메뉴 건너뛰기




Volumn , Issue , 2006, Pages 47-82

Artificial neural networks for meteorological variables pertained to energy and renewable energy applications

Author keywords

Artificial neural networks; Forecasting; Prediction; Solar radiation; Temperature; Wind

Indexed keywords


EID: 78149413874     PISSN: None     EISSN: None     Source Type: Book    
DOI: None     Document Type: Chapter
Times cited : (5)

References (78)
  • 1
    • 0026626340 scopus 로고
    • Statistical properties of hourly global radiation
    • Aguiar R., Collares-Pereira M., 1991. Statistical properties of hourly global radiation. Solar Energy, Vol. 48, pp.157-167.
    • (1991) Solar Energy , vol.48 , pp. 157-167
    • Aguiar, R.1    Collares-Pereira, M.2
  • 2
    • 0032075864 scopus 로고    scopus 로고
    • An ANN-based approach for predicting global radiation in locations with no direct measurement instrumentation
    • Al-Alawi S.M., Al-Hinai H.A., 1998. An ANN-based approach for predicting global radiation in locations with no direct measurement instrumentation. Renewable Energy, Vol. 14, pp.199-204.
    • (1998) Renewable Energy , vol.14 , pp. 199-204
    • Al-Alawi, S.M.1    Al-Hinai, H.A.2
  • 4
    • 70449418535 scopus 로고    scopus 로고
    • A neural model to predict the daily minimum of air temperature
    • 7th CCTA-International Congress for Computer Technology in Agriculture, Computer technology in agricultural management and risk prevention. Firenze, 15-18 November 1998
    • Arca B., Benincasa F., De Vincenzi M., Fasano G., 1998. A neural model to predict the daily minimum of air temperature. 7th CCTA-International Congress for Computer Technology in Agriculture, Computer technology in agricultural management and risk prevention. Firenze, 15-18 November 1998.pp. 1-9.
    • (1998) , pp. 1-9
    • Arca, B.1    Benincasa, F.2    De Vincenzi, M.3    Fasano, G.4
  • 5
    • 0034266825 scopus 로고    scopus 로고
    • Development of a neural network heating controller for solar buildings
    • Argiriou A.A., Bellas-Velidia I., Balaras, C.A., 2000. Development of a neural network heating controller for solar buildings. Neural Networks, Vol. 13, pp.811-820.
    • (2000) Neural Networks , vol.13 , pp. 811-820
    • Argiriou, A.A.1    Bellas-Velidia, I.2    Balaras, C.A.3
  • 6
    • 0036525799 scopus 로고    scopus 로고
    • Solar radiation estimation using artificial neural networks
    • Atsu S.S. Dorvlo, Jervase, J.A., Al-Lawati, A., 2002. Solar radiation estimation using artificial neural networks. Applied Energy, Vol. 71, pp.307-319.
    • (2002) Applied Energy , vol.71 , pp. 307-319
    • Atsu, S.S.1    Dorvlo, J.J.A.2    Al-Lawati, A.3
  • 7
    • 0018207676 scopus 로고
    • Techniques of frost prediction and methods of frost and cold protection, Technical note No
    • 157. World Meteorological Organization, Geneva
    • Bagdonas A., Georg J.C., Gerber J.F., 1978. Techniques of frost prediction and methods of frost and cold protection, Technical note No. 157. World Meteorological Organization, Geneva.
    • (1978)
    • Bagdonas, A.1    Georg, J.C.2    Gerber, J.F.3
  • 8
    • 0027599793 scopus 로고
    • Universal approximation bounds for superpositions of a sigmoidal function
    • Barron A.R., 1993. Universal approximation bounds for superpositions of a sigmoidal function. IEEE Transactions on Information Theory, Vol. 39, pp.930-945.
    • (1993) IEEE Transactions on Information Theory , vol.39 , pp. 930-945
    • Barron, A.R.1
  • 9
    • 0022848087 scopus 로고
    • Simple solar spectral model for direct and diffuse irradiance on horizontal and titled planes at the earth's surface for cloudless atmospheres
    • Bird R.E., Riordan C., 1986. Simple solar spectral model for direct and diffuse irradiance on horizontal and titled planes at the earth's surface for cloudless atmospheres. Journal of Climate and Applied Meteorology, Vol. 25, pp.87-97.
