADIANCE; SOLAR SURFACES; TRUTH VALUES;

EID: 77950835336     PISSN: 00983004     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cageo.2009.08.012     Document Type: Article
Times cited : (17)

References (33)
  • 2
    • 0034621379 scopus 로고    scopus 로고
    • Daily reservoir inflow forecasting using artificial neural networks with stopped training approach
    • Coulibaly P., Anctil F., Bobée B. Daily reservoir inflow forecasting using artificial neural networks with stopped training approach. Journal of Hydrology 2000, 230:214-257.
    • (2000) Journal of Hydrology , vol.230 , pp. 214-257
    • Coulibaly, P.1    Anctil, F.2    Bobée, B.3
  • 3
  • 4
    • 0030438277 scopus 로고    scopus 로고
    • A note on first estimates of surface insolation from GOES-8 visible satellite data
    • Diak G.R., Bland W.L., Mecikalski J. A note on first estimates of surface insolation from GOES-8 visible satellite data. Agricultural and Forest Meteorology 1996, 82:219-266.
    • (1996) Agricultural and Forest Meteorology , vol.82 , pp. 219-266
    • Diak, G.R.1    Bland, W.L.2    Mecikalski, J.3
  • 5
    • 17444389345 scopus 로고
    • On the accuracy of estimation of global solar radiation using the solar sensor installed on the JMA Marine Meteorological Buoy
    • Endoh M., Kimura Y., Yoshioka N. On the accuracy of estimation of global solar radiation using the solar sensor installed on the JMA Marine Meteorological Buoy. Journal of Meteorological Research 1987, 39:213-217.
    • (1987) Journal of Meteorological Research , vol.39 , pp. 213-217
    • Endoh, M.1    Kimura, Y.2    Yoshioka, N.3
  • 6
    • 0027294340 scopus 로고
    • Improving model selection by nonconvergent methods
    • Finnoff W., Hergert F., Zimmermann H.G. Improving model selection by nonconvergent methods. Neural Networks 1993, 6:771-783.
    • (1993) Neural Networks , vol.6 , pp. 771-783
    • Finnoff, W.1    Hergert, F.2    Zimmermann, H.G.3
  • 7
    • 0042560530 scopus 로고
    • Satellite measurements of reflected solar energy and the energy received at the ground
    • Fritz S., Rao R., Weinstein M. Satellite measurements of reflected solar energy and the energy received at the ground. Journal of Atmospheric Sciences 1964, 21:141-151.
    • (1964) Journal of Atmospheric Sciences , vol.21 , pp. 141-151
    • Fritz, S.1    Rao, R.2    Weinstein, M.3
  • 8
    • 0027009638 scopus 로고
    • A technique for global monitoring of net solar irradiance at the ocean surface. Part I: Model
    • Frouin R., Chertock B. A technique for global monitoring of net solar irradiance at the ocean surface. Part I: Model. Journal of Applied Meteorology 1991, 31:1056-1066.
    • (1991) Journal of Applied Meteorology , vol.31 , pp. 1056-1066
    • Frouin, R.1    Chertock, B.2
  • 9
    • 0035369370 scopus 로고    scopus 로고
    • Solar radiation and evapotranspiration in northern Mexico estimated from remotely sensed measurements of cloudiness
    • Garatuza-Payan J., Pinker R.T., Shuttleworth W.J., Watts C.J. Solar radiation and evapotranspiration in northern Mexico estimated from remotely sensed measurements of cloudiness. Hydrological Sciences Journal 2001, 46:465-478.
    • (2001) Hydrological Sciences Journal , vol.46 , pp. 465-478
    • Garatuza-Payan, J.1    Pinker, R.T.2    Shuttleworth, W.J.3    Watts, C.J.4
  • 10
    • 0019228326 scopus 로고
    • A simple physical model to estimate incident solar radiation at the surface from GOES satellite data
    • Gautier C., Diak G., Masse S. A simple physical model to estimate incident solar radiation at the surface from GOES satellite data. Journal of Applied Meteorology 1980, 19:1005-1012.
