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Article << Previous     |     Next >>   Contents Vol 52(5)

Using categorical soil structure information to improve soil water retention estimates of tropical delta soils

Phuong Minh Nguyen A C D , Khoa Van Le B and Wim M. Cornelis A

A Department of Soil Management – Ghent University, Coupure links 653, 9000 Ghent, Belgium.
B Department of Soil Science; and Department of Scientific Affairs, Can Tho University, 3/2 Street, Ninh Kieu District, Can Tho City, Vietnam.
C Department of Soil Science, Can Tho University, 3/2 Street, Ninh Kieu District, Can Tho City, Vietnam.
D Corresponding author. Emails: MinhPhuong.Nguyen@ugent.be; nmphuong@ctu.edu.vn

Soil Research 52(5) 443-452 http://dx.doi.org/10.1071/SR13256
Submitted: 5 September 2013  Accepted: 25 February 2014   Published: 16 June 2014

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Models of soil water and solute transport require input data of soil hydraulic properties (e.g. soil water retention and hydraulic conductivity curves). Lack of such data, especially in tropical delta regions, has usually been the main constraint for the application of simulation models. Direct field or laboratory measurement of soil water retention is costly, laborious and time-consuming; therefore, indirect estimation from other easily measured soil properties has received great interest. However, indirect estimates are often unreliable. In this study, we hypothesise that including basic descriptive information of soil structure such as aspect of presence or absence of pedality can improve the prediction of the soil water retention characteristic (SWRC). Stepwise multiple linear regression was used to develop point pedotransfer functions (PTFs) to estimate soil water retention at eight pressure potentials (e.g. –1, –3, –6, –10, –20, –34, –100, –1500 kPa). Soil structural information was exploited as a preliminary grouping criterion to test our hypothesis. Soil samples were taken from 160 horizons distributed along the Mekong Delta, Vietnam. The results reveal that SWRC of tropical Mekong Delta soils could be satisfactorily estimated by typical predictors of PTFs (e.g. soil texture, organic carbon content and bulk density). Moreover, incorporating soil structure in developing PTFs did improve the prediction accuracy of SWRC, especially in the wet moisture range. Plastic limit was found to be a promising predictor for SWRC-PTFs of soils having a given degree of structural development.

Additional keywords: grouping, point-PTFs, paddy soils, soil structure, soil water retention, tropical soils.


Abbaspour KC, Moon DE (1992) Relationships between conventional field information and some soil properties measured in the laboratory. Geoderma 55, 119–140.
CrossRef |

Adhikary PP, Chakraborty D, Kalra N, Sachdev CB, Patra AK, Kumar S, Tomar RK, Chandna P, Raghav D, Agrawal K, Sehgal M (2008) Pedotransfer functions for predicting the hydraulic properties of Indian soils. Australian Journal of Soil Research 46, 476–484.
CrossRef |

Aimrun W, Amin MSM (2009) Pedo-transfer function for saturated hydraulic conductivity of lowland paddy soils. Paddy and Water Environment 7, 217–225.
CrossRef |

ASTM (2010) ‘Standard test methods for liquid limit, plastic limit and plasticity index of soils.’ (ASTM International: West Conshohocken, PA, USA)

Botula Y-D, Cornelis WM, Baert G, Van Ranst E (2012) Evaluation of pedotransfer functions for predicting water retention of soils in Lower Congo (D.R. Congo). Agricultural Water Management 111, 1–10.
CrossRef |

Botula Y-D, Nemes A, Mafuka P, Van Ranst E, Cornelis WM (2013) Prediction of water retention of soils from the humid tropics by the nonparametric k-nearest neighbor approach. Vadose Zone Journal 12, 1–17.
CrossRef |

Bouma J (1989) Using soil survey data for quantitative land evaluation. In ‘Advances in soil science. Vol. 9’. (Ed. BA Stewart) pp. 177–213. (Springer: New York)

Bruand A (2004) Preliminary grouping of soils. In ‘Developments of pedotransfer functions in soil hydrology. Vol. 30’. (Eds Y Pachepsky, WJ Rawls) pp. 159–174. (Elsevier: Amsterdam)

