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Volumn 62, Issue 4, 1998, Pages 847-855

Neural network analysis for hierarchical prediction of soil hydraulic properties

Author keywords

[No Author keywords available]

Indexed keywords

CLAY; DENSITY (SPECIFIC GRAVITY); FLOW OF WATER; GRAVEL; HYDRAULIC CONDUCTIVITY; MATHEMATICAL MODELS; NEURAL NETWORKS; POROSITY; SAND; SILT; TRANSFER FUNCTIONS;

EID: 0032122509     PISSN: 03615995     EISSN: None     Source Type: Journal    
DOI: 10.2136/sssaj1998.03615995006200040001x     Document Type: Article
Times cited : (542)

References (37)
  • 1
    • 0024896965 scopus 로고
    • Evaluation of spatial distribution of hydraulic conductivity using effective porosity data
    • Ahuja, L.R., D.K. Cassel, R.R. Bruce, and B.B. Barnes. 1989. Evaluation of spatial distribution of hydraulic conductivity using effective porosity data. Soil Sci. 148:404-411.
    • (1989) Soil Sci. , vol.148 , pp. 404-411
    • Ahuja, L.R.1    Cassel, D.K.2    Bruce, R.R.3    Barnes, B.B.4
  • 2
    • 0019637377 scopus 로고
    • A physico-empirical model to predict the soil moisture characteristic from particle-size distribution and bulk density data
    • Arya, L.M., and J.F. Paris. 1981. A physico-empirical model to predict the soil moisture characteristic from particle-size distribution and bulk density data. Soil Sci. Soc. Am. J. 45:218-1227.
    • (1981) Soil Sci. Soc. Am. J. , vol.45 , pp. 218-1227
    • Arya, L.M.1    Paris, J.F.2
  • 3
    • 0001545693 scopus 로고
    • Transfer functions and threshold values: From soil characteristics to land qualities
    • K.J. Beek et al. (ed.) Int. Inst. Aerospace Surv. Earth Sci. ITC Publ. 6. ITC, Enschede, the Netherlands
    • Bouma, J., and J.A.J. van Lanen. 1987. Transfer functions and threshold values: From soil characteristics to land qualities. p. 106-110. In K.J. Beek et al. (ed.) Quantified land evaluation. Int. Inst. Aerospace Surv. Earth Sci. ITC Publ. 6. ITC, Enschede, the Netherlands.
    • (1987) Quantified Land Evaluation , pp. 106-110
    • Bouma, J.1    Van Lanen, J.A.J.2
  • 4
    • 0005791784 scopus 로고
    • Modifying SCS hydrologic soil groups and curve numbers for rangeland soils
    • Am. Soc. Agric. Eng., St. Joseph, MI
    • Brakensiek, D.L., W.J. Rawls, and G.R. Stephenson. 1984. Modifying SCS hydrologic soil groups and curve numbers for rangeland soils. ASAE Pap. no. PNR-84-203. Am. Soc. Agric. Eng., St. Joseph, MI.
    • (1984) ASAE Pap. No. PNR-84-203
    • Brakensiek, D.L.1    Rawls, W.J.2    Stephenson, G.R.3
  • 5
    • 0002518416 scopus 로고
    • Hydraulic properties of porous media
    • Colorado State Univ., Fort Collins, CO
    • Brooks, R.H., and A.T. Corey. 1964. Hydraulic properties of porous media. Hydrol. Pap. 3. Colorado State Univ., Fort Collins, CO.
    • (1964) Hydrol. Pap. 3
    • Brooks, R.H.1    Corey, A.T.2
  • 6
    • 0001161979 scopus 로고
    • Some methods of calculating unsaturated permeability
    • Brutsaert, W. 1968. Some methods of calculating unsaturated permeability. Trans. ASAE 10:400-404.
    • (1968) Trans. ASAE , vol.10 , pp. 400-404
    • Brutsaert, W.1
  • 7
    • 84934737612 scopus 로고
    • A simple method for determining unsaturated conductivity from moisture retention data
    • Campbell, G.S. 1974. A simple method for determining unsaturated conductivity from moisture retention data. Soil Sci. 117:311-314.