    • (1980) Journal of Applied Meteorology , vol.19 , pp. 1005-1012
    • Gautier, C.1    Diak, G.2    Masse, S.3
  • 11
    • 0021639384 scopus 로고
    • An investigation of the effects of spatially averaging satellite brightness measurements on the calculations of insolation
    • Gautier C., Diak G., Masse S. An investigation of the effects of spatially averaging satellite brightness measurements on the calculations of insolation. Journal of Applied Meteorology 1984, 23:1380-1386.
    • (1984) Journal of Applied Meteorology , vol.23 , pp. 1380-1386
    • Gautier, C.1    Diak, G.2    Masse, S.3
  • 14
    • 3242696943 scopus 로고    scopus 로고
    • A land cover classification product over France at 1km resolution using SPOT4/VEGETATION data
    • Han K.S., Champeaux J.L., Roujean J.L. A land cover classification product over France at 1km resolution using SPOT4/VEGETATION data. Remote Sensing of Environment 2004, 92:52-66.
    • (2004) Remote Sensing of Environment , vol.92 , pp. 52-66
    • Han, K.S.1    Champeaux, J.L.2    Roujean, J.L.3
  • 15
    • 0024880831 scopus 로고
    • Multilayer feedforward networks are universal approximators
    • Hornik K., Stinchcombe M., White H. Multilayer feedforward networks are universal approximators. Neural Networks 1989, 2:359-366.
    • (1989) Neural Networks , vol.2 , pp. 359-366
    • Hornik, K.1    Stinchcombe, M.2    White, H.3
  • 16
    • 8744225698 scopus 로고    scopus 로고
    • Neural network estimation of air temperatures from AVHRR data
    • Jang J.D., Viau A.A. Neural network estimation of air temperatures from AVHRR data. International Journal of Remote Sensing 2004, 25(21):4541-4554.
    • (2004) International Journal of Remote Sensing , vol.25 , Issue.21 , pp. 4541-4554
    • Jang, J.D.1    Viau, A.A.2
  • 17
    • 22844439028 scopus 로고    scopus 로고
    • Validation and improvement of satellite-derived surface solar radiation over the Northwestern Pacific Ocean
    • Kawai Y., Kawamura H. Validation and improvement of satellite-derived surface solar radiation over the Northwestern Pacific Ocean. Journal of Oceanography 2005, 61:79-89.
    • (2005) Journal of Oceanography , vol.61 , pp. 79-89
    • Kawai, Y.1    Kawamura, H.2
  • 18
    • 0032460059 scopus 로고    scopus 로고
    • Estimation of insolation over the Pacific Ocean off the Sanriku Coast
    • Kawamura H., Tanahashi S., Takahashi T. Estimation of insolation over the Pacific Ocean off the Sanriku Coast. Journal of Oceanography 1998, 54:457-464.
    • (1998) Journal of Oceanography , vol.54 , pp. 457-464
    • Kawamura, H.1    Tanahashi, S.2    Takahashi, T.3
  • 19
    • 0031105924 scopus 로고    scopus 로고
    • Textural neural network and version space classifiers for remote sensing
    • Kaminsky E.J., Barad H., Brown W. Textural neural network and version space classifiers for remote sensing. International Journal of Remote Sensing 1997, 18(4):741-762.
    • (1997) International Journal of Remote Sensing , vol.18 , Issue.4 , pp. 741-762
    • Kaminsky, E.J.1    Barad, H.2    Brown, W.3
  • 20
    • 0004167829 scopus 로고
    • A study on thermal response of ocean surface layer to solar radiation using satellite sensing
    • Tohoku University, Sendai, Japan
    • Kizu S. A study on thermal response of ocean surface layer to solar radiation using satellite sensing. Ph.D. Dissertation 1995, Tohoku University, Sendai, Japan, 100pp.
    • (1995) Ph.D. Dissertation , pp. 100
    • Kizu, S.1
  • 21
    • 0022855116 scopus 로고
    • An evaluation of satellite-based insolation estimates for Ohio
    • Klink J.C., Dollhopf K.J. An evaluation of satellite-based insolation estimates for Ohio. Journal of Applied Meteorology 1986, 24:1741-1751.
