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Volumn 30, Issue 5, 2004, Pages 827-839

Soil moisture estimation using an artificial neural network: A feasibility study

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; CLOUDS; GEOSTATIONARY SATELLITES; MOISTURE DETERMINATION; NEURAL NETWORKS; PRECIPITATION (METEOROLOGY); VEGETATION;

EID: 11144227443     PISSN: 07038992     EISSN: 17127971     Source Type: Journal    
DOI: 10.5589/m04-041     Document Type: Article
Times cited : (64)

References (29)
  • 1
  • 3
    • 0026276957 scopus 로고
    • Effects of spatial variations of soil moisture and vegetation on the evolution of a prestorm environment: A numerical case study
    • Chang, J.-T., and Wetzel, PJ. 1991. Effects of spatial variations of soil moisture and vegetation on the evolution of a prestorm environment: a numerical case study. Monthly Weather Review, Vol. 119, pp. 1368-1390.
    • (1991) Monthly Weather Review , vol.119 , pp. 1368-1390
    • Chang, J.-T.1    Wetzel, P.J.2
  • 4
    • 84978549742 scopus 로고
    • Simulating soil water recession coefficients for agricultural watersheds
    • Choudhury, B., and Blanchard, B.J. 1983. Simulating soil water recession coefficients for agricultural watersheds. Water Resources Bulletin, Vol. 19, pp. 241-247.
    • (1983) Water Resources Bulletin , vol.19 , pp. 241-247
    • Choudhury, B.1    Blanchard, B.J.2
  • 5
    • 0029528410 scopus 로고
    • Numerical simulations of the effect of soil moisture and vegetation cover on the development of deep convection
    • Clark, C.A., and Arritt, R.W. 1995. Numerical simulations of the effect of soil moisture and vegetation cover on the development of deep convection. Journal of Applied Meteorology, Vol. 34, pp. 2029-2045.
    • (1995) Journal of Applied Meteorology , vol.34 , pp. 2029-2045
    • Clark, C.A.1    Arritt, R.W.2
  • 6
    • 0029662876 scopus 로고    scopus 로고
    • Measurement of evaporation from bare soil and its estimation using surface resistance
    • Daamen, C.C., and Simmonds, L.P. 1996. Measurement of evaporation from bare soil and its estimation using surface resistance. Water Resources Research, Vol. 32, pp. 1393-1402.
    • (1996) Water Resources Research , vol.32 , pp. 1393-1402
    • Daamen, C.C.1    Simmonds, L.P.2
  • 7
    • 0026292633 scopus 로고
    • The effects of heterogeneous soil moisture on a summer baroclinic circulation in the central United States
    • Fast, J.D., and McCorkle, M.D. 1991. The effects of heterogeneous soil moisture on a summer baroclinic circulation in the central United States. Monthly Weather Review, Vol. 119, pp. 2140-2167.
    • (1991) Monthly Weather Review , vol.119 , pp. 2140-2167
    • Fast, J.D.1    Mc Corkle, M.D.2
  • 8
    • 0034292492 scopus 로고    scopus 로고
    • Sensitivity of forecast rainfall in a Texas convective system to soil moisture and convective parameterization
    • Gallus, W.A., Jr., and Segal, M. 2000. Sensitivity of forecast rainfall in a Texas convective system to soil moisture and convective parameterization. Weather Forecasting, Vol. 14, pp. 509-525.
    • (2000) Weather Forecasting , vol.14 , pp. 509-525
    • Gallus, W.A.1    Segal, M.2
  • 9
    • 0028830403 scopus 로고
    • Thermal remote sensing of surface soil water content with partial vegetation cover for incorporation into climate models
    • Gillies, R.R., and Carlson, T.N. 1995. Thermal remote sensing of surface soil water content with partial vegetation cover for incorporation into climate models. Journal of Applied Meteorology, Vol. 34, pp. 745-756.
    • (1995) Journal of Applied Meteorology , vol.34 , pp. 745-756
    • Gillies, R.R.1    Carlson, T.N.2
  • 10
    • 0345943163 scopus 로고    scopus 로고
    • A large-eddy simulation study of cumulus clouds over land and sensitivity to soil moisture
