메뉴 건너뛰기




Volumn 41, Issue 1, 2012, Pages 48-57

Prediction of annual and seasonal soil temperature variation using artificial neural network

Author keywords

Artificial neural network (ANN); Back propagation algorithm; Multi layer perceptron; Soil temperature prediction.

Indexed keywords


EID: 84873417698     PISSN: 03678393     EISSN: 0975105X     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (14)

References (30)
  • 1
    • 0026481989 scopus 로고
    • A simple model for predicting soil temperatures in desert ecosystems
    • Kemp P R, Cornelius J M&Reynolds J F, A simple model for predicting soil temperatures in desert ecosystems, Soil Sci (USA), 153 (1992) pp 280-287.
    • (1992) Soil Sci (USA) , vol.153 , pp. 280-287
    • Kemp, P.R.1    Cornelius, J.M.2    Reynolds, J.F.3
  • 2
    • 0027143345 scopus 로고
    • Predicting forest soil temperatures from monthly air temperature and precipitation records
    • Yin X&Arp P A, Predicting forest soil temperatures from monthly air temperature and precipitation records, Can J Forest Res (Canada), 23 (1993) pp. 2521-2536.
    • (1993) Can J Forest Res (Canada) , vol.23 , pp. 2521-2536
    • Yin, X.1    Arp, P.A.2
  • 3
    • 0004048082 scopus 로고
    • Elementary hydrology
    • (Prentice-Hall, Englewood Cliffs, NJ)
    • Singh V P, Elementary hydrology (Prentice-Hall, Englewood Cliffs, NJ), 1992, 973.
    • (1992) , pp. 973
    • Singh, V.P.1
  • 6
    • 0029476773 scopus 로고
    • Differential effects of soil water content and temperature on nitrification and aeration
    • Grundmann G L, Renault P, Rosso L&Bardin R, Differential effects of soil water content and temperature on nitrification and aeration, Soil Sci Soc Am J (USA), 59 (1995) pp 1342-1349.
    • (1995) Soil Sci Soc Am J , vol.59 , pp. 1342-1349
    • Grundmann, G.L.1    Renault, P.2    Rosso, L.3    Bardin, R.4
  • 7
    • 0029527970 scopus 로고
    • Rate of nitrogen mineralized from incorporated crop residues as influenced by temperature
    • Vigil M F&Kissel D E, Rate of nitrogen mineralized from incorporated crop residues as influenced by temperature, Soil Sci Soc Am J (USA), 59 (1995) pp 1636-1644.
    • (1995) Soil Sci Soc Am J (USA) , vol.59 , pp. 1636-1644
    • Vigil, M.F.1    Kissel, D.E.2
  • 8
    • 0026306741 scopus 로고
    • Analytical solutions to predict the long-term surface energy balance components and temperatures of a bare soil
    • Novak M D, Analytical solutions to predict the long-term surface energy balance components and temperatures of a bare soil, Water Resour Res (UK), 27 (1991) pp 2565-2576.
    • (1991) Water Resour Res (UK) , vol.27 , pp. 2565-2576
    • Novak, M.D.1
  • 9
    • 0027009382 scopus 로고
    • Simulation of surface energy balance and soil temperature under strip tillage I: Model description
    • Hares M A&Novak M D, Simulation of surface energy balance and soil temperature under strip tillage I: Model description, Soil Sci Soc Am J (USA), 56 (1992) pp 22-29.
    • (1992) Soil Sci Soc Am J (USA) , vol.56 , pp. 22-29
    • Hares, M.A.1    Novak, M.D.2
  • 10
    • 0000318386 scopus 로고
    • Modelling sorghum seedling establishment from soil wetness and temperature of drying seed ozones
    • Brar G S, Steiner J L, Unger P W&Prihar S S, Modelling sorghum seedling establishment from soil wetness and temperature of drying seed ozones, Agron J (USA), 84 (1992) pp 905-910.
    • (1992) Agron J (USA) , vol.84 , pp. 905-910
    • Brar, G.S.1    Steiner, J.L.2    Unger, P.W.3    Prihar, S.S.4
  • 13
    • 84873425312 scopus 로고    scopus 로고
    • Application of artificial neural network for prediction of natural convection heat transfer from a confined horizontal elliptic tube
    • France
    • Hayayi M, Yousefi T, Ashjaee M, Hamidi A S&Shirvany Y, Application of artificial neural network for prediction of natural convection heat transfer from a confined horizontal elliptic tube, Int J Appl Sci, Eng Technol (France), 4 (3) (2007) pp 157-162.
    • (2007) Int J Appl Sci, Eng Technol (France) , vol.4 , Issue.3 , pp. 157-162
    • Hayayi, M.1    Yousefi, T.2    Ashjaee, M.3    Hamidi, A.S.4    Shirvany, Y.5
  • 15
    • 34748873172 scopus 로고    scopus 로고
    • Short term load forecasting using artificial neural networks for the West of Iran
    • Hayati M, Short term load forecasting using artificial neural networks for the West of Iran, J App Sci (UK), 7 (12) (2007) pp 1582-1588.
    • (2007) J App Sci , vol.7 , Issue.12 , pp. 1582-1588
    • Hayati, M.1
  • 16
    • 60249084125 scopus 로고    scopus 로고
    • Artificial neural network approach for short term load forecasting for Illam region
