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RESEARCH ARTICLE
Contents Vol 44(5)

The hydrology of Vertosols used for cotton production: II. Pedotransfer functions to predict hydraulic properties

R. W. Vervoort A B , B. Minasny A and S. R. Cattle A
+ Author Affiliations
- Author Affiliations

A Faculty of Agriculture, Food and Natural Resources, The University of Sydney, NSW 2006, and The Australian Cotton Cooperative Research Centre, Locked Bag 59, Narrabri, NSW 2390, Australia.

B Corresponding author. Email: w.vervoort@usyd.edu.au

Australian Journal of Soil Research 44(5) 479-486 https://doi.org/10.1071/SR05152
Submitted: 26 September 2005  Accepted: 10 April 2006   Published: 4 August 2006

Abstract

Using a range of earlier published results and a recently published dataset, pedotransfer functions (PTFs) were developed to predict some hydraulic properties of Vertosols. A fitting approach using neural networks was employed with good results to predict the soil water characteristic curve. The developed functions are complex due to the large numbers of parameters, but moisture contents are predicted to within 5%. Other PTFs to predict the moisture content at the drained upper limit (DUL) and lower limit (LL), and bulk density in the normal shrinkage curve, were developed using multiple linear regression. The PTFs to predict the soil water characteristic curve, DUL and LL, and the bulk density in the normal shrinkage zone were mainly based on total clay, sand, and silt contents and bulk density, with minor contributions of ECEC and total carbon content. PTFs for unsaturated hydraulic conductivities were also developed using multi-linear regression and were mainly dependent on silt contents and ESP values. The mean error in these predictions was 2.76 mm/h, which is reasonable for predictions at the field and farm scale where inherent soil variability can cause larger variation. The developed PTFs can be used to predict parameters needed in crop modelling tools such as OZCOT to simulate cotton development on Vertosols. Some further examples of the use of the PTFs for management of irrigation are given.

Additional keywords: hydraulic conductivity, shrink-swell soils, Australia, crop model parameters.


Acknowledgments

We would like to acknowledge the Australian Cotton Cooperative Research Center for funding this research through CRC projects 1.2.4 and 3.2.8 and Dr Damien Field for supplying some previously unpublished soil water characteristic data. We also would like to thank a helpful anonymous reviewer who corrected our material coordinate calculations.


References


Crescimanno G, Provenzano G (1999) Soil shrinkage characteristic curve in clay soils. Soil Science Society of America Journal 63, 25–32. open url image1

Feddes RA, Rijtema PE (1972) Water withdrawal by plant roots. Journal of Hydrology 17, 33–59.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Forrest JA , Beatty J , Hignett CT , Pickering J , Williams RGP (1985) A survey of the physical properties of wheatland soils in eastern Australia. CSIRO Division of Soils, Divisional Report No. 78.

Freebairn D , McClymont D , Rattray D , Owens J , Robinson B , Silburn M (2003) Howleaky? An instructive model for exploring the impact of different land uses on water balance and water quality. In ‘Proceedings 9th PUR$L National Conference’. Yepoon, October 2003. (CD-ROM) Available at: www.pursl.com/proceedings.asp

Gardner W (1986) Water content. In ‘Methods of soil analysis. Part 1. Physical and mineralogical methods’. (Ed. A Klute) pp. 635–662. (ASA/CSSA/SSSA: Madison, WI)

Gardner EA, Coughlan KJ, Smith GD (1990) Computation and use of bulk density in swelling soils. A comment on “Computing bulk density of swelling soils” by P. K. Sharma. Soil Technology 3, 343–349.
| Crossref | GoogleScholarGoogle Scholar | open url image1

van Genuchten MTh (1980) A closed-form equation for predicting the hydraulic conductivity of unsaturated soils. Soil Science Society of America Journal 44, 892–898. open url image1

Gershenfeld N (1999) ‘The nature of mathematical modelling.’ (Cambridge University Press: Cambridge, UK)

Gijsman AJ, Jagtap SS, Jones JW (2002) Wading through a swamp of complete confusion: how to choose a method for estimating soil water retention parameters for crop models. European Journal of Agronomy 18, 77–106.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Hall DG , Reeve MJ , Thomasson AJ , Wright VF (1977) ‘Water retention, porosity and density of field soils.’ Technical Monograph No. 9. (Soil Survey of England and Wales: Harpenden, UK)

Hearn AB (1994) OZCOT: A simulation model for cotton crop management. Agricultural Systems 44, 257–299.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Horn R, Fleige H, Richter F-H, Czyz EA, Dexter A, Diaz-Pereira E, Dumitru E, Enarche R, Mayol F, Rajkai K (2005) SIDASS project: Part 5: Prediction of mechanical strength of arable soils and its effects on physical properties at various map scales. Soil and Tillage Research 82, 47–56.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Isbell RF (1996) ‘The Australian Soil Classification.’ (CSIRO Publishing: Melbourne, Vic.)

Little IP, Ringrose-Voase AJ, Ward WT (1992) Surface structure in grey clays of northwestern New South Wales in relation to micromorphology, cation suite and particle size attributes. Australian Journal of Soil Research 30, 1–16.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Loveday J , Beatty HJ , Stewart GA (1978) Data relating to some irrigated soils of the M.I.A., New South Wales, and correlations between some of their properties. Technical Memorandum 2/1978, CSIRO Division of Soils.

Loveday J , McIntyre DS , Beatty HJ (1966) Field and laboratory data relating to some Colleambly soils. Technical Memorandum 25/66, CSIRO Division of Soils.

Maclean AH, Yager TV (1972) Available water in Zambian soils in relation to pressure plate measurements and particle size analysis. Soil Science 133, 23–29. open url image1

McBratney AB, Minasny B, Cattle SR, Vervoort RW (2002) From pedotransfer functions to soil inference systems. Geoderma 109, 41–73.
| Crossref | GoogleScholarGoogle Scholar | open url image1

McGarry D, Malafant KWJ (1987) The analysis of volume change in unconfined units of soil. Soil Science Society of America Journal 51, 290–297. open url image1

McKenzie NJ , Gallant JC , Gregory L (2003) Estimating water storage capacities in soil at catchment scales. Technical Report 03/03, Cooperative Research Centre for Catchment Hydrology, Canberra, ACT.

McKenzie NJ, Jacquier DW (1997) Improving the field estimation of saturated hydraulic conductivity in soil survey. Australian Journal of Soil Research 35, 803–825.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Meriaux S (1982) Soil and water. In ‘Constituents and properties of soils’. (Eds M Bonneau, B Souchier) pp. 302–354. (Academic Press: London)

Minasny B, McBratney AB (2002) New neural network parametric pedotransfer functions. Soil Science Society of America Journal 66, 352–361. open url image1

Minasny B, McBratney AB, Bristow KL (1999) Comparison of different approaches to the development of pedotransfer functions for water retention curves. Geoderma 93, 225–253.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Mueller L, Schindler U, Fausey NR, Lal R (2003) Comparison of methods for estimating maximum soil water content for optimum workability. Soil and Tillage Research 72, 9–20.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Prebble RE (1970) Physical properties of 17 soils from Queensland. CSIRO Division of Soils Technical Memorandum 10/70, CSIRO Australia.

Prebble RE (1991) Shrinkage, moisture characteristic and strength of cracking clay soils. CSIRO Division of Soils, Divisional Report 113, CSIRO Australia.

Ringrose-Voase AJ, Kirby JM, Djoyowasito G, Sanidad WB, Serrano C, Lando TM (2000) Changes to the physical properties of soils puddled for rice during drying. Soil and Tillage Research 56, 83–104.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Romano N , Santini A (2003) Water retention and storage—Field. In ‘Methods of soil analysis. Part 4. Physical methods’. SSSA Book Series No. 5. (Eds JH Dane, GC Topp) pp. 721–738. (SSSA: Madison, WI)

Scheinost AC, Sinowski W, Auerswald K (1997) Regionalization of soil water retention curves in a highly variable soilscape, I. Developing a new pedotransfer function. Geoderma 78, 129–143.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Sharma PK (1989) Computing bulk density of swelling soils. Soil Technology 2, 205–208.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Smiles DE (2000) Hydrology of swelling soils: a review. Australian Journal of Soil Research 38, 501–521.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Sumner ME (Ed.) (1999) ‘Handbook of soil science.’ (CRC Press: Boca Raton, FL)

Tietje O, Tapkenhinrichs M (1993) Evaluation of pedo-transfer functions. Soil Science Society of America Journal 57, 1088–1095. open url image1

Vervoort RW, Cattle SR, Minasny B (2003) The hydrology of Vertosols in cotton growing regions: I. Hydraulic, structural and fundamental soil properties. Australian Journal of Soil Research 41, 1255–1272.
| Crossref | GoogleScholarGoogle Scholar | open url image1

Webster R, Beckett PHT (1972) Matric suctions to which soils in South Central England drain. Journal of Agricultural Science, Cambridge 78, 379–387. open url image1

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 | GoogleScholarGoogle Scholar | open url image1