    • Golaz, J.-C., Jiang, H., and Cotton, W.R. 2001. A large-eddy simulation study of cumulus clouds over land and sensitivity to soil moisture. Atmospheric Research, Vols. 59-60, pp. 373-392.
    • (2001) Atmospheric Research , vol.59-60 , pp. 373-392
    • Golaz, J.-C.1    Jiang, H.2    Cotton, W.R.3
  • 11
    • 0023834037 scopus 로고
    • Applications of counterpropagation networks
    • Hecht-Nielsen, R. 1988. Applications of counterpropagation networks. Neural Networks, Vol. 1, pp. 131-139.
    • (1988) Neural Networks , vol.1 , pp. 131-139
    • Hecht-Nielsen, R.1
  • 12
    • 0029413797 scopus 로고
    • Artificial neural network modeling of the rainfall-runoff process
    • Hsu, K.L., Gupta, H.V., and Sorooshian, S. 1995. Artificial neural network modeling of the rainfall-runoff process. Water Resources Research, Vol. 31, pp. 2517-2530.
    • (1995) Water Resources Research , vol.31 , pp. 2517-2530
    • Hsu, K.L.1    Gupta, H.V.2    Sorooshian, S.3
  • 13
    • 0031399333 scopus 로고    scopus 로고
    • Precipitation estimation from remotely sensed information using artificial neural networks
    • Hsu, K.L., Gao, X., Sorooshian, S., and Gupta, H.V. 1997. Precipitation estimation from remotely sensed information using artificial neural networks. Journal of Applied Meteorology, Vol. 36, pp. 1176-1190.
    • (1997) Journal of Applied Meteorology , vol.36 , pp. 1176-1190
    • Hsu, K.L.1    Gao, X.2    Sorooshian, S.3    Gupta, H.V.4
  • 14
    • 0032917913 scopus 로고    scopus 로고
    • Estimation of physical variables from multichannel remotely sensed imagery using a neural network: Application to rainfall estimation
    • Hsu, K.L., Gupta, H.V., Gao, X., and Sorooshian, S. 1999. Estimation of physical variables from multichannel remotely sensed imagery using a neural network: application to rainfall estimation. Water Resources Research, Vol. 35, pp. 1605-1618.
    • (1999) Water Resources Research , vol.35 , pp. 1605-1618
    • Hsu, K.L.1    Gupta, H.V.2    Gao, X.3    Sorooshian, S.4
  • 15
    • 0001137818 scopus 로고    scopus 로고
    • Data assimilation of satellite-derived heating rates as proxy surface wetness data into a regional atmospheric mesoscale model. Part I: Methodology
    • Jones, A.S., Guch, I.G., and Vonder Haar, T.H. 1998a. Data assimilation of satellite-derived heating rates as proxy surface wetness data into a regional atmospheric mesoscale model. Part I: methodology. Monthly Weather Review, Vol. 126, pp. 634-645.
    • (1998) Monthly Weather Review , vol.126 , pp. 634-645
    • Jones, A.S.1    Guch, I.G.2    Vonder Haar, T.H.3
  • 16
    • 0001137819 scopus 로고    scopus 로고
    • Data assimilation of satellite-derived heating rates as proxy surface wetness data into a regional atmospheric mesoscale model. Part II: A case study
    • Jones, A.S., Guch, I.G., and Vonder Haar, T.H. 1998b. Data assimilation of satellite-derived heating rates as proxy surface wetness data into a regional atmospheric mesoscale model. Part II: a case study. Monthly Weather Review, Vol. 126, pp. 646-667.
    • (1998) Monthly Weather Review , vol.126 , pp. 646-667
    • Jones, A.S.1    Guch, I.G.2    Vonder Haar, T.H.3
  • 18
    • 18544397365 scopus 로고    scopus 로고
    • The multi-institution North American Land Data Assimilation System (NLDAS): Utilizing multiple GCIP products and partners in a continental distributed hydrological modeling system
    • Mitchell, K.E., Lohmann, D., Houser, P.R., et al. 2004. The multi-institution North American Land Data Assimilation System (NLDAS): utilizing multiple GCIP products and partners in a continental distributed hydrological modeling system. Journal ofGeophysical Research, Vol. 109, No. D7, D07S90, 10.1029/2003JD003823.