    • (1986) Journal of Climate and Applied Meteorology , vol.25 , pp. 87-97
    • Bird, R.E.1    Riordan, C.2
  • 10
    • 0003487601 scopus 로고    scopus 로고
    • Neural networks for pattern recognition
    • Oxford University Press
    • Bishop C. M., 1996. Neural networks for pattern recognition, Oxford University Press.
    • (1996)
    • Bishop, C.M.1
  • 11
    • 0021866117 scopus 로고
    • Short-term wind prediction using Kalman filters
    • Bossanyi E.A., 1985. Short-term wind prediction using Kalman filters. Wind Engineering, Vol. 9, pp.1-8.
    • (1985) Wind Engineering , vol.9 , pp. 1-8
    • Bossanyi, E.A.1
  • 13
    • 0003957892 scopus 로고
    • Physical and Dynamical Meteorology
    • 2nd ed., Cambridge University Press, New York
    • Brünt D., 1941. Physical and Dynamical Meteorology, 2nd ed., Cambridge University Press, New York.
    • (1941)
    • Brünt, D.1
  • 14
    • 84895352640 scopus 로고    scopus 로고
    • A neural network solution to predicting wind speed at cape Canaveral's atlas launch pad
    • M.S. thesis, Air Force Institute of Technology, Wright-Patterson Air Force Base, Dayton, OH
    • Cloys K.P., 2000. A neural network solution to predicting wind speed at cape Canaveral's atlas launch pad., M.S. thesis, Air Force Institute of Technology, Wright-Patterson Air Force Base, Dayton, OH, 133 pp.
    • (2000) , pp. 133
    • Cloys, K.P.1
  • 15
    • 84895368624 scopus 로고
    • Forecasting the formation of radiation fog-a preliminary approach
    • Meteorological Research Paper No. 624. British Meteorological Office
    • Craddock J.M., Pritchard D., 1951. Forecasting the formation of radiation fog-a preliminary approach, Meteorological Research Paper No. 624. British Meteorological Office.
    • (1951)
    • Craddock, J.M.1    Pritchard, D.2
  • 17
    • 26444565569 scopus 로고
    • Finding structure in time
    • Elman J., 1990. Finding structure in time. Cognitive Science, Vol. 14, pp.179-221.
    • (1990) Cognitive Science , vol.14 , pp. 179-221
    • Elman, J.1
  • 18
    • 0036138323 scopus 로고    scopus 로고
    • Neural network models in greenhouse air temperature prediction
    • Ferreira P.M., Faria E.A., Ruano A.E., 2002. Neural network models in greenhouse air temperature prediction. Neurocomputing, Vol. 43, pp.51-75.
    • (2002) Neurocomputing , vol.43 , pp. 51-75
    • Ferreira, P.M.1    Faria, E.A.2    Ruano, A.E.3
  • 19
    • 7444227472 scopus 로고    scopus 로고
    • Application of a control algorithm for wind speed prediction and active power generation
    • Flores P., Tapia A., Tapia G., 2005. Application of a control algorithm for wind speed prediction and active power generation. Renewable Energy, Vol. 30, pp.523-536.
    • (2005) Renewable Energy , vol.30 , pp. 523-536
    • Flores, P.1    Tapia, A.2    Tapia, G.3
  • 20
    • 0024866495 scopus 로고
    • On the approximate realisation of continuous mappings by neural networks
    • Funahashi K., 1989. On the approximate realisation of continuous mappings by neural networks. Neural Networks, Vol. 2, pp.183-192.
    • (1989) Neural Networks , vol.2 , pp. 183-192
    • Funahashi, K.1
  • 21
    • 0032146239 scopus 로고    scopus 로고
    • Artificial neural networks (the multilayer perceptron)-a review of applications in the atmospheric sciences
    • Gardner M.W., Dorling, S.R., 1998. Artificial neural networks (the multilayer perceptron)-a review of applications in the atmospheric sciences. Atmospheric Environment, Vol. 32, No. 14/15, pp.2627-2636.