    • (1974) Soil Sci. , vol.117 , pp. 311-314
    • Campbell, G.S.1
  • 8
    • 0024249894 scopus 로고
    • Developing joint probability distributions of soil water retention characteristics
    • Carsel, R.F., and R.S. Parrish. 1988. Developing joint probability distributions of soil water retention characteristics. Water Resour. Res. 24:755-769.
    • (1988) Water Resour. Res. , vol.24 , pp. 755-769
    • Carsel, R.F.1    Parrish, R.S.2
  • 9
    • 0021639956 scopus 로고
    • A statistical exploration of the relationships of soil moisture characteristics to the physical properties of soils
    • Cosby, B.J., G.M. Hornberger, R.B. Clapp, and T.R. Ginn. 1984. A statistical exploration of the relationships of soil moisture characteristics to the physical properties of soils. Water Resour. Res. 20:682-690.
    • (1984) Water Resour. Res. , vol.20 , pp. 682-690
    • Cosby, B.J.1    Hornberger, G.M.2    Clapp, R.B.3    Ginn, T.R.4
  • 11
    • 0022853891 scopus 로고
    • Predicting the water-retention curve from particle size distribution: 1. Sandy soils without organic matter
    • Haverkamp, R., and J.-Y. Parlange. 1986. Predicting the water-retention curve from particle size distribution: 1. Sandy soils without organic matter. Soil Sci. 142:325-339.
    • (1986) Soil Sci. , vol.142 , pp. 325-339
    • Haverkamp, R.1    Parlange, J.-Y.2
  • 14
    • 0029412510 scopus 로고
    • Evaluation of soil water retention models based on basic soil physical properties
    • Kern, J.S. 1995. Evaluation of soil water retention models based on basic soil physical properties. Soil Sci. Soc. Am. J. 59:1134-1141.
    • (1995) Soil Sci. Soc. Am. J. , vol.59 , pp. 1134-1141
    • Kern, J.S.1
  • 15
    • 0000169232 scopus 로고
    • An algorithm for least-squares estimation of non-linear parameters
    • Marquardt, D.W. 1963. An algorithm for least-squares estimation of non-linear parameters. J. Soc. Ind. Appl. Math. 11:431-441.
    • (1963) J. Soc. Ind. Appl. Math. , vol.11 , pp. 431-441
    • Marquardt, D.W.1
  • 16
    • 0024797469 scopus 로고
    • Estimation of the saturated hydraulic conductivity in clay soils from soil moisture retention data
    • Messing, I. 1989. Estimation of the saturated hydraulic conductivity in clay soils from soil moisture retention data. Soil Sci. Soc. Am. J. 53:665-668.
    • (1989) Soil Sci. Soc. Am. J. , vol.53 , pp. 665-668
    • Messing, I.1
  • 17
    • 0025573274 scopus 로고
    • On the relation between saturated conductivity and capillary retention characteristics
    • Mishra, S., and J.C. Parker. 1989. On the relation between saturated conductivity and capillary retention characteristics. Ground Water 28:775-777.
    • (1989) Ground Water , vol.28 , pp. 775-777
    • Mishra, S.1    Parker, J.C.2
  • 18
    • 3543029983 scopus 로고
    • Predictive models for unsaturated flow parameters
    • M.Th. van Genuchten et al. (ed.) Indirect methods for estimating the hydraulic properties of unsaturated soils Riverside, CA. 11-13 Oct. 1989. Univ. of California, Riverside
    • Mishra, S., and J.C. Parker. 1992. Predictive models for unsaturated flow parameters. p. 393-301. In M.Th. van Genuchten et al. (ed.) Indirect methods for estimating the hydraulic properties of unsaturated soils. Proc. Int. Worksh., Riverside, CA. 11-13 Oct. 1989. Univ. of California, Riverside.