Calhoun FG, Smeck NE, Slater BL, Bigham JM, Hall GF (2001) Predicting bulk density of Ohio soils from morphology, genetic principles, and laboratory characterization data. Soil Science Society of America Journal 65, 811–819.
CrossRef | CAS |

Coen GM, Wang C (1989) Estimating vertical saturated hydraulic conductivity from soil morphology in Alberta. Canadian Journal of Soil Science 69, 1–16.
CrossRef |

Cornelis WM, Ronsyn J, Van Meirvenne M, Hartmann R (2001) Evaluation of pedotransfer functions for predicting the soil moisture retention curve. Soil Science Society of America Journal 65, 638–648.
CrossRef | CAS |

Cornelis WM, Khlosi M, Hartmann R, Van Meirvenne M, De Vos B (2005) Comparison of unimodal analytical expressions for the soil-water retention curve. Soil Science Society of America Journal 69, 1902–1911.
CrossRef | CAS |

Danalatos NG, Kosmas CS, Driessen PM, Yassoglou N (1994) Estimation of the draining soil moisture characteristic from standard data as recorded in routine soil surveys. Geoderma 64, 155–165.
CrossRef |

Dane JH, Topp GC (2002) ‘Methods of soil analysis. Part 4. Physical methods.’ (Soil Science Society of America: Madison, WI, USA)

De Leenheer L, De Boodt M (1959) Determination of aggregate stability by the change in mean weight diameter. In ‘Proceedings of International Symposium on Soil Structure’. Ghent, Belgium, 1958. pp. 290–300. (Mededelingen van de Landbouwhogeschool: Ghent)

Dexter AR, Bird NRA (2001) Methods for predicting the optimum and the range of soil water contents for tillage based on the water retention curve. Soil & Tillage Research 57, 203–212.
CrossRef |

FAO (1974) ‘Soil map of the world. Vol. I: Legend.’ (Food and Agriculture Organization, UNESCO: Paris)

FAO (2006a) Description, distribution, use and management of reference soil groups. In ‘World Reference Base for soil resources 2006, a framework for international classification, correlation and communication’. (Eds E Micheli, P Schad, O Spaargaren) pp. 67–97. (Food and Agriculture Organization: Rome)

FAO (2006b) Soil description. In ‘Guideline for soil description 2006’. (Eds R Jahn, HP Blume, VB Asio, O Spaargaren, P Schad) pp. 21–64. (Food and Agriculture Organization: Rome)

Gee GW, Bauder JW (1986) Particle-size analysis. In ‘Methods of soil analysis. Part 1. Physical and mineralogical methods’. (Ed. A Klute) pp. 383–411. (American Society of Agronomy: Madison, WI, USA)

Gupta SC, Larson WE (1979) Estimating soil water retention characteristics from particle size distribution, organic matter percent, and bulk density. Water Resources Research 15, 1633–1635.
CrossRef |

Hodnett MG, Tomasella J (2002) 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. Geoderma 108, 155–180.
CrossRef | CAS |

Horn R, Baumgartl T (1999) Dynamic processes in structured soils. In ‘Handbook of soil science’. (Eds M Sumner et al.) pp. A19–A46. (CRC Press: Boca Raton, FL, USA)

IBM (2011) ‘SPSS Statistics for Windows. Version 20.0.’ (IBM Corp.: Armonk, NY, USA)

Jong RD, McKeague JA (1987) A comparison of measured and modelled soil water retention data. Canadian Journal of Soil Science 67, 697–703.
CrossRef |

Kay BD, Angers DA (2002) Soil structure. In ‘Soil physics companion’. (Ed. AW Warrick) pp. 249–295. (CRC Press: Boca Raton, FL, USA)

Keller T, Dexter AR (2012) Plastic limits of agricultural soils as functions of soil texture and organic matter content. Soil Research 50, 7–17.
CrossRef |

Khlosi M, Cornelis WM, Douaik A, Hazzouri A, Habib H, Gabriels D (2013) Exploration of the interaction between hydraulic and physicochemical properties of Syrian soils. Vadose Zone Journal 12, 1–11.
CrossRef | CAS |

King JJ, Franzmeier DP (1981) Estimation of saturated hydraulic conductivity from soil morphological and genetic information. Soil Science Society of America Journal 45, 1153–1156.
CrossRef |

