Predicting soil properties in the tropics

Abstract It is practically impossible to measure soil properties continuously at each location across the globe. Therefore, it is necessary to have robust systems that can predict soil properties at a given location. That is needed in many tropical countries where the dearth of soil property measurements is large. This paper reviews the use of pedotransfer functions (PTF) for predicting properties of soils in the tropics. First, the guiding principles of prediction and the type of predictors are discussed, including laboratory data, field description and soil morphology, electromagnetic spectrum, proximal and remote sensed data. In the subsequent section, PTFs are discussed for soil physical and chemical properties followed by infrared spectroscopy, proximal sensing and remote sensing. An analysis of ISRIC (mainly tropical) and USDA (mainly temperate) soil databases showed that soils in the tropics have higher clay content, lower cation exchange capacity, higher bulk density, lower water content at − 10 kPa and − 1500 kPa than soils in the temperate regions. Various methods developed in temperate regions can be applied for the soils in the tropical regions although calibration and careful selection of predictors remains necessary. It is concluded that PTFs are an important tool to overcome the dearth of soil data in many tropical countries.

[1]  S. Buol,et al.  Soils of the Tropics and the World Food Crisis , 1975, Science.

[2]  Budiman Minasny,et al.  On digital soil mapping , 2003 .

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

[4]  Lbg,et al.  Freundlich-adsorptievergelijkingen voor cadmium, koper en zink in de bodem op basis van literatuurgegevens , 1997 .

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

[6]  A. M. OʼNEAL SOIL CHARACTERISTICS SIGNIFICANT IN EVALUATING PERMEABILITY , 1949 .

[7]  E. Ben-Dor Quantitative remote sensing of soil properties , 2002 .

[8]  R. Gilkes,et al.  Phosphorus sorption in relation to soil properties for the major soil types of South-Western Australia , 1991 .

[9]  Anne Gobin,et al.  Quantifying soil morphology in tropical environments: Methods and application in soil classification , 2000 .

[10]  H. Elsenbeer,et al.  Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis , 2008 .

[11]  R. Haverkamp,et al.  Bimodal Zone of the Soil Textural Triangle: Common in Tropical and Subtropical Regions , 2008 .

[12]  R. Webster,et al.  Estimating particle‐size fractions of soil dominated by silicate minerals from geochemistry , 2009 .

[13]  J. D. Pidgeon,et al.  THE MEASUREMENT AND PREDICTION OF AVAILABLE WATER CAPACITY OF FERRALLITIC SOILS IN UGANDA , 1972 .

[14]  H. Eswaran,et al.  An assessment of the soil resources of Africa in relation to productivity , 1997 .

[15]  A. D. Noble,et al.  Evidence of accelerated soil acidification under Stylosanthes-dominated pastures , 1997 .

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

[17]  D. L. Coffin,et al.  Color, Organic Matter, and Pesticide Adsorption Relationships in a Soil Landscape , 1988 .

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

[19]  Anthony Mills,et al.  Unravelling the effects of soil properties on water infiltration: segmented quantile regression on a large data set from arid south-west Africa , 2006 .

[20]  A. Armani,et al.  Fish frauds: the DNA challenge , 2012 .

[21]  A. M. O'neal A Key for Evaluating Soil Permeability by Means of Certain Field Clues , 1952 .

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

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

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

[25]  D. Reuter Developing indicators for monitoring catchment health: the challenges , 1998 .

[26]  J. Mbagwu,et al.  Prediction of engineering properties of tropical soils using intrinsic pedological parameters , 1998 .

[27]  B. Minasny,et al.  Digital Soil Map of the World , 2009, Science.

[28]  I. Baillie,et al.  Booker tropical soil manual. , 1986 .

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

[30]  P. Sánchez,et al.  Soil Fertility and Hunger in Africa , 2002, Science.

[31]  H. Mahoo,et al.  Assessment and development of pedotransfer functions for semi-arid sub-Saharan Africa , 1999 .

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

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

[34]  Mohamed A Tarawally,et al.  Estimating soil water retention curve in rhodic ferralsols from basic soil data , 2002 .

[35]  Keith D. Shepherd,et al.  Soil condition classification using infrared spectroscopy: A proposition for assessment of soil condition along a tropical forest-cropland chronosequence , 2008 .

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

[37]  J. M. Bigham,et al.  Predicting bulk density of Ohio Soils from Morphology, Genetic Principles, and Laboratory Characterization Data , 2001 .

[38]  Alfred E. Hartemink,et al.  The future of soil science , 2006 .

[39]  Y. Pachepsky,et al.  Promises of hydropedology , 2008 .

[40]  Paul L. G. Vlek,et al.  Artificial Neural Network Estimation of Saturated Hydraulic Conductivity , 2007 .

[41]  M. Galdos,et al.  Near infrared spectroscopy for soil bulk density assessment , 2009 .

[42]  Alfred E. Hartemink,et al.  Digital Soil Mapping with Limited Data , 2008 .

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

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

[45]  H. Keulen,et al.  Soil pedotransfer functions for four Mexican soils , 1995 .