    • (1992) Proc. Int. Worksh. , pp. 393-1301
    • Mishra, S.1    Parker, J.C.2
  • 19
    • 0016961814 scopus 로고
    • A new model predicting the hydraulic conductivity of unsaturated porous media
    • Mualem, Y. 1976. A new model predicting the hydraulic conductivity of unsaturated porous media. Water Resour. Res. 12:513-522.
    • (1976) Water Resour. Res. , vol.12 , pp. 513-522
    • Mualem, Y.1
  • 20
    • 0000238336 scopus 로고
    • A simplex method for function minimization
    • Nelder, J.A., and R. Mead. 1965. A simplex method for function minimization. Comput. J. 7:308-313.
    • (1965) Comput. J. , vol.7 , pp. 308-313
    • Nelder, J.A.1    Mead, R.2
  • 21
    • 0030473352 scopus 로고    scopus 로고
    • Artificial neural networks to estimate soil water retention from easily measurable data
    • Pachepsky, Ya.A., D. Timlin, and G. Varallyay. 1996. Artificial neural networks to estimate soil water retention from easily measurable data. Soil Sci. Soc. Am. J. 60:727-733.
    • (1996) Soil Sci. Soc. Am. J. , vol.60 , pp. 727-733
    • Pachepsky, Ya.A.1    Timlin, D.2    Varallyay, G.3
  • 23
    • 0002660984 scopus 로고
    • Estimating soil hydraulic properties from soils data
    • M.Th. van Genuchten et al. (ed.) Indirect methods for estimating the hydraulic properties of unsaturated soils Riverside, CA. 11-13 Oct. 1989. Univ. of California, Riverside
    • Rawls, W.J., L.R. Ahuja, and D.L. Brakensiek. 1992. Estimating soil hydraulic properties from soils data. p. 329-340. In M.Th. van Genuchten et al. (ed.) Indirect methods for estimating the hydraulic properties of unsaturated soils. Proc. Int. Worksh., Riverside, CA. 11-13 Oct. 1989. Univ. of California, Riverside.
    • (1992) Proc. Int. Worksh. , pp. 329-340
    • Rawls, W.J.1    Ahuja, L.R.2    Brakensiek, D.L.3
  • 24
    • 0021822560 scopus 로고
    • Prediction of soil water properties for hydrologic modeling
    • E.B. Jones and T.J. Ward (ed.) Watershed management in the eighties Denver, CO. 30 Apr.-1 May 1985. Am. Soc. Civ. Eng., New York
    • Rawls, W.J., and D.L. Brakensiek. 1985. Prediction of soil water properties for hydrologic modeling, p. 293-299. In E.B. Jones and T.J. Ward (ed.) Watershed management in the eighties. Proc. Irrig. Drain. Div. ASCE, Denver, CO. 30 Apr.-1 May 1985. Am. Soc. Civ. Eng., New York.
    • (1985) Proc. Irrig. Drain. Div. ASCE , pp. 293-299
    • Rawls, W.J.1    Brakensiek, D.L.2
  • 27
    • 0029660470 scopus 로고    scopus 로고
    • Modeling water retention curves of sandy soils using neural networks
    • Schaap, M.G., and W. Bouten. 1996. Modeling water retention curves of sandy soils using neural networks. Water Resour. Res. 32: 3033-3040.
    • (1996) Water Resour. Res. , vol.32 , pp. 3033-3040
    • Schaap, M.G.1    Bouten, W.2
  • 28
    • 0003392223 scopus 로고
    • Soil survey laboratory information manual
    • Natl. Soil Surv. Center, Lincoln, NE
    • Soil Survey Staff. 1995. Soil survey laboratory information manual. Soil Surv. Invest. Rep. no. 45. Natl. Soil Surv. Center, Lincoln, NE.
    • (1995) Soil Surv. Invest. Rep. No. 45
  • 29
    • 0030300642 scopus 로고    scopus 로고
    • Testing an artificial neural network for predicting soil hydraulic conductivity. Soil Sci