Kutner MH, Nachtsheim CJ, Neter J, Li W (2005) ‘Applied linear statistical models.’ 5th edn (McGraw-Hill: New York)

Lilly A (2000) The relationship between field-saturated hydraulic conductivity and soil structure: development of class pedotransfer functions. Soil Use and Management 16, 56–60.
CrossRef |

Lilly A, Lin H (2004) Using soil morphological attributes and soil structure in pedotransfer functions. In ‘Developments in soil science. Vol. 30’. (Eds Y Pachepsky, WJ Rawls) pp. 115–141. (Elsevier: Amsterdam)

Lilly A, Nemes A, Rawls WJ, Pachepsky YA (2008) Probabilistic approach to the identification of input variables to estimate hydraulic conductivity. Soil Science Society of America Journal 72, 16–24.
CrossRef | CAS |

Manrique LA, Jones CA, Dyke PT (1991) Predicting soil water retention characteristics from soil physical and chemical properties. Communications in Soil Science and Plant Analysis 22, 1847–1860.
CrossRef | CAS |

McKeague JA, Wang C, Topp GC (1982) Estimating saturated hydraulic conductivity from soil morphology. Soil Science Society of America Journal 46, 1239–1244.
CrossRef |

McKenzie N, Jacquier D (1997) Improving the field estimation of saturated hydraulic conductivity in soil survey. Soil Research 35, 803–827.
CrossRef |

McKenzie N, MacLeod D (1989) Relationships between soil morphology and soil properties relevant to irrigated and dryland agriculture. Soil Research 27, 235–258.
CrossRef |

Mdemu MV, Mulengera MK (2002) Using pedotransfer functions (PTFs) to estimate soil water retention characteristics (SWRCs) in the tropics for sustainable soil water management: Tanzania case study. In ‘Proceddings of 12th ISCO Conference’. Beijing, China. (Ed. Jiao Yuren) pp. 657–662. (Tsinghua University Press: Beijing)

Minasny B, Hartemink AE (2011) Predicting soil properties in the tropics. Earth-Science Reviews 106, 52–62.
CrossRef |

Nemes A, Schaap MG, Wösten JHM (2003) Functional evaluation of pedotransfer functions derived from different scales of data collection. Soil Science Society of America Journal 67, 1093–1102.
CrossRef | CAS |

Nemes A, Rawls WJ, Pachepsky YA (2006) Use of the nonparametric nearest neighbor approach to estimate soil hydraulic properties. Soil Science Society of America Journal 70, 327–336.
CrossRef | CAS |

Nguyen MP (2006) Physical soil degradation on intensive rice cultivation areas in the Mekong Delta, Vietnam. Masters Thesis, Ghent University, Gent, Belgium.

Obalum SE, Obi ME (2013) Moisture characteristics and their point pedotransfer functions for coarse-textured tropical soils differing in structural degradation status. Hydrological Processes 27, 2721–2735.
CrossRef |

Or D, Wraith JM (2002) Soil water content and water potential relationships. In ‘Soil physics companion’. (Ed. AW Warrick) pp. 49–84. (CRC Press: Boca Raton, FL, USA)

Pachepsky YA, Rawls WJ (1999) Accuracy and reliability of pedotransfer functions as affected by grouping soils. Soil Science Society of America Journal 63, 1748–1757.
CrossRef | CAS |

Pachepsky YA, Rawls WJ (2003) Soil structure and pedotransfer functions. European Journal of Soil Science 54, 443–452.
CrossRef |

Pachepsky YA, Rawls WJ, Lin HS (2006) Hydropedology and pedotransfer functions. Geoderma 131, 308–316.
CrossRef |

Page AL (1982) ‘Methods of soil analysis. Part 2. Chemical and microbiological properties.’ (American Society of Agronomy, Soil Science Society of America: Madison, WI, USA)

Patil N, Tiwary P, Pal D, Bhattacharyya T, Sarkar D, Mandal C, Mandal D, Chandran P, Ray S, Prasad J, Lokhande M, Dongre V (2013) Soil water retention characteristics of black soils of India and pedotransfer functions using different approaches. Journal of Irrigation and Drainage Engineering 139, 313–324.
CrossRef |