    • (1998) Atmospheric Environment , vol.32 , Issue.14-15 , pp. 2627-2636
    • Gardner, M.W.1    Dorling, S.R.2
  • 22
    • 0017723788 scopus 로고
    • Stochastic modelling and forecasting of solar radiation data
    • Goh T., Tan K., 1977. Stochastic modelling and forecasting of solar radiation data. Solar Energy, Vol. 19, pp.755-757.
    • (1977) Solar Energy , vol.19 , pp. 755-757
    • Goh, T.1    Tan, K.2
  • 23
    • 0024905234 scopus 로고
    • A two-band model for the calculation of clear sky solar irradiance, illuminance and photosynthetically active radiation at the earth's surface
    • Gueymard C., 1989. A two-band model for the calculation of clear sky solar irradiance, illuminance and photosynthetically active radiation at the earth's surface. Solar Energy, Vol. 43, pp.253-265.
    • (1989) Solar Energy , vol.43 , pp. 253-265
    • Gueymard, C.1
  • 24
    • 0035477746 scopus 로고    scopus 로고
    • Parameterized transmittance model for direct beam and circumsolar spectral irradiance
    • Gueymard C., 2001. Parameterized transmittance model for direct beam and circumsolar spectral irradiance. Solar Energy, Vol. 71, pp.325-346.
    • (2001) Solar Energy , vol.71 , pp. 325-346
    • Gueymard, C.1
  • 25
    • 0028543366 scopus 로고
    • Training feed-forward networks with the Marquardt algorithm
    • Hagan M., Menhaj M., 1994. Training feed-forward networks with the Marquardt algorithm. IEEE Transactions. Neural Networks, Vol. 5, pp.989-993.
    • (1994) IEEE Transactions. Neural Networks , vol.5 , pp. 989-993
    • Hagan, M.1    Menhaj, M.2
  • 26
    • 0003413187 scopus 로고    scopus 로고
    • Neural networks: A comprehensive foundation, 2nd edition
    • Macmillan College Publishing
    • Haykin S., 1998. Neural networks: A comprehensive foundation, 2nd edition. Macmillan College Publishing.
    • (1998)
    • Haykin, S.1
  • 27
    • 0001548975 scopus 로고
    • Periodic and stochastic behaviour of weather data
    • Hittle D.C., Pedersen C.O., 1981. Periodic and stochastic behaviour of weather data. ASHRAE Transactions, Vol. 87, pp.173-183.
    • (1981) ASHRAE Transactions , vol.87 , pp. 173-183
    • Hittle, D.C.1    Pedersen, C.O.2
  • 28
    • 0025546387 scopus 로고
    • Stochastic models of solar radiation and outdoor temperature
    • Hokoi S., Matsumoto M., Kagawa M., 1990. Stochastic models of solar radiation and outdoor temperature. ASHRAE Transactions, Vol. 2, pp.245-252.
    • (1990) ASHRAE Transactions , vol.2 , pp. 245-252
    • Hokoi, S.1    Matsumoto, M.2    Kagawa, M.3
  • 29
    • 84866340919 scopus 로고    scopus 로고
    • Improved generation of hourly solar irradiation artificial series using neural networks
    • Proceedings of Engineering Applications of Neural Networks, EANN99 Conference. Warsaw, Poland, 13-15 September 1999
    • Hontoria L., Riesco J., Zufiria P., Aguilera J., 1999. Improved generation of hourly solar irradiation artificial series using neural networks. Proceedings of Engineering Applications of Neural Networks, EANN99 Conference. Warsaw, Poland, 13-15 September 1999, pp. 87-92.
    • (1999) , pp. 87-92
    • Hontoria, L.1    Riesco, J.2    Zufiria, P.3    Aguilera, J.4
  • 30
    • 0037141799 scopus 로고    scopus 로고
    • Generation of hourly irradiation synthetic series using the neural network multilayer perceptron
    • Hontoria, L., Aguilera, J., Zufiria, P., 2002. Generation of hourly irradiation synthetic series using the neural network multilayer perceptron. Solar Energy, Vol. 72, pp.441-446.
