Using Pedotransfer Functions to Estimate the van Genuchten-Mualem Soil Hydraulic Properties: A Review

被引:351
作者
Vereecken, H. [1 ]
Weynants, M. [2 ]
Javaux, M. [1 ,2 ]
Pachepsky, Y. [3 ]
Schaap, M. G. [4 ]
van Genuchten, M. Th. [5 ]
机构
[1] Forschungszentrum Julich, Agrosphere Inst, Inst Chem & Dynam Geosphere, D-52425 Julich, Germany
[2] Catholic Univ Louvain, Earth & Life Inst Environm Sci, B-1348 Louvain, Belgium
[3] ARS, USDA, Environm Microbial & Food Safety Lab, Beltsville, MD USA
[4] Univ Arizona, Dep Soil Water & Environm Sci, Tucson, AZ USA
[5] Univ Fed Rio de Janeiro, Dep Mech Engn, BR-21941 Rio De Janeiro, Brazil
关键词
WATER-RETENTION CURVES; MOISTURE CHARACTERISTICS; PARAMETRIC MODELS; IMMISCIBLE FLUIDS; SOLUTE TRANSPORT; NEURAL-NETWORKS; CONSISTENT SET; POROUS-MEDIA; 2-PHASE FLOW; BULK-DENSITY;
D O I
10.2136/vzj2010.0045
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We reviewed the use of the van Genuchten-Mualem (VGM) model to parameterize soil hydraulic properties and for developing pedotransfer functions (PTFs). Analysis of literature data showed that the moisture retention characteristic (MRC) parameterization by setting shape parameters m = 1 - 1/n produced the largest deviations between fitted and measured water contents for pressure head values between 330 (log(10) pressure head [pF] 2.5) and 2500 cm (pF 3.4). The Schaap-van Genuchten model performed best in describing the unsaturated hydraulic conductivity, K. The classical VGM model using fixed parameters produced increasingly higher root mean squared residual, RMSR, values when the soil became drier. The most accurate PTFs for estimating the MRC were obtained when using textural properties, bulk density, soil organic matter, and soil moisture content. The RMSR values for these PTFs approached those of the direct fit, thus suggesting a need to improve both PTFs and the MRC parameterization. Inclusion of the soil water content in the PTFs for K only marginally improved their prediction compared with the PTFs that used only textural properties and bulk density. Including soil organic matter to predict K had more effect on the prediction than including soil moisture. To advance the development of PTFs, we advocate the establishment of databases of soil hydraulic properties that (i) are derived from standardized and harmonized measurement procedures, (ii) contain new predictors such as soil structural properties, and (iii) allow the development of time-dependent PTFs. Successful use of structural properties in PTFs will require parameterizations that account for the effect of structural properties on the soil hydraulic functions.
引用
收藏
页码:795 / 820
页数:26
相关论文
共 135 条
[91]   A modified Mualem-van Genuchten formulation for improved description of the hydraulic conductivity near saturation [J].
Schaap, MG ;
van Genuchten, MT .
VADOSE ZONE JOURNAL, 2006, 5 (01) :27-34
[92]   Database-related accuracy and uncertainty of pedotransfer functions [J].
Schaap, MG ;
Leij, FJ .
SOIL SCIENCE, 1998, 163 (10) :765-779
[93]   Neural network analysis for hierarchical prediction of soil hydraulic properties [J].
Schaap, MG ;
Leij, FJ ;
van Genuchten, MT .
SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 1998, 62 (04) :847-855
[94]   Modeling water retention curves of sanely soils using neural networks [J].
Schaap, MG ;
Bouten, W .
WATER RESOURCES RESEARCH, 1996, 32 (10) :3033-3040
[95]   Using neural networks to predict soil water retention and soil hydraulic conductivity [J].
Schaap, MG ;
Leij, FJ .
SOIL & TILLAGE RESEARCH, 1998, 47 (1-2) :37-42
[96]   ROSETTA: a computer program for estimating soil hydraulic parameters with hierarchical pedotransfer functions [J].
Schaap, MG ;
Leij, FJ ;
van Genuchten, MT .
JOURNAL OF HYDROLOGY, 2001, 251 (3-4) :163-176
[97]  
SCHAAP MG, 2004, DEV PEDOTRANSFER FUN, V30
[98]  
Schaefer M, 1999, MINERAL DEPOSITS: PROCESSES TO PROCESSING, VOLS 1 AND 2, P1237
[99]   Regionalization of soil water retention curves in a highly variable soilscape .1. Developing a new pedotransfer function [J].
Scheinost, AC ;
Sinowski, W ;
Auerswald, K .
GEODERMA, 1997, 78 (3-4) :129-143
[100]   EFFECT OF SOIL PROPERTIES ON UNSATURATED HYDRAULIC CONDUCTIVITY PORE-INTERACTION FACTORS [J].
SCHUH, WM ;
CLINE, RL .
SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 1990, 54 (06) :1509-1519