Improving estimates of water-limited yield of wheat by accounting for soil type and within-season rainfall
Y. M. Oliver A D , M. J. Robertson A , P. J. Stone B and A. Whitbread CA CSIRO Sustainable Ecosystems, Private Bag 5 PO, Wembley, WA 6913, Australia.
B CSIRO Sustainable Ecosystems, Queensland Biosciences Precinct, 306 Carmody Rd, St Lucia, Qld 4067, Australia.
C CSIRO Sustainable Ecosystems, PMB 2, Glen Osmond, SA 5064, Australia.
D Corresponding author. Email: Yvette.Oliver@csiro.au
Crop and Pasture Science 60(12) 1137-1146 https://doi.org/10.1071/CP09122
Submitted: 17 April 2009 Accepted: 13 August 2009 Published: 23 November 2009
Abstract
Rainfall is the main driver of potential yield in the dryland cropping environment of Australia. Rainfall-based empirically derived models such as that proposed by French and Schultz (1984) (F&S) can be used to determine an upper limit of water-limited potential yield, but F&S often overestimates actual yield as it does not account for rainfall distribution, runoff, drainage, or stored soil water. More complex models are available to predict potential yield more accurately; however, farmers and advisors favour easy-to-use-methods to estimate potential yield.
To derive a simple yet accurate method for estimating potential yield, several adjustments to F&S were evaluated: (1) accounting for stored soil water at sowing, (2) varying the value of the intercept between yield and growing-season rainfall (GSR), (3) varying the water-use efficiency of the crops (WUE) according to soil type, and (4) adjustments to GSR depending on soil plant-available water capacity (PAWC). The water-limited potential yields predicted from these methods were compared with simulations from the daily time-step simulation model APSIM and observed wheat yields from 146 dryland wheat crops, managed to water-limited potential yield, covering the 1996–2006 seasons in the Mediterranean-type growing environments of Australia.
The original F&S method overestimated actual yields, particularly at high rainfall (GSR > 220 mm) when PAWC was low, and underestimated yields at low rainfall (GSR < 220 mm). Significant improvements to the F&S were achieved with a few simple adjustments. With the addition of a variable intercept (dependent upon GSR), accounting for stored soil water at the start of the season and placing a cap on GSR that is a function of the soil PAWC, the predictive performance (RMSE 624 kg/ha) was similar to that gained with the daily time-step model APSIM (RMSE 419 kg/ha). The improved method gave more realistic estimates of water-limited potential yield, particularly at low and high rainfall and on soils of low PAWC.
Additional keywords: potential yield, plant-available water capacity, model, water-use efficiency, APSIM.
Acknowledgments
We are grateful to the GRDC for supporting this work as part of its Precision Agriculture SIP 09 initiative, Nutrient Management Initiative, and Subsoil constraints SIP08 initiative. Thanks to the farmers and advisors who allowed us to measure their commercial crops. Thanks to Mr David Hall from DAFWA for his yield and soil data from the Esperance region. Thanks to Dr John Kirkegaard and Dr Meredith Fairbanks for their useful comments on the manuscript.
Angus JF, van Herwaarden AF
(2001) Increasing water use and water use efficiency in dryland wheat. Agronomy Journal 93, 290–298.
Asseng S,
Keating BA,
Fillery IRP,
Gregory PJ,
Bowden JW,
Turner NC,
Palta JA, Abrecht DG
(1998) Performance of the APSIM-wheat model in Western Australia. Field Crops Research 57, 163–179.
| Crossref | GoogleScholarGoogle Scholar |
Asseng S,
Milroy SP, Poole ML
(2008) Systems analysis of wheat production on low water-holding soils in a Mediterranean-type environment. I. Yield potential and quality. Field Crops Research 105, 97–106.
| Crossref | GoogleScholarGoogle Scholar |
Asseng S,
Turner NC, Keating BA
(2001) Analysis of water- and nitrogen-use efficiency of wheat in a Mediterranean climate. Plant and Soil 233, 127–143.
| Crossref | GoogleScholarGoogle Scholar |
CAS |
Cantero-Martinez C,
O’Leary GJ, Connor DJ
(1999) Soil water and nitrogen interaction in wheat in a dry season under a fallow–wheat cropping system. Australian Journal of Experimental Agriculture 39, 29–37.
| Crossref | GoogleScholarGoogle Scholar |
Cooper PJM,
Gregory PJ,
Tully D, Harris C
(1987) Improving water use efficiency of annual crops in the rainfed farming systems of West Asia and North Africa. Experimental Agriculture 23, 113–158.
| Crossref | GoogleScholarGoogle Scholar |
Cornish PS, Murray GM
(1989) Low rainfall rarely limits wheat yields in southern New South Wales. Australian Journal of Experimental Agriculture 29, 77–83.
| Crossref | GoogleScholarGoogle Scholar |
Fischer RA, Turner NC
(1978) Plant productivity in the arid and semi-arid zones. Annual Review of Plant Physiology 29, 277–317.
| Crossref | GoogleScholarGoogle Scholar |
CAS |
French RJ, Schultz JE
(1984) Water use efficiency of wheat in a Mediterranean-type environment. I. The relation between yield, water use and climate. Australian Journal of Agricultural Research 35, 743–764.
| Crossref | GoogleScholarGoogle Scholar |
Keating BA,
Carberry PS,
Hammer GL,
Probert ME,
Robertson MJ,
Holzworth D,
Huth NI,
Hargreaves JNG,
Meinke H,
Hochman Z,
McLean G,
Verburg K,
Snow V,
Dimes J,
Silburn M,
Wang E,
Brown S,
Bristow KL,
Asseng S,
Chapman S,
McCown RL,
Freebairn DM, Smith CJ
(2002) An overview of APSIM, a model designed for farming systems simulation. European Journal of Agronomy 18, 267–288.
| Crossref | GoogleScholarGoogle Scholar |
Latta J, O’Leary GJ
(2003) Long-term comparison of rotation and fallow tillage systems of wheat in Australia. Field Crops Research 83, 173–190.
| Crossref | GoogleScholarGoogle Scholar |
Lawes RL,
Oliver YM, Robertson MJ
(2009) Integrating the effects of climate and plant available soil water holding capacity on wheat yield. Field Crops Research 113, 297–305.
| Crossref | GoogleScholarGoogle Scholar |
Lilley JM, Kirkegaard JA
(2007) Seasonal variation in the value of subsoil water to wheat: simulation studies in southern NSW. Australian Journal of Agricultural Research 58, 1115–1128.
| Crossref | GoogleScholarGoogle Scholar |
Oliver YM, Robertson MJ
(2009) Quantifying the benefits of accounting for yield potential in spatially and seasonally responsive nutrient management in a Mediterranean climate. Australian Journal of Soil Research 47, 114–126.
| Crossref | GoogleScholarGoogle Scholar |
CAS |
Probert ME,
Dimes JP,
Keating BA,
Dalal RC, Strong WM
(1998) APSIM’s water and nitrogen modules and simulation of the dynamics of water and nitrogen in fallow systems. Agricultural Systems 56, 1–28.
| Crossref | GoogleScholarGoogle Scholar |
Robertson MJ,
Carberry PS, Lucy M
(2000) Evaluation of a new cropping option using a participatory approach with on-farm monitoring and simulation: a case study of spring-sown mungbeans. Australian Journal of Agricultural Research 51, 1–12.
| Crossref | GoogleScholarGoogle Scholar |
Robertson MJ, Kirkegaard JA
(2005) Water use efficiency of dryland canola in an equi-seasonal rainfall environment. Australian Journal of Agricultural Research 56, 1373–1386.
| Crossref | GoogleScholarGoogle Scholar |
Schultz JE
(1971) Soil water changes under fallow-crop treatments in relation to soil type, rainfall and yield of wheat. Australian Journal of Experimental Agriculture and Animal Husbandry 11, 236–242.
| Crossref | GoogleScholarGoogle Scholar |
Siddique KHM,
Regan KL,
Tennant D, Thomson BD
(2001) Water use and water use efficiency of cool season grain legumes in low rainfall Mediterranean-type environments. European Journal of Agronomy 15, 267–280.
| Crossref | GoogleScholarGoogle Scholar |
Siddique KHM, Sedgley RH
(1986) Canopy development modifies the water economy of chickpea (Cicer arietinum L.) in south-western Australia. Australian Journal of Agricultural Research 37, 599–610.
| Crossref | GoogleScholarGoogle Scholar |
Wong MTF,
Oliver YM, Robertson MJ
(2009) Gamma-radiometric assessment of soil depth across a landscape not measurable using electromagnetic surveys. Soil Science Society of America Journal 73, 1261–1267.
| Crossref | GoogleScholarGoogle Scholar |
CAS |
Yunusa IAM,
Sedgley RH,
Belford RK, Tennant D
(1993) Dynamics of water use in a dry Mediterranean environment I. Soil evaporation little affected by presence of plant canopy. Agricultural Water Management 24, 205–224.
| Crossref | GoogleScholarGoogle Scholar |