    • (2002) Solar Energy , vol.72 , pp. 441-446
    • Hontoria, L.1    Aguilera, J.2    Zufiria, P.3
  • 31
    • 0024880831 scopus 로고
    • Multilayer feedforward networks are universal approximators
    • Hornik K., Stinchcombe M., White H., 1989. Multilayer feedforward networks are universal approximators. Neural Networks, Vol. 2, No. 5, pp.359-366.
    • (1989) Neural Networks , vol.2 , Issue.5 , pp. 359-366
    • Hornik, K.1    Stinchcombe, M.2    White, H.3
  • 32
    • 0032466364 scopus 로고    scopus 로고
    • Applying neural network models to prediction and data analysis in meteorology and oceanography
    • Hsieh W.W., Tang B., 1998. Applying neural network models to prediction and data analysis in meteorology and oceanography. Bulletin of the American Meteorological Society, Vol. 79, pp.1855-1870.
    • (1998) Bulletin of the American Meteorological Society , vol.79 , pp. 1855-1870
    • Hsieh, W.W.1    Tang, B.2
  • 33
    • 0030104449 scopus 로고    scopus 로고
    • Artificial neural networks: A tutorial
    • Jain A.K., Mao J., Mohiuddin K., 1996. Artificial neural networks: A tutorial. IEEE Computer, Vol. 29, pp.31-44.
    • (1996) IEEE Computer , vol.29 , pp. 31-44
    • Jain, A.K.1    Mao, J.2    Mohiuddin, K.3
  • 34
    • 0002741585 scopus 로고    scopus 로고
    • A time series reconstruction of precipitation records using artificial neural networks
    • Proceedings of EUFIT'97, Aachen, Germany
    • Kalogirou S., Neocleous C., Michaelides S., Schizas C., 1997. A time series reconstruction of precipitation records using artificial neural networks. Proceedings of EUFIT'97, Aachen, Germany, pp. 2409-2413.
    • (1997) , pp. 2409-2413
    • Kalogirou, S.1    Neocleous, C.2    Michaelides, S.3    Schizas, C.4
  • 35
    • 33847113768 scopus 로고    scopus 로고
    • Artificial neural networks for the generation of isohyets by considering land configuration
    • Proceedings of the Engineering Applications of Neural Networks (EANN'98) Conference, Gibraltar
    • Kalogirou S., Neocleous C., Michaelides S., Schizas C., 1998. Artificial neural networks for the generation of isohyets by considering land configuration, Proceedings of the Engineering Applications of Neural Networks (EANN'98) Conference, Gibraltar,pp. 383-389.
    • (1998) , pp. 383-389
    • Kalogirou, S.1    Neocleous, C.2    Michaelides, S.3    Schizas, C.4
  • 36
    • 84958255223 scopus 로고    scopus 로고
    • Wind speed prediction using artificial neural networks
    • Proceedings of the European Symposium on Intelligent Techniques ESIT'99 on CD-ROM, Crete, Greece
    • Kalogirou S., Neocleous C., Pashiardis S., Schizas C., 1999. Wind speed prediction using artificial neural networks, Proceedings of the European Symposium on Intelligent Techniques ESIT'99 on CD-ROM, Crete, Greece.
    • (1999)
    • Kalogirou, S.1    Neocleous, C.2    Pashiardis, S.3    Schizas, C.4
  • 37
    • 33646867653 scopus 로고    scopus 로고
    • Prediction of maximum solar radiation using artificial neural networks
    • Proceedings of the World Renewable Energy Congress VII (WREC 2002) on CD-ROM. Cologne, Germany
    • Kalogirou S., Michaelides S., Tymvios, F., 2002. Prediction of maximum solar radiation using artificial neural networks. Proceedings of the World Renewable Energy Congress VII (WREC 2002) on CD-ROM. Cologne, Germany.
    • (2002)
    • Kalogirou, S.1    Michaelides, S.2    Tymvios, F.3
  • 38
    • 0001931325 scopus 로고    scopus 로고
    • Time series models to simulate and forecast hourly averaged wind speed in Quetta, Pakistan
    • Kamal L., Jafri Y.Z., 1997. Time series models to simulate and forecast hourly averaged wind speed in Quetta, Pakistan. Solar Energy, Vol. 61, pp.23-32.