    • (2004) Journal Ofgeophysical Research , vol.109 , Issue.D7 , pp. D07S90
    • Mitchell, K.E.1    Lohmann, D.2    Houser, P.R.3
  • 19
  • 20
    • 17044381717 scopus 로고    scopus 로고
    • Estimating soil moisture from satellite microwave observations: Past and ongoing projects and relevance to GCIP
    • Owe, M., Van de Griend, A.A., De Jeu, R., De Vries, J.J., Seyhan, E., and Engman, E.T. 1999. Estimating soil moisture from satellite microwave observations: past and ongoing projects and relevance to GCIP. Journal of Geophysical Research, Vol. 104, pp. 19735-19742.
    • (1999) Journal of Geophysical Research , vol.104 , pp. 19735-19742
    • Owe, M.1    Van De Griend, A.A.2    De Jeu, R.3    De Vries, J.J.4    Seyhan, E.5    Engman, E.T.6
  • 22
    • 0021644369 scopus 로고
    • Land surface temperature measurements from the split window channels of the NOAA 7 advanced very high resolution radiometer
    • Price, J.C. 1984. Land surface temperature measurements from the split window channels of the NOAA 7 advanced very high resolution radiometer. Journal of Geophysical Research, Vol. 89, pp. 7231-7237.
    • (1984) Journal of Geophysical Research , vol.89 , pp. 7231-7237
    • Price, J.C.1
  • 23
    • 0000646059 scopus 로고
    • Learning internal representation by error propagation
    • Edited by D.E. Rumelhart and J.L. McLelland. Massachusetts Institute of Technology Press, Cambridge, Mass
    • Rumelhart, D.E., Hinton, G.E., and Williams, R.J. 1986. Learning internal representation by error propagation. In Parallel distributed processing: explorations in the microstructures of cognitions. Edited by D.E. Rumelhart and J.L. McLelland. Massachusetts Institute of Technology Press, Cambridge, Mass. Vol. 1, pp. 318-362.
    • (1986) Parallel Distributed Processing: Explorations in the Microstructures of Cognitions. , vol.1 , pp. 318-362
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 25
    • 0027789122 scopus 로고
    • Relationship between satellite microwave radiometric data, antecedent precipitation index, and regional soil moisture
    • Teng, W.L., Wang, J.R., and Doraiswamy, P.C. 1993. Relationship between satellite microwave radiometric data, antecedent precipitation index, and regional soil moisture. International Journal of Remote Sensing, Vol. 14, pp. 2483-2500.
    • (1993) International Journal of Remote Sensing , vol.14 , pp. 2483-2500
    • Teng, W.L.1    Wang, J.R.2    Doraiswamy, P.C.3
  • 26
    • 0018465733 scopus 로고
    • Red and photographic infrared linear combinations for monitoring vegetation
    • Tucker, C.J. 1979. Red and photographic infrared linear combinations for monitoring vegetation. Remote Sensing of Environment, Vol. 8, pp. 127-150.
    • (1979) Remote Sensing of Environment , vol.8 , pp. 127-150
    • Tucker, C.J.1
  • 28
    • 0023469626 scopus 로고
    • Soil moisture estimation using GOES-VISSR infrared data: A case study with a simple statistical method
    • Wetzel, P.J., and Woodward, R.H. 1987. Soil moisture estimation using GOES-VISSR infrared data: a case study with a simple statistical method. Journal of Climate and Applied Meteorology, Vol. 26, pp. 107-117.
    • (1987) Journal of Climate and Applied Meteorology , vol.26 , pp. 107-117
    • Wetzel, P.J.1    Woodward, R.H.2
  • 29
    • 0021644348 scopus 로고
    • Determining soil moisture from geosynchronous satellite infrared data: A feasibility study
    • Wetzel, P.J., Atlas, D., and Woodward, R.H. 1984. Determining soil moisture from geosynchronous satellite infrared data: a feasibility study. Journal of Climate and Applied Meteorology, Vol. 23, pp. 375-391.
    • (1984) Journal of Climate and Applied Meteorology , vol.23 , pp. 375-391
    • Wetzel, P.J.1    Atlas, D.2    Woodward, R.H.3


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