    • (1986) Journal of Applied Meteorology , vol.24 , pp. 1741-1751
    • Klink, J.C.1    Dollhopf, K.J.2
  • 22
    • 33747021145 scopus 로고    scopus 로고
    • Mesoscale cloud pattern classification over ocean with a neural network using a new index of cloud variability
    • Lafont D., Jourdan O., Guillemet B. Mesoscale cloud pattern classification over ocean with a neural network using a new index of cloud variability. International Journal of Remote Sensing 2006, 27(16):3533-3552.
    • (2006) International Journal of Remote Sensing , vol.27 , Issue.16 , pp. 3533-3552
    • Lafont, D.1    Jourdan, O.2    Guillemet, B.3
  • 25
    • 26444519262 scopus 로고    scopus 로고
    • Validation of GOES-based insolation estimates using data from the U.S. climate reference network
    • Otkin J.A., Anderson M.C., Mecikalski J.R., Diak G.R. Validation of GOES-based insolation estimates using data from the U.S. climate reference network. Journal of Hydrometeorology 2005, 6:460-475.
    • (2005) Journal of Hydrometeorology , vol.6 , pp. 460-475
    • Otkin, J.A.1    Anderson, M.C.2    Mecikalski, J.R.3    Diak, G.R.4
  • 26
    • 0032099978 scopus 로고    scopus 로고
    • Automatic early stopping using cross validation: quantifying the criteria
    • Prechelt L. Automatic early stopping using cross validation: quantifying the criteria. Neural Networks 1997, 11:761-767.
    • (1997) Neural Networks , vol.11 , pp. 761-767
    • Prechelt, L.1
  • 27
    • 0004098681 scopus 로고
    • Foundations of Principal Component Rules
    • Scripps Institution of Oceanography, La Jolla, CA
    • Preisendorfer, R.W., Zwiers, F.W., Barnett, T.P., 1981. Foundations of Principal Component Rules. Scripps Institution of Oceanography, La Jolla, CA, 192pp.
    • (1981) , pp. 192
    • Preisendorfer, R.W.1    Zwiers, F.W.2    Barnett, T.P.3
  • 28
    • 0003271452 scopus 로고
    • Stopped training and other remedies for overfitting
    • In: Proceedings 27th Symposium on the Interface of Computing Science Statistics, Pittsburgh, USA
    • Sarle, W.S., 1995. Stopped training and other remedies for overfitting. In: Proceedings 27th Symposium on the Interface of Computing Science Statistics, Pittsburgh, USA, pp. 21-24.
    • (1995) , pp. 21-24
    • Sarle, W.S.1
  • 29
    • 39049116782 scopus 로고
    • An improved method for detecting clear sky and cloudy radiance from AVHRR data
    • Saunders R.W., Kriebel K.T. An improved method for detecting clear sky and cloudy radiance from AVHRR data. International Journal of Remote Sensing 1988, 21:77-90.
    • (1988) International Journal of Remote Sensing , vol.21 , pp. 77-90
    • Saunders, R.W.1    Kriebel, K.T.2
  • 32
    • 54949109074 scopus 로고    scopus 로고
    • Neural network determination of cloud attenuation to estimate insolation using MTSAT-1R
    • Yeom J.M., Han K.S., Kim Y.S., Jang J.D. Neural network determination of cloud attenuation to estimate insolation using MTSAT-1R. International Journal of Remote Sensing 2008, 29(21):6193-6208.
    • (2008) International Journal of Remote Sensing , vol.29 , Issue.21 , pp. 6193-6208
    • Yeom, J.M.1    Han, K.S.2    Kim, Y.S.3    Jang, J.D.4
  • 33
    • 84872327640 scopus 로고    scopus 로고
    • Application of MLP and RBF networks to cloud detection
    • In: Proceedings of 2001 International Symposium on Intelligent Multimedia, Video and Speech Processing, Hong Kong, China
    • Zhang, W.D., He, M.X., Mak, M.W., 2001. Application of MLP and RBF networks to cloud detection. In: Proceedings of 2001 International Symposium on Intelligent Multimedia, Video and Speech Processing, Hong Kong, China, pp. 60-63.
    • (2001) , pp. 60-63
    • Zhang, W.D.1    He, M.X.2    Mak, M.W.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.