    • (1997) Solar Energy , vol.61 , pp. 23-32
    • Kamal, L.1    Jafri, Y.Z.2
  • 40
    • 0032828938 scopus 로고    scopus 로고
    • Daily insolation forecasting using a multi-stage neural network
    • Kemmoku Y., Orita S., Nakagawa S., Sakakibara T., 1999. Daily insolation forecasting using a multi-stage neural network. Solar Energy, Vol. 66, pp.193-199.
    • (1999) Solar Energy , vol.66 , pp. 193-199
    • Kemmoku, Y.1    Orita, S.2    Nakagawa, S.3    Sakakibara, T.4
  • 41
    • 84886009120 scopus 로고
    • Automated nationwide forecasts of maximum and minimum temperature
    • Klein W.H., Lewis B.M., Caseley G.P., 1967. Automated nationwide forecasts of maximum and minimum temperature. Journal of Applied Meteorology, Vol. 6, pp.216-228.
    • (1967) Journal of Applied Meteorology , vol.6 , pp. 216-228
    • Klein, W.H.1    Lewis, B.M.2    Caseley, G.P.3
  • 42
    • 0004090577 scopus 로고
    • Self-organising maps
    • Springer Verlag
    • Kohonen T., 1995. Self-organising maps, Springer Verlag.
    • (1995)
    • Kohonen, T.1
  • 44
    • 0031444081 scopus 로고    scopus 로고
    • Direct solar spectral irradiance measurements and updated simple transmittance models
    • La Casiniere A. de, Bokoye A.I., Cabot T., 1997. Direct solar spectral irradiance measurements and updated simple transmittance models. Journal of Applied Meteorology, Vol. 36, pp.509-520.
    • (1997) Journal of Applied Meteorology , vol.36 , pp. 509-520
    • La Casiniere, A.D.1    Bokoye, A.I.2    Cabot, T.3
  • 45
    • 0017921240 scopus 로고
    • The spectral distribution of solar radiation at the earth's surface-elements of a model
    • Leckner B., 1978. The spectral distribution of solar radiation at the earth's surface-elements of a model. Solar Energy, Vol. 20, pp.143-150.
    • (1978) Solar Energy , vol.20 , pp. 143-150
    • Leckner, B.1
  • 46
    • 0024198844 scopus 로고
    • Model output statistics forecasts: Three years of operational experience in the Netherlands
    • Lemcke C., Kruizinga S., 1988. Model output statistics forecasts: Three years of operational experience in the Netherlands. Monthly Weather Review, Vol. 116, pp.1077-1090.
    • (1988) Monthly Weather Review , vol.116 , pp. 1077-1090
    • Lemcke, C.1    Kruizinga, S.2
  • 47
    • 0023331258 scopus 로고
    • An introduction to computing with neural nets
    • April
    • Lippmann R.P., 1987. An introduction to computing with neural nets. IEEE ASSP Magazine, pp. 4-22, April.
    • (1987) IEEE ASSP Magazine , pp. 4-22
    • Lippmann, R.P.1
  • 48
    • 0031950036 scopus 로고    scopus 로고
    • A neural network for damaging wind prediction
    • Marzban C., Stumpf G.J., 1999. A neural network for damaging wind prediction. Weather and Forecasting, Vol. 13, pp.151-163.
    • (1999) Weather and Forecasting , vol.13 , pp. 151-163
    • Marzban, C.1    Stumpf, G.J.2
  • 49
    • 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
    • Mellit Α., Benghanem M., Hadj Arab A., Guessoum A., 2005 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. Solar Energy, Vol. 79,pp. 469-482.
    • (2005) Solar Energy , vol.79 , pp. 469-482
    • Mellit, A.1    Benghanem, M.2    Hadj Arab, A.3    Guessoum, A.4
  • 50
    • 33646726754 scopus 로고    scopus 로고
    • An adaptive wavelet-network model for forecasting daily total solar radiation
    • Mellit A., Benghanem M., Kalogirou S.A., 2006. An adaptive wavelet-network model for forecasting daily total solar radiation. Applied Energy, Vol. 83, No. 7, pp.705-722.