Rajkai K, Várallyay G (1992) Estimating soil water retention from simpler properties by regression techniques. In ‘Proceedings of International Workshop on Indirect Methods for Estimating the Hydraulic Properties of Unsaturated Soils’. Riverside, CA. (Eds MT van Genuchten, FJ Leij, LJ Lund) pp. 417–426. (University of California: Riverside, CA, USA)

Rawls WJ, Pachepsky YA (2002) Soil consistence and structure as predictors of water retention. Soil Science Society of America Journal 66, 1115–1126.
CrossRef | CAS |

Rawls WJ, Gish TJ, Brakensiek DL (1991) Estimating soil water retention from soil physical properties and characteristics. In ‘Advances in soil science. Vol. 16’. (Ed. BA Stewart) pp. 213–234. (Springer: New York)

Rawls WJ, Pachepsky YA, Ritchie JC, Sobecki TM, Bloodworth H (2003) Effect of soil organic carbon on soil water retention. Geoderma 116, 61–76.
CrossRef | CAS |

Salchow E, Lal R, Fausey NR, Ward A (1996) Pedotransfer functions for variable alluvial soils in southern Ohio. Geoderma 73, 165–181.
CrossRef |

Schaap MG (2004) Accuracy and uncertainty in PTF predictions. In ‘Developments of pedotransfer functions in soil hydrology. Vol. 30’. (Eds Y Pachepsky, WJ Rawls) pp. 33–43. (Elsevier: Amsterdam)

Shwetha P, Varija K (2013) Soil water-retention prediction from pedotransfer functions for some Indian soils. Archives of Agronomy and Soil Science 59, 1529–1543.
CrossRef |

Soil Survey Staff (2010) ‘Keys to Soil Taxonomy.’ 11th edn (United States Department of Agriculture–Natural Resources Consevation Services: Washington, DC)

Suprayogo D, Cadisch G, Noordwijk MV (2003) A pedotransfer resource database (PTFRDB) for tropical soils: test with the water balance of WaNuLCAS. In ‘MODSIM 2003’. Townsville, Qld. (Ed. DA Post) pp. 584–589. (Modelling and Simulation Society of Australia and New Zealand Inc. 2003: Canberra, ACT)

Tomasella J, Pachepsky Y, Crestana S, Rawls WJ (2003) Comparison of two techniques to develop pedotransfer functions for water retention. Soil Science Society of America Journal 67, 1085–1092.
CrossRef | CAS |

Vereecken H, Weynants M, Javaux M, Pachepsky Y, Schaap MG, Genuchten MTV (2010) Using pedotransfer functions to estimate the van Genuchten–Mualem soil hydraulic properties: A Review. Vadose Zone Journal 9, 795–820.
CrossRef |

Walkley A, Black IA (1934) An examination of the Degtjareff method for determining soil organic matter, and a proposed modification of the chromic acid titration method. Soil Science 37, 29–38.
CrossRef | CAS |

Williams J, Prebble R, Williams W, Hignett C (1983) The influence of texture, structure and clay mineralogy on the soil moisture characteristic. Australian Journal of Soil Research 21, 15–32.
CrossRef |

Williams J, Ross P, Bristow K (1992) Prediction of the Campbell water retention function from texture, structure, and organic matter. In ‘Proceedings International Workshop on Indirect methods for Estimating the Hydraulic Properties of Unsaturated Soils’. University of California, Riverside. pp. 427–442. (University of California Press: Riverside, CA, USA)

Wösten JHM, Finke PA, Jansen MJW (1995) Comparison of class and continuous pedotransfer functions to generate soil hydraulic characteristics. Geoderma 66, 227–237.
CrossRef |

Wösten JHM, Lilly A, Nemes A, Le Bas C (1999) Development and use of a database of hydraulic properties of European soils. Geoderma 90, 169–185.
CrossRef |

Wösten JHM, Pachepsky YA, Rawls WJ (2001) Pedotransfer functions: bridging the gap between available basic soil data and missing soil hydraulic characteristics. Journal of Hydrology 251, 123–150.
CrossRef |

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