Estimation of water retention curve of granular soils from particle-size distribution — a Bayesian probabilistic approach

This study proposes two empirical relationships to estimate the parameters of van Genuchten’s formula for modeling the water retention curve from the particle-size distribution. The relationships a...

[1]  Ka-Veng Yuen,et al.  Prediction of daily averaged PM10 concentrations by statistical time-varying model , 2009 .

[2]  Yu Wang,et al.  Bayesian approach for probabilistic characterization of sand friction angles , 2010 .

[3]  Randel Haverkamp,et al.  PREDICTING THE WATER‐RETENTION CURVE FROM PARTICLE‐SIZE DISTRIBUTION: 1. SANDY SOILS WITHOUT ORGANIC MATTER1 , 1986 .

[4]  K. Yuen Bayesian Methods for Structural Dynamics and Civil Engineering , 2010 .

[5]  W. Rawls,et al.  Estimating generalized soil-water characteristics from texture , 1986 .

[6]  J. Beck,et al.  Updating Models and Their Uncertainties. I: Bayesian Statistical Framework , 1998 .

[7]  W. R. Gardner SOME STEADY‐STATE SOLUTIONS OF THE UNSATURATED MOISTURE FLOW EQUATION WITH APPLICATION TO EVAPORATION FROM A WATER TABLE , 1958 .

[8]  Ka-Veng Yuen,et al.  Bayesian Methods for Updating Dynamic Models , 2011 .

[9]  Scott W. Tyler,et al.  Application of Fractal Mathematics to Soil Water Retention Estimation , 1989 .

[10]  Ernest K. Yanful,et al.  A pore-network model for hydromechanical coupling in unsaturated compacted clayey soils , 2005 .

[11]  Harry Vereecken,et al.  ESTIMATING THE SOIL MOISTURE RETENTION CHARACTERISTIC FROM TEXTURE, BULK DENSITY, AND CARBON CONTENT , 1989 .

[12]  M. Schaap,et al.  Modeling water retention curves of sandy soils using neural networks , 1996 .

[13]  Jie Zhang,et al.  Bayesian Framework for Characterizing Geotechnical Model Uncertainty , 2009 .

[14]  Philip G. Bruch Laboratory study of evaporative fluxes in homogeneous and layered soils , 1993 .

[15]  Ka-Veng Yuen,et al.  Reliability analysis of soil-water characteristics curve and its application to slope stability analysis , 2012 .

[16]  Ka-Veng Yuen,et al.  Recent developments of Bayesian model class selection and applications in civil engineering , 2010 .

[17]  Karl Auerswald,et al.  Regionalization of soil water retention curves in a highly variable soilscape, I. Developing a new pedotransfer function , 1997 .

[18]  Ka-Veng Yuen,et al.  Bayesian Probabilistic Approach for the Correlations of Compression Index for Marine Clays , 2009 .

[19]  Ka-Veng Yuen,et al.  Peak Ground Acceleration Estimation by Linear and Nonlinear Models with Reduced Order Monte Carlo Simulation , 2010, Comput. Aided Civ. Infrastructure Eng..

[20]  W. E. Larson,et al.  Estimating soil water retention characteristics from particle size distribution, organic matter percent, and bulk density , 1979 .

[21]  D. Fredlund,et al.  Use of the grain-size distribution for estimation of the soil-water characteristic curve , 2002 .

[22]  Michel Aubertin,et al.  A model to predict the water retention curve from basic geotechnical properties , 2003 .

[23]  D. Fredlund,et al.  Equations for the soil-water characteristic curve , 1994 .

[24]  Johan Bouma,et al.  Using Soil Survey Data for Quantitative Land Evaluation , 1989 .

[25]  H. Akaike A new look at the statistical model identification , 1974 .

[26]  Budiman Minasny,et al.  Comparison of different approaches to the development of pedotransfer functions for water-retention curves , 1999 .

[27]  Kenneth D. Walsh,et al.  Soil-water characteristic curve variability , 2000 .

[28]  Wilfried Brutsaert,et al.  PROBABILITY LAWS FOR PORE-SIZE DISTRIBUTIONS , 1966 .

[29]  John Skilling,et al.  Maximum Entropy and Bayesian Methods , 1989 .

[30]  J. Beck,et al.  Model Selection using Response Measurements: Bayesian Probabilistic Approach , 2004 .

[31]  David J. C. MacKay,et al.  Bayesian Interpolation , 1992, Neural Computation.

[32]  C. Juang,et al.  Geotechnical Special Publication , 2014 .

[33]  Wilson H. Tang,et al.  REALISTIC ASSESSMENT OF SLOPE RELIABILITY FOR EFFECTIVE LANDSLIDE HAZARD MANAGEMENT , 2005 .

[34]  L. Zhang,et al.  Bayesian Model Calibration Using Geotechnical Centrifuge Tests , 2009 .

[35]  J. Santamarina,et al.  Water retention curve for hydrate‐bearing sediments , 2013 .

[36]  Ernest K. Yanful,et al.  Predicting soil—water characteristic curves of compacted plastic soils from measured pore-size distributions , 2002 .

[37]  Jack F. Paris,et al.  A Physicoempirical Model to Predict the Soil Moisture Characteristic from Particle-Size Distribution and Bulk Density Data 1 , 1981 .

[38]  A. Gomes Correia,et al.  Bayesian methodology for updating geomechanical parameters and uncertainty quantification , 2009 .

[39]  S. Gull Bayesian Inductive Inference and Maximum Entropy , 1988 .

[40]  D. L. Brakensiek,et al.  Estimation of Soil Water Properties , 1982 .

[41]  Gaylon S. Campbell,et al.  A SIMPLE METHOD FOR DETERMINING UNSATURATED CONDUCTIVITY FROM MOISTURE RETENTION DATA , 1974 .

[42]  Van Genuchten,et al.  A closed-form equation for predicting the hydraulic conductivity of unsaturated soils , 1980 .

[43]  Kok-Kwang Phoon,et al.  Reducing shear strength uncertainties in clays by multivariate correlations. , 2010 .

[44]  R. H. Brooks,et al.  Hydraulic properties of porous media , 1963 .

[45]  J. Beck,et al.  Asymptotic Expansions for Reliability and Moments of Uncertain Systems , 1997 .