    • (2006) Applied Energy , vol.83 , Issue.7 , pp. 705-722
    • Mellit, A.1    Benghanem, M.2    Kalogirou, S.A.3
  • 51
    • 84982409069 scopus 로고
    • Comparative regression analysis coupled with rational verification for forecasting night cooling
    • Michaelides S.C., 1991. Comparative regression analysis coupled with rational verification for forecasting night cooling. Applied Stochastic Models and Data Analysis, Vol. 7, pp.237-255.
    • (1991) Applied Stochastic Models and Data Analysis , vol.7 , pp. 237-255
    • Michaelides, S.C.1
  • 53
    • 0032073494 scopus 로고    scopus 로고
    • Estimation of global solar radiation using artificial neural networks
    • Mohandes A.M., Rehman S., Halawani T.O., 1998a. Estimation of global solar radiation using artificial neural networks. Renewable Energy, Vol. 14,pp. 179-184.
    • (1998) Renewable Energy , vol.14 , pp. 179-184
    • Mohandes, A.M.1    Rehman, S.2    Halawani, T.O.3
  • 54
    • 0032029065 scopus 로고    scopus 로고
    • A neural network approach for wind speed prediction
    • Mohandes, A.M., Rehman, S., Halawani, T.O., 1998b. A neural network approach for wind speed prediction. Renewable Energy, Vol. 13, No. 3,pp. 345-354.
    • (1998) Renewable Energy , vol.13 , Issue.3 , pp. 345-354
    • Mohandes, A.M.1    Rehman, S.2    Halawani, T.O.3
  • 55
    • 0034140188 scopus 로고    scopus 로고
    • Use of radial basis functions for estimating monthly mean daily solar radiation
    • Mohandes M., Balghonaim A., Kassas M., Rehman S., Halawani T.O., 2000. Use of radial basis functions for estimating monthly mean daily solar radiation. Solar Energy, Vol. 68, pp.161-168.
    • (2000) Solar Energy , vol.68 , pp. 161-168
    • Mohandes, M.1    Balghonaim, A.2    Kassas, M.3    Rehman, S.4    Halawani, T.O.5
  • 58
    • 0029183696 scopus 로고
    • Application of radial basis function network model for short term load forecasting
    • Ranaweera D., Hubele N., Papalexopoulos A., 1995. Application of radial basis function network model for short term load forecasting. IEE Proc. Gen. Trans. Dist., Vol. 142, pp.45-50.
    • (1995) IEE Proc. Gen. Trans. Dist. , vol.142 , pp. 45-50
    • Ranaweera, D.1    Hubele, N.2    Papalexopoulos, A.3
  • 59
    • 0019353887 scopus 로고
    • Stochastic simulation of daily precipitation, temperature, and solar radiation
    • Richardson C.W., 1981. Stochastic simulation of daily precipitation, temperature, and solar radiation. Water Resources Research, Vol. 17, pp.182-190.
    • (1981) Water Resources Research , vol.17 , pp. 182-190
    • Richardson, C.W.1
  • 60
    • 0003925467 scopus 로고
    • WGEN: a model for generating daily weather variables
    • US Department of Agriculture, Agricultural Research Service, ARS-8
    • Richardson C.W., Wright D.A., 1984. WGEN: a model for generating daily weather variables. US Department of Agriculture, Agricultural Research Service, ARS-8, 83 pp.
    • (1984) , pp. 83
    • Richardson, C.W.1    Wright, D.A.2
  • 61
    • 49349127090 scopus 로고
    • A new method for estimating the regression coefficients in the formula relating solar radiation to sunshine
    • Rietveld M.R., 1978. A new method for estimating the regression coefficients in the formula relating solar radiation to sunshine. Agricultural Meteorology, Vol. 19, pp.243-352.
    • (1978) Agricultural Meteorology , vol.19 , pp. 243-352
    • Rietveld, M.R.1
  • 62
    • 0000646059 scopus 로고
    • Learning internal representation by error propagation
    • In: Rumelhart D.E., McClelland J.L., editors. Parallel distributed processing: explorations in the microstructure of cognition, Vol. 1, MIT Press, Cambridge, MA
    • Rumelhart D.E., Hinton G.E., Williams R.J., 1986. Learning internal representation by error propagation. In: Rumelhart D.E., McClelland J.L., editors. Parallel distributed processing: explorations in the microstructure of cognition, Vol. 1, MIT Press, Cambridge, MA,pp. 318-362.
