Pedotransfer Functions for Brazilian Soils

The growing need for PTFs frequently leads to the use of inadequate PTFs and databases, especially when dealing with data from different regions or climates, such as in tropical and temperate climate zones. Most PTFs have been developed for soils from temperate climates, which tend to be very different from tropical soils. In fact, PTFs are not suitable for extrapolation: they should not be applied to soils that are outside the range or region where the PTFs ware developed. In this chapter the current status of PTF development in Brazil is reviewed, and suggestions for research aiming future improvements are made.

[1]  W. Rawls,et al.  SOIL TEXTURE AND PARTICLE-SIZE DISTRIBUTION AS INPUT TO ESTIMATE SOIL HYDRAULIC PROPERTIES , 2004 .

[2]  Walter J. Rawls,et al.  Estimating Soil Water Retention from Soil Physical Properties and Characteristics , 1991 .

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

[4]  Marcel G. Schaap,et al.  Development of Pedotransfer Functions for Estimation of Soil Hydraulic Parameters using Support Vector Machines , 2009 .

[5]  Rattan Lal,et al.  Texture and organic carbon relations described by a profile pedotransfer function for Brazilian Cerrado soils , 2005 .

[7]  A. Lavorenti,et al.  Remaining Phosphorus Estimate through Multiple Regression Analysis , 2006 .

[8]  Quirijn de Jong van Lier,et al.  Pedotransfer functions to estimate water retention parameters of soils in northeastern Brazil , 2013 .

[9]  Gerd Sparovek,et al.  A National Soil Profile Database for Brazil Available to International Scientists , 2005 .

[10]  Mathieu Javaux,et al.  Using Pedotransfer Functions to Estimate the van Genuchten–Mualem Soil Hydraulic Properties: A Review , 2010 .

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

[12]  R. T. Walczak,et al.  Using Support Vector Machines to Develop Pedotransfer Functions for Water Retention of Soils in Poland , 2008 .

[13]  Allan Lilly,et al.  Using soil morphological attributes and soil structure in pedotransfer functions , 2004 .

[14]  A. Bruand,et al.  Changes in porosity and microaggregation in clayey Ferralsols of the Brazilian Cerrado on clearing for pasture , 2002 .

[15]  H. G. dos Santos,et al.  Revisão sobre funções de Pedotransferência (PTFs) e novos métodos de predição de classes e atributos do solo. , 2004 .

[16]  Robert E. Davis,et al.  Statistics for the evaluation and comparison of models , 1985 .

[17]  Peter Finke,et al.  Comparison of class and continuous pedotransfer functions to generate soil hydraulic characteristics , 1995 .

[18]  G. G. Pohlman Soil Science Society of America , 1940 .

[19]  Gerd Sparovek,et al.  Representatividade e potencial de utilização de um banco de dados de solos do Brasil , 2008 .

[20]  Harry Vereecken,et al.  Functional evaluation of pedotransfer functions for the estimation of soil hydraulic properties. , 1992 .

[22]  A. Thomasson,et al.  Water Retention, Porosity and Density of Field Soils , 1977 .

[23]  D. Macleod,et al.  Relationships between Soil Morphology and Soil Properties Relevant to Irrigated and Dryland Agriculture , 1989 .

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

[25]  W. Cornelis,et al.  Pedotransfer functions related to spatial variability of water retention attributes for lowland soils , 2010 .

[26]  M. Meirvenne,et al.  Predictive Quality of Pedotransfer Functions for Estimating Bulk Density of Forest Soils , 2005 .

[27]  Felipe Lavarda Urach ESTIMATIVA DA RETENÇÃO DE ÁGUA EM SOLOS PARA FINS DE IRRIGAÇÃO , 2007 .

[28]  W. Rawls Estimating soil bulk density from particle size analysis and organic matter content. , 1983 .

[29]  M. Tapkenhinrichs,et al.  Evaluation of Pedo-Transfer Functions , 1993 .

[30]  Javier Tomasella,et al.  Comparison of Two Techniques to Develop Pedotransfer Functions for Water Retention , 2003 .

[31]  A. H. Maia,et al.  Funções de pedotransferência para estimar capacidade de campo, ponto de murcha permanente e densidade global em solos de uma bacia hidrográfica do Bioma Cerrado. , 2011 .

[32]  Laj R. Ahuja,et al.  Estimating Soil Water Characteristics from Simpler Properties or Limited Data 1 , 1985 .

[33]  R. Prebble,et al.  The influence of texture, structure and clay mineralogy on the soil moisture characteristic , 1983 .

[34]  James W. Jones,et al.  DYNAMIC NEAREST-NEIGHBOR METHOD FOR ESTIMATING SOIL WATER PARAMETERS , 2004 .

[35]  D. P. Franzmeier Estimation of Hydraulic Conductivity from Effective Porosity Data for Some Indiana Soils , 1991 .

[36]  Y. Pachepsky,et al.  Development of pedotransfer functions in soil hydrology , 2004 .

[37]  Marcel G. Schaap,et al.  Accuracy and uncertainty in PTF predictions , 2004 .

[38]  John H. C. Gash,et al.  Amazonian deforestation and climate , 1997 .

[39]  L. P. van Reeuwijk,et al.  Pedotransfer functions for the estimation of moisture retention characteristics of Ferralsols and related soils , 1997 .

[40]  Dennis L. Corwin,et al.  Assessment of Non-Point Source Pollution in the Vadose Zone , 1999 .

[41]  Walter J. Rawls,et al.  Pedotransfer functions: bridging the gap between available basic soil data and missing soil hydraulic characteristics , 2001 .

[42]  Rodrigo Gevaerd,et al.  ESTIMATIVA OPERACIONAL DA UMIDADE DO SOLO PARA INICIAÇÃO DE MODELOS DE PREVISÃO NUMÉRICA DA ATMOSFERA PARTE I: DESCRIÇÃO DA METODOLOGIA E VALIDAÇÃO , 2006 .

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

[44]  S. Imhoff,et al.  Relações entre propriedades físicas e características de solos da região sul do Brasil , 2002 .

[45]  N. Batjes,et al.  Preparation of consistent soil data sets for modelling purposes : Secondary SOTER data for four case study areas , 2007 .

[46]  J. C. Corrêa EFEITO DE MÉTODOS DE CULTIVO EM ALGUMAS PROPRIEDADES FISICAS DE UM LATOSSOLO AMARELO MUITO ARGILOSO DO ESTADO DO AMAZONAS , 1985 .

[47]  Niels H. Batjes,et al.  Mapping soil carbon stocks of Central Africa using SOTER , 2008 .

[48]  J. H. Dane,et al.  Physical and Mineralogical Data to Determine Soil Hydraulic Properties , 1985 .

[49]  A. Bruand Utilizing mineralogical and chemical information in PTFs , 2004 .

[50]  R. Carsel,et al.  Developing joint probability distributions of soil water retention characteristics , 1988 .

[51]  G. Topp,et al.  Estimating Saturated Hydraulic Conductivity from Soil Morphology , 1982 .

[52]  Alfred E. Hartemink,et al.  Predicting soil properties in the tropics , 2011 .

[53]  A. Barros Desenvolvimento de funções de pedotransferência e sua utilização em modelo agro-hidrológico , 2010 .

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

[55]  Theophilo Benedicto Ottoni Filho,et al.  Determinação de capacidade de campo in situ ou através de equações de regressão , 2000 .

[56]  H. Keulen,et al.  Effect of soil disturbance on pedotransfer function development for field capacity , 1996 .

[57]  E. Shein,et al.  Pedotransfer functions: State of the art, problems, and outlooks , 2006 .

[58]  Marc Voltz,et al.  Propagation of the error of spatial prediction of soil properties in simulating crop evapotranspiration , 1994 .

[59]  J. Dixon,et al.  Minerals in soil environments , 1990 .

[60]  D. Khojasteh,et al.  A fractal approach for estimating soil water retention curve , 2010 .

[61]  M. Pereira,et al.  Funções de pedotransferência do conteúdo de água em Latossolos Amarelos e Argissolos Amarelos , 2015 .

[62]  Raghavendra B. Jana,et al.  Multiscale Pedotransfer Functions for Soil Water Retention , 2007 .

[63]  Nunzio Romano,et al.  Topographical attributes to predict soil hydraulic properties along a hillslope transect , 2004 .

[64]  D. W. Jacquier,et al.  Improving the field estimation of saturated hydraulic conductivity in soil survey , 1997 .

[65]  Y. Pachepsky,et al.  Bibliography on applications of fractals in soil science , 2000 .

[66]  W. A. Adams THE EFFECT OF ORGANIC MATTER ON THE BULK AND TRUE DENSITIES OF SOME UNCULTIVATED PODZOLIC SOILS , 1973 .

[67]  Osman Balci,et al.  Principles of simulation model validation, verification, and testing , 1997 .

[68]  L. F. Stone,et al.  Estimativa da umidade na capacidade de campo em solos sob Cerrado , 2011 .

[69]  H. L. Shantz,et al.  The Wilting Coefficient for Different Plants and Its Indirect Determination , 2009 .

[70]  Y. Pachepsky,et al.  Artificial Neural Networks to Estimate Soil Water Retention from Easily Measurable Data , 1996 .

[71]  Elaine Cristina Cardoso Fidalgo,et al.  PEDOTRANSFER FUNCTIONS FOR ESTIMATING SOIL BULK DENSITY FROM EXISTING SOIL SURVEY REPORTS IN BRAZIL , 2007 .

[72]  J. Tomasella,et al.  Estimating unsaturated hydraulic conductivity of brazilian soils using soil-water retention data , 1997 .

[73]  W. Rawls,et al.  Soil Water Characteristic Estimates by Texture and Organic Matter for Hydrologic Solutions , 2006 .

[74]  Budiman Minasny,et al.  Necessary meta-data for pedotransfer functions , 2011 .

[75]  Edith Perrier,et al.  The water retention function for a model of soil structure with pore and solid fractal distributions , 2000 .

[76]  C. A. Tormena,et al.  Incorporação da densidade no ajuste de dois modelos à curva de retenção de água no solo , 2002 .

[77]  J. Bouma,et al.  A procedure to identify different groups of hydraulic-conductivity and moisture-retention curves for soil horizons , 1986 .

[78]  A. Costa Retenção e disponibilidade de água em solos de Santa Catarina: avaliação e geração de funções de pedotransferência , 2012 .

[79]  V. A. Klein,et al.  Determinação da densidade relativa do solo por uma função de pedotransferência para a densidade do solo máxima - doi: 10.4025/actasciagron.v33i2.6120 , 2011 .

[80]  D. F. Ferreira,et al.  Models for determination of parameters of van Genuchten equation for a Cambisol , 2005 .

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

[82]  I. Håkansson,et al.  Reference bulk density and critical degree-of-compactness for no-till crop production in subtropical highly weathered soils , 2009 .

[83]  Alex B. McBratney,et al.  Soil aggregates as mass fractals , 1995 .

[84]  R. Ragab,et al.  Impact of possible climate and land use changes in the semi arid regions: A case study from North Eastern Brazil , 2012 .

[85]  J.H.M. Wösten,et al.  Evaluation of pedotransfer functions , 2004 .

[86]  Mathieu Javaux,et al.  Revisiting Vereecken Pedotransfer Functions: Introducing a Closed‐Form Hydraulic Model , 2009 .

[87]  N. Curi,et al.  Pedotransfer functions for water retention in different soil classes from the center-southern Rio Grande do Sul State , 2013 .

[88]  T. Gaiser,et al.  Water retention characteristics of soils with contrasting clay mineral composition in semi-arid tropical regions , 2000 .

[89]  Gianni Bellocchi,et al.  An indicator of solar radiation model performance based on a fuzzy expert system , 2002 .

[90]  Christopher G. Uchrin,et al.  Indirect Methods for Estimating the Hydraulic Properties of Unsaturated Soils , 1994 .

[91]  Olaf Tietje,et al.  Accuracy of the saturated hydraulic conductivity prediction by pedo-transfer functions compared to the variability within FAO textural classes , 1996 .

[92]  J. C. F. Corrêa Características físico-hídricas dos solos Latossolo Amarelo, Podzólico Vermelho-Amarelo e Podzol Hidromórfico do Estado do Amazonas , 1984 .

[93]  Marcel G. Schaap,et al.  Data mining and exploration techniques , 2004 .

[94]  César da Silva Chagas,et al.  Estrutura e organização do sistema de informações georreferenciadas de solos do Brasil (Sigsolos - versão 1.0) , 2004 .

[95]  Javier Tomasella,et al.  Estimating soil water retention characteristics from limited data in Brazilian Amazonia , 1998 .

[96]  Johan Bouma,et al.  Transfer functions and threshold values: from soil characteristics to land qualities. , 1987 .

[97]  J. Wösten,et al.  Development and use of a database of hydraulic properties of European soils , 1999 .

[98]  S. Imhoff,et al.  Funções de pedotransferência para as curvas de retenção de água e de resistência do solo à penetração , 2008 .

[99]  G. Hornberger,et al.  A Statistical Exploration of the Relationships of Soil Moisture Characteristics to the Physical Properties of Soils , 1984 .

[100]  Marta Vasconcelos Ottoni Classificação físico-hídrica de solos e determinação da capacidade de campo in situ a partir de testes de infiltração , 2005 .

[101]  Niels H. Batjes,et al.  Development of a world data set of soil water retention properties using pedotransfer rules , 1996 .

[102]  E. Alexander Bulk densities of California soils in relation to other soil properties. , 1980 .

[103]  Luis S. Pereira,et al.  Pedo‐transfer functions for estimating unsaturated hydraulic properties of Portuguese soils , 1997 .

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

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

[106]  P. T. K. Jacomine,et al.  Funções de pedotransferência para predição da umidade retida a potenciais específicos em solos do estado de Pernambuco , 2002 .

[107]  Walter J. Rawls,et al.  Use of the Nonparametric Nearest Neighbor Approach to Estimate Soil Hydraulic Properties , 2006 .

[108]  J. Hutson,et al.  A retentivity function for use in soil–water simulation models , 1987 .

[109]  J. Tomasella,et al.  Pedotransfer functions for the estimation of soil water retention in Brazilian soils. , 2000 .

[110]  K. Reichardt,et al.  Estimativas da capacidade de campo , 1996 .

[111]  K. Reichardt Capacidade de campo , 1988 .

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

[113]  Yakov A. Pachepsky,et al.  The Current Status of Pedotransfer Functions: Their Accuracy, Reliability, and Utility in Field‐ and Regional‐Scale Modeling , 2013 .

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

[115]  Martial Bernoux,et al.  Bulk Densities of Brazilian Amazon Soils Related to Other Soil Properties , 1998 .

[116]  Budiman Minasny,et al.  From pedotransfer functions to soil inference systems , 2002 .

[117]  K. Gregson,et al.  A one‐parameter model for the soil water characteristic , 1987 .

[118]  M. G. Hodnett,et al.  Marked differences between van Genuchten soil water-retention parameters for temperate and tropical soils: a new water-retention pedo-transfer functions developed for tropical soils , 2002 .

[119]  C. Vaz,et al.  Validation of the Arya and Paris Water Retention Model for Brazilian Soils , 2005 .

[120]  J. Tomasella,et al.  Pedotransfer functions for tropical soils , 2004 .

[121]  J. M. Reichert,et al.  Estimation of water retention and availability in soils of Rio Grande do Sul , 2009 .

[122]  Budiman Minasny,et al.  Uncertainty analysis for pedotransfer functions , 2002 .

[123]  Marcel G. Schaap,et al.  Description of the unsaturated soil hydraulic database UNSODA version 2.0 , 2001 .

[124]  Helmut Elsenbeer,et al.  Pedotransfer functions for estimating saturated hydraulic conductivity: implications for modeling storm flow generation , 2001 .

[125]  A. Bruand Preliminary grouping of soils , 2004 .

[126]  C. A. Tormena,et al.  Funções de pedotransferência para as curvas de retenção de água e de resistência do solo à penetração em sistemas de manejo com plantas de cobertura permanente em citros , 2007 .

[127]  A. W. Moita,et al.  Parâmetros de solo em função da umidade na capacidade de campo em áreas irrigáveis do trópico semi-árido brasileiro. , 1990 .