[46]  U. Schwertmann,et al.  QUANTITATIVE RELATIONSHIPS BETWEEN SOIL COLOR AND HEMATITE CONTENT , 1983 .

[47]  Keith D. Shepherd,et al.  Unravelling the effects of soil and crop management on maize productivity in smallholder agricultural systems of western Kenya—An application of classification and regression tree analysis , 2008 .

[48]  C. Hurburgh,et al.  Near-Infrared Reflectance Spectroscopy–Principal Components Regression Analyses of Soil Properties , 2001 .

[49]  K. Shepherd,et al.  Development of Reflectance Spectral Libraries for Characterization of Soil Properties , 2002 .

[50]  J. Beek,et al.  Developments in Soil Science , 2019, Global Change and Forest Soils.

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

[52]  Andrew Rawson,et al.  Rapid Prediction of Soil Water Retention using Mid Infrared Spectroscopy , 2007 .

[53]  O. Borggaard,et al.  Estimation of soil phosphate adsorption capacity by means of a pedotransfer function , 2004 .

[54]  R. Lal,et al.  Soil physical properties and crop production in the tropics , 1979 .

[55]  Georges Stoops Evolution of Tropical Soil Science: Past and Future , 2003 .

[56]  B. Minasny,et al.  Using distance metrics to determine the appropriate domain of pedotransfer function predictions. , 2009 .

[57]  B. Gérard,et al.  Modeling hydraulic properties of sandy soils of Niger using pedotransfer functions , 2007 .

[58]  A. H. Maclean,et al.  AVAILABLE WATER CAPACITIES OF ZAMBIAN SOILS IN RELATION TO PRESSURE PLATE MEASUREMENTS AND PARTICLE SIZE ANALYSIS , 1972 .

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

[60]  J. Leprun,et al.  Relations between soil colour and waterlogging duration in a representative hillside of the West African granito-gneissic bedrock , 2000 .

[61]  Yakov A. Pachepsky,et al.  USING FIELD TOPOGRAPHIC DESCRIPTORS TO ESTIMATE SOIL WATER RETENTION , 2002 .

[62]  Hari Eswaran,et al.  Soil Classification : A Global Desk Reference , 2002 .

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

[64]  Edward G. Gregorich,et al.  Soil quality for crop production and ecosystem health , 1997 .

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

[66]  A. Hartemink Soil chemical and physical properties as indicators of sustainable land management under sugar cane in Papua New Guinea , 1998 .

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

[68]  B. Everitt The Cambridge Dictionary of Statistics , 1998 .

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

[70]  J. Zullo,et al.  Quantification of tropical soil attributes from ETM+/LANDSAT‐7 data , 2007 .

[71]  A. Suddhiprakarn,et al.  PHOSPHATE SORPTION BY THAI RED OXISOLS AND RED ULTISOLS , 2005 .

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

[73]  A. Suddhiprakarn,et al.  Phosphate sorption and desorption by Thai upland soils. , 2009 .

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

[75]  José Alexandre Melo Demattê,et al.  Determining soil water status and other soil characteristics by spectral proximal sensing , 2006 .

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

[77]  P. Sánchez Linking climate change research with food security and poverty reduction in the tropics , 2000 .

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

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

[80]  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 .

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

[82]  Alfred E. Hartemink,et al.  Soil Science in Tropical and Temperate Regions—Some Differences and Similarities , 2002 .

[83]  Robert Tibshirani,et al.  The Elements of Statistical Learning: Data Mining, Inference, and Prediction, 2nd Edition , 2001, Springer Series in Statistics.

[84]  Quirine M. Ketterings,et al.  Soil Color as an Indicator of Slash‐and‐Burn Fire Severity and Soil Fertility in Sumatra, Indonesia , 2000 .

[85]  F. Nachtergaele Soil taxonomy—a basic system of soil classification for making and interpreting soil surveys: Second edition, by Soil Survey Staff, 1999, USDA–NRCS, Agriculture Handbook number 436, Hardbound , 2001 .

[86]  S. P. PERIASWAMY,et al.  ESTIMATING AVAILABLE WATER‐HOLDING CAPACITY OF WESTERN NIGERIAN SOILS FROM SOIL TEXTURE AND BULK DENSITY, USING CORE AND SIEVED SAMPLES , 1985 .

[87]  J. Stoorvogel,et al.  Assessment of soil nutrient depletion in sub-Saharan Africa: 1983-2000. , 1990 .

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

[89]  Eric Van Ranst,et al.  Qualitative and quantitative aspects of soil databases in tropical countries , 2003 .

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

[91]  W. S. Lee,et al.  REFLECTANCE SPECTROSCOPY FOR ROUTINE AGRONOMIC SOIL ANALYSES , 2007 .

[92]  J.H.M. Wösten,et al.  Pedotransfer functions to evaluate soil quality , 1997 .

[93]  R. V. Rossel,et al.  Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties , 2006 .

[94]  Neil McKenzie,et al.  Soil Physical Measurement and Interpretation for Land Evaluation , 2002 .