    • (1986) , pp. 318-362
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 63
    • 0033208166 scopus 로고    scopus 로고
    • Modelling the global solar radiation on the earth surface using atmospheric deterministic and intelligent data driven techniques
    • Santamouris, M., Mihalakakou, G., Psiloglou, B., Eftaxias, G., Asimakopoulos, D.N., 1999. Modelling the global solar radiation on the earth surface using atmospheric deterministic and intelligent data driven techniques. Journal of Climate, Vol. 12, pp. 3105-3116.
    • (1999) Journal of Climate , vol.12 , pp. 3105-3116
    • Santamouris, M.1    Mihalakakou, G.2    Psiloglou, B.3    Eftaxias, G.4    Asimakopoulos, D.N.5
  • 64
    • 0026399747 scopus 로고
    • Artificial neural networks in forecasting minimum temperature
    • Proceedings of Second International Conference on Artificial Neural Networks, Bournemouth, UK. Institution of Electrical Engineers, Publ. No. 349
    • Schizas C.N., Michaelides S.C., Pattichis C.S, Livesay R.R., 1991. Artificial neural networks in forecasting minimum temperature. Proceedings of Second International Conference on Artificial Neural Networks, Bournemouth, UK. Institution of Electrical Engineers, Publ. No. 349, pp. 112-114.
    • (1991) , pp. 112-114
    • Schizas, C.N.1    Michaelides, S.C.2    Pattichis, C.S.3    Livesay, R.R.4
  • 65
    • 0001432606 scopus 로고
    • Forecasting minimum temperature with short time-length data using artificial neural networks
    • Schizas C.N., Pattichis C.S, Michaelides S.C., 1994. Forecasting minimum temperature with short time-length data using artificial neural networks. Neural Networks World, Vol. 2, pp.219-230.
    • (1994) Neural Networks World , vol.2 , pp. 219-230
    • Schizas, C.N.1    Pattichis, C.S.2    Michaelides, S.C.3
  • 66
    • 0031209547 scopus 로고    scopus 로고
    • Some artificial neural network applications to greenhouse environmental control
    • Seginer I., 1997. Some artificial neural network applications to greenhouse environmental control. Computers and Electronics in Agriculture, Vol. 18, pp.167-186.
    • (1997) Computers and Electronics in Agriculture , vol.18 , pp. 167-186
    • Seginer, I.1
  • 67
    • 0034286972 scopus 로고    scopus 로고
    • A comparison of various forecasting techniques applied to mean hourly wind speed time series
    • Sfetsos A., 2000. A comparison of various forecasting techniques applied to mean hourly wind speed time series. Renewable Energy, Vol. 21, pp.23-35.
    • (2000) Renewable Energy , vol.21 , pp. 23-35
    • Sfetsos, A.1
  • 68
    • 0034140815 scopus 로고    scopus 로고
    • Univariate and multivariate forecasting of hourly solar radiation with artificial intelligence techniques
    • Sfetsos A., Coonick A.H., 2000. Univariate and multivariate forecasting of hourly solar radiation with artificial intelligence techniques. Solar Energy, Vol. 68, pp.169-178.
    • (2000) Solar Energy , vol.68 , pp. 169-178
    • Sfetsos, A.1    Coonick, A.H.2
  • 69
    • 0031927875 scopus 로고    scopus 로고
    • Improving nowcasts of road surface temperature by a backpropagation neural network
    • Shao J., 1998. Improving nowcasts of road surface temperature by a backpropagation neural network. Weather and Forecasting, Vol. 13, pp.164-171.
    • (1998) Weather and Forecasting , vol.13 , pp. 164-171
    • Shao, J.1
  • 70
    • 12444263238 scopus 로고    scopus 로고
    • Forecasting based on neural network approach of solar potential in Turkey
    • Sözen A., Arcaklioǧlu E., Özalp M., Çaǧlar N., 2005. Forecasting based on neural network approach of solar potential in Turkey. Renewable Energy, Vol. 30, pp.1075-1090.