    • Hayati M&Shirvany Y, Artificial neural network approach for short term load forecasting for Illam region, Int J Electrical, Computer Sys Eng (Croatia), 1 (2) (2007) pp 121-125.
    • (2007) Int J Electrical, Computer Sys Eng (Croatia) , vol.1 , Issue.2 , pp. 121-125
    • Hayati, M.1    Shirvany, Y.2
  • 17
    • 29944447391 scopus 로고    scopus 로고
    • Application of computational intelligence in short-term load forecasting
    • Hayati M&Karami B, Application of computational intelligence in short-term load forecasting, WSEAS Trans Circuits Syst (USA), 1 (4) (2005) pp 1594-1599.
    • (2005) WSEAS Trans Circuits Syst (USA) , vol.1 , Issue.4 , pp. 1594-1599
    • Hayati, M.1    Karami, B.2
  • 18
    • 84873478226 scopus 로고    scopus 로고
    • Numerical simulation of fuzzy nonlinear equations by feed forward neural networks
    • Hayati M, Karami B&Abbasi M, Numerical simulation of fuzzy nonlinear equations by feed forward neural networks, World App Sci J (Iran), 2 (3) (2007) pp 229-234.
    • (2007) World App Sci J (Iran) , vol.2 , Issue.3 , pp. 229-234
    • Hayati, M.1    Karami, B.2    Abbasi, M.3
  • 19
    • 36049028481 scopus 로고    scopus 로고
    • Feed forward neural network for solving partial differential equation
    • Hayati M&Karami B, Feed forward neural network for solving partial differential equation, J App Sci (UK), 7 (19) (2007) pp 2812-2817.
    • (2007) J App Sci (UK) , vol.7 , Issue.19 , pp. 2812-2817
    • Hayati, M.1    Karami, B.2
  • 21
    • 84873479931 scopus 로고    scopus 로고
    • Mathematical modelling of land surface parameters/processes using artificial neural networks, paper presented in Fourth International Conference on Neural
    • Atlanda, Georgia, USA, 11-14 August
    • Kulshrestha Manjusha, Mathematical modelling of land surface parameters/processes using artificial neural networks, paper presented in Fourth International Conference on Neural, Parallel&Scientific Computations, Atlanda, Georgia, USA, 11-14 August 2010.
    • (2010) Parallel&Scientific Computations
    • Manjusha, K.1
  • 22
    • 84873471877 scopus 로고    scopus 로고
    • Neural network toolbox
    • (The Math Works, Inc, Queensland, Australia)
    • Neural network toolbox, in The MATLAB Online Documentation (The Math Works, Inc, Queensland, Australia), 1984-2008.
    • The MATLAB Online Documentation , pp. 1984-2008
  • 23
    • 84873466990 scopus 로고
    • The silt day ratio as an approximate measure of the stage of weathering of original materials in tropical soils
    • Scientific Council for Africa South of the Sahara, Dalaba, Guinea
    • Wambekke A V, The silt day ratio as an approximate measure of the stage of weathering of original materials in tropical soils, Proc Third International African Soils Conference (Scientific Council for Africa South of the Sahara, Dalaba, Guinea), 1959, pp 161-167.
    • (1959) Proc Third International African Soils Conference , pp. 161-167
    • Wambekke, A.V.1
  • 24
    • 0003413187 scopus 로고    scopus 로고
    • Neural networks: a comprehensive foundation
    • 2nd ed (Prentice-Hall, New York)
    • Haykin S, Neural networks: a comprehensive foundation, 2nd ed (Prentice-Hall, New York), 1999, 842.
    • (1999) , pp. 842
    • Haykin, S.1
  • 25
    • 0003413187 scopus 로고    scopus 로고
    • Neural networks: A Comprehensive Foundation
    • (Macmillan Publishing, New York)
    • Haykin S, Neural networks: A Comprehensive Foundation (Macmillan Publishing, New York), 1994.
    • (1994)
    • Haykin, S.1
  • 27
    • 0003593041 scopus 로고    scopus 로고
    • Neural network design
    • (PWS Publishing, Boston)
    • Hagan M T, Demuth H B&Beale M H, Neural network design (PWS Publishing, Boston), 1996.
    • (1996)
    • Hagan, M.T.1    Demuth, H.B.2    Beale, M.H.3
  • 28
    • 0003522412 scopus 로고    scopus 로고
    • Artificial neural networks
    • (Prentice-Hall, Singapore)
    • Patterson D, Artificial neural networks (Prentice-Hall, Singapore), 1996.
    • (1996)
    • Patterson, D.1
  • 29
    • 0030815809 scopus 로고    scopus 로고
    • An artificial neural network to estimate the soil temperature
    • Yang C C, Prasher S O&Mehuys G R, An artificial neural network to estimate the soil temperature, Can J Soil Sci (Canada), 77 (1997) pp 421-429.
    • (1997) Can J Soil Sci (Canada) , vol.77 , pp. 421-429
    • Yang, C.C.1    Prasher, S.O.2    Mehuys, G.R.3
  • 30
    • 77249141453 scopus 로고    scopus 로고
    • Expert systems with applications
    • (Elsevier publications, Amsterdam, Holland)
    • Li-Chang Hsu, Expert systems with applications (Elsevier publications, Amsterdam, Holland), 37 (2010), pp 4318-4323.
    • (2010) , vol.37 , pp. 4318-4323
    • Hsu, L.C.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.