    • Tamari, S., J.H.M. Wösten, and J.C. Ruiz-Suárez. 1996. Testing an artificial neural network for predicting soil hydraulic conductivity. Soil Sci. Soc. Am. J. 60:1732-1741.
    • (1996) Soc. Am. J. , vol.60 , pp. 1732-1741
    • Tamari, S.1    Wösten, J.H.M.2    Ruiz-Suárez, J.C.3
  • 31
    • 0024813234 scopus 로고
    • Application of fractal mathematics to soil water retention estimation
    • Tyler, S.W., and S.W. Wheatcraft. 1989. Application of fractal mathematics to soil water retention estimation. Soil Sci. Soc. Am. J. 53:987-996.
    • (1989) Soil Sci. Soc. Am. J. , vol.53 , pp. 987-996
    • Tyler, S.W.1    Wheatcraft, S.W.2
  • 32
    • 0019057216 scopus 로고
    • A closed-form equation for predicting the hydraulic conductivity of unsaturated soils
    • van Genuchten, M.Th. 1980. A closed-form equation for predicting the hydraulic conductivity of unsaturated soils. Soil Sci. Soc. Am. J. 44:892-898.
    • (1980) Soil Sci. Soc. Am. J. , vol.44 , pp. 892-898
    • Van Genuchten, M.Th.1
  • 33
    • 0003254348 scopus 로고
    • On estimating the hydraulic properties of unsaturated soils
    • M.Th. van Genuchten et al. (ed.) Indirect methods for estimating the hydraulic properties of unsaturated soils Riverside, CA. 11-13 Oct. 1989. Univ. of California, Riverside
    • van Genuchten, M.Th., and F.K. Leij. 1992. On estimating the hydraulic properties of unsaturated soils, p. 1-14. In M.Th. van Genuchten et al. (ed.) Indirect methods for estimating the hydraulic properties of unsaturated soils. Proc. Int. Worksh., Riverside, CA. 11-13 Oct. 1989. Univ. of California, Riverside.
    • (1992) Proc. Int. Worksh. , pp. 1-14
    • Van Genuchten, M.Th.1    Leij, F.K.2
  • 34
    • 0025205355 scopus 로고
    • Estimating unsaturated hydraulic conductivity from easily measured soil properties
    • Vereecken, H., J. Maes, and J. Feyen. 1990. Estimating unsaturated hydraulic conductivity from easily measured soil properties. Soil Sci. 149:1-12.
    • (1990) Soil Sci. , vol.149 , pp. 1-12
    • Vereecken, H.1    Maes, J.2    Feyen, J.3
  • 35
    • 0024873590 scopus 로고
    • Estimating the soil moisture retention characteristic from texture, bulk density, and carbon content
    • Vereecken, H., J. Maes, J. Feyen, and P. Darius. 1989. Estimating the soil moisture retention characteristic from texture, bulk density, and carbon content. Soil Sci. 148:389-403.
    • (1989) Soil Sci. , vol.148 , pp. 389-403
    • Vereecken, H.1    Maes, J.2    Feyen, J.3    Darius, P.4
  • 36
    • 0026478565 scopus 로고
    • Comparison of methods to estimate soil water characteristics from limited texture, bulk density, and limited data
    • Williams, R.D., L.R. Ahuja, and J.W. Naney. 1992. Comparison of methods to estimate soil water characteristics from limited texture, bulk density, and limited data. Soil Sci. 153:172-184.
    • (1992) Soil Sci. , vol.153 , pp. 172-184
    • Williams, R.D.1    Ahuja, L.R.2    Naney, J.W.3
  • 37
    • 0029508982 scopus 로고
    • Comparison of class and continuous pedotransfer functions to generate soil hydraulic characteristics
    • Wösten, J.H.M., P.A. Finke, and M.J.W. Jansen. 1995. Comparison of class and continuous pedotransfer functions to generate soil hydraulic characteristics. Geoderma 66:227-237.
    • (1995) Geoderma , vol.66 , pp. 227-237
    • Wösten, J.H.M.1    Finke, P.A.2    Jansen, M.J.W.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.