    • (2005) Renewable Energy , vol.30 , pp. 1075-1090
    • Sözen, A.1    Arcaklioǧlu, E.2    Özalp, M.3    Çaǧlar, N.4
  • 71
    • 84895409586 scopus 로고    scopus 로고
    • Predicting launch pad winds at the Kennedy space center with a neural network model
    • M.S. thesis, Air Force Institute of Technology, Wright-Patterson Air Force Base, Dayton, OH
    • Storch S.J., 1999. Predicting launch pad winds at the Kennedy space center with a neural network model. M.S. thesis, Air Force Institute of Technology, Wright-Patterson Air Force Base, Dayton, OH, 61 pp.
    • (1999) , pp. 61
    • Storch, S.J.1
  • 72
    • 0036532622 scopus 로고    scopus 로고
    • Application of neural networks for the prediction of hourly mean surface temperatures in Saudi Arabia
    • Tasadduq I., Shafiqur Rehman S., Bubshait K., 2002. Application of neural networks for the prediction of hourly mean surface temperatures in Saudi Arabia. Renewable Energy, Vol. 25, pp.545-554.
    • (2002) Renewable Energy , vol.25 , pp. 545-554
    • Tasadduq, I.1    Shafiqur Rehman, S.2    Bubshait, K.3
  • 73
    • 84863691830 scopus 로고    scopus 로고
    • The total solar energy on a horizontal level with the use of artificial neural networks
    • Proceedings of the 6th Hellenic Conference of Meteorology, Climatology and Atmospheric Physics, Ioannina, 26-28 Sep., Greece
    • Tymvios F.S., Jacovides C.P., Michaelides S.C., 2002. The total solar energy on a horizontal level with the use of artificial neural networks. Proceedings of the 6th Hellenic Conference of Meteorology, Climatology and Atmospheric Physics, Ioannina, 26-28 Sep., Greece. pp. 468-475.
    • (2002) , pp. 468-475
    • Tymvios, F.S.1    Jacovides, C.P.2    Michaelides, S.C.3
  • 74
    • 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., 2005. Comparative study of Angstrom's and artificial neural networks' methodologies in estimating global solar radiation. Solar Energy, Vol. 70, pp.752-762.
    • (2005) Solar Energy , vol.70 , pp. 752-762
    • Tymvios, F.S.1    Jacovides, C.P.2    Michaelides, S.C.3    Scouteli, C.4
  • 75
    • 0004004577 scopus 로고
    • Advanced methods in neural networks
    • Van Nostrand Reinhold
    • Wassereman P.D., 1993. Advanced methods in neural networks, Van Nostrand Reinhold.
    • (1993)
    • Wassereman, P.D.1
  • 76
    • 0002267683 scopus 로고    scopus 로고
    • Solar radiation estimation via neural network
    • Proceedings of the 6th International Conference on Computers in Agriculture, Cancun, Mexico
    • Williams D., Zazueta F., 1996. Solar radiation estimation via neural network. Proceedings of the 6th International Conference on Computers in Agriculture, Cancun, Mexico, pp. 1143-1149 (see http://wcca.ifas.ufl.edu/archive/6thProc/williams.html).
    • (1996) , pp. 1143-1149
    • Williams, D.1    Zazueta, F.2
  • 77
    • 81155135934 scopus 로고
    • Manual on Codes-International Codes-Vol. I.1, Part A-Alphanumeric Codes
    • WMO, World Meteorological Organization Publication No. 306. Geneva
    • WMO, 1995. Manual on Codes-International Codes-Vol. I.1, Part A-Alphanumeric Codes, World Meteorological Organization Publication No. 306. Geneva.
    • (1995)
  • 78
    • 0032679273 scopus 로고    scopus 로고
    • A dynamic regularized radial basis function network for nonlinear nonstationary time series prediction
    • Yee P., Haykin S., 1999. A dynamic regularized radial basis function network for nonlinear nonstationary time series prediction. IEEE Transactions on Signal Process, Vol. 47, pp.2503-2521.
    • (1999) IEEE Transactions on Signal Process , vol.47 , pp. 2503-2521
    • Yee, P.1